Task 10506883

Name ParityModified-1638636003-3406-2-0_1
Workunit 7408923
Created 6 Jan 2022, 15:15:04 UTC
Sent 6 Jan 2022, 15:35:17 UTC
Report deadline 14 Jan 2022, 15:35:17 UTC
Received 7 Jan 2022, 17:32:42 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6180
Run time 3 hours 38 min 44 sec
CPU time 3 hours 3 min 40 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 884.73 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
6289.82 ms
[2022-01-07 17:24:55	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311027 | val_loss: 0.0311274 | Time: 6278.97 ms
[2022-01-07 17:25:01	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311027 | val_loss: 0.0311338 | Time: 6297.99 ms
[2022-01-07 17:25:08	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311057 | val_loss: 0.0311354 | Time: 6288.09 ms
[2022-01-07 17:25:14	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311072 | val_loss: 0.0311307 | Time: 6331.21 ms
[2022-01-07 17:25:20	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311049 | val_loss: 0.0311281 | Time: 6297.57 ms
[2022-01-07 17:25:27	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311026 | val_loss: 0.0311272 | Time: 6315.61 ms
[2022-01-07 17:25:33	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311005 | val_loss: 0.0311278 | Time: 6287.44 ms
[2022-01-07 17:25:39	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310998 | val_loss: 0.0311274 | Time: 6296.97 ms
[2022-01-07 17:25:46	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310989 | val_loss: 0.0311315 | Time: 6279.95 ms
[2022-01-07 17:25:52	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310999 | val_loss: 0.0311227 | Time: 6291.44 ms
[2022-01-07 17:25:58	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311 | val_loss: 0.0311279 | Time: 6341.13 ms
[2022-01-07 17:26:05	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0310999 | val_loss: 0.0311268 | Time: 6319.88 ms
[2022-01-07 17:26:11	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311015 | val_loss: 0.0311323 | Time: 6323.36 ms
[2022-01-07 17:26:17	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311004 | val_loss: 0.031129 | Time: 6311.94 ms
[2022-01-07 17:26:24	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311001 | val_loss: 0.0311283 | Time: 6300.26 ms
[2022-01-07 17:26:30	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311021 | val_loss: 0.0311251 | Time: 6287.46 ms
[2022-01-07 17:26:36	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0310999 | val_loss: 0.0311264 | Time: 6299.25 ms
[2022-01-07 17:26:42	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310999 | val_loss: 0.031128 | Time: 6314.25 ms
[2022-01-07 17:26:49	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.031099 | val_loss: 0.0311252 | Time: 6322.39 ms
[2022-01-07 17:26:55	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310994 | val_loss: 0.0311274 | Time: 6350.33 ms
[2022-01-07 17:27:01	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0310985 | val_loss: 0.0311303 | Time: 6359.55 ms
[2022-01-07 17:27:08	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311044 | val_loss: 0.0311285 | Time: 6317.43 ms
[2022-01-07 17:27:14	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311032 | val_loss: 0.0311294 | Time: 6322.06 ms
[2022-01-07 17:27:20	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311023 | val_loss: 0.0311315 | Time: 6280.61 ms
[2022-01-07 17:27:27	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031102 | val_loss: 0.0311307 | Time: 6351.49 ms
[2022-01-07 17:27:33	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311027 | val_loss: 0.0311302 | Time: 6308.18 ms
[2022-01-07 17:27:39	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311065 | val_loss: 0.0311335 | Time: 6363.05 ms
[2022-01-07 17:27:46	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311043 | val_loss: 0.0311393 | Time: 6358.88 ms
[2022-01-07 17:27:52	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311047 | val_loss: 0.0311253 | Time: 6346.54 ms
[2022-01-07 17:27:59	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311007 | val_loss: 0.0311256 | Time: 6340.18 ms
[2022-01-07 17:28:05	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310989 | val_loss: 0.0311272 | Time: 6310.32 ms
[2022-01-07 17:28:11	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310988 | val_loss: 0.0311281 | Time: 6286.33 ms
[2022-01-07 17:28:18	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310987 | val_loss: 0.0311316 | Time: 6334.79 ms
[2022-01-07 17:28:24	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310991 | val_loss: 0.0311285 | Time: 6362.08 ms
[2022-01-07 17:28:30	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310976 | val_loss: 0.0311273 | Time: 6383.74 ms
[2022-01-07 17:28:37	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310988 | val_loss: 0.031125 | Time: 6398.4 ms
[2022-01-07 17:28:43	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310974 | val_loss: 0.0311278 | Time: 6350.48 ms
[2022-01-07 17:28:49	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310987 | val_loss: 0.0311244 | Time: 6301.6 ms
[2022-01-07 17:28:56	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310974 | val_loss: 0.031123 | Time: 6311.38 ms
[2022-01-07 17:29:02	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310974 | val_loss: 0.0311253 | Time: 6332.12 ms
[2022-01-07 17:29:08	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.031098 | val_loss: 0.0311261 | Time: 6352.99 ms
[2022-01-07 17:29:15	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310981 | val_loss: 0.0311217 | Time: 6353.28 ms
[2022-01-07 17:29:21	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310961 | val_loss: 0.0311219 | Time: 6337.84 ms
[2022-01-07 17:29:27	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310981 | val_loss: 0.0311212 | Time: 6313.32 ms
[2022-01-07 17:29:34	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311014 | val_loss: 0.0311255 | Time: 6302.53 ms
[2022-01-07 17:29:40	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311006 | val_loss: 0.0311246 | Time: 6333.1 ms
[2022-01-07 17:29:46	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311013 | val_loss: 0.0311263 | Time: 6298.57 ms
[2022-01-07 17:29:53	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.031098 | val_loss: 0.0311227 | Time: 6268.28 ms
[2022-01-07 17:29:59	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0310944 | val_loss: 0.0311216 | Time: 6323.97 ms
[2022-01-07 17:30:05	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0310937 | val_loss: 0.0311198 | Time: 6306.91 ms
[2022-01-07 17:30:12	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310944 | val_loss: 0.0311217 | Time: 6305.08 ms
[2022-01-07 17:30:18	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0310947 | val_loss: 0.0311221 | Time: 6291.73 ms
[2022-01-07 17:30:24	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310942 | val_loss: 0.0311244 | Time: 6279.32 ms
[2022-01-07 17:30:31	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310954 | val_loss: 0.0311232 | Time: 6291.7 ms
[2022-01-07 17:30:37	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.031096 | val_loss: 0.0311189 | Time: 6318.07 ms
[2022-01-07 17:30:43	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0310936 | val_loss: 0.0311203 | Time: 6286.87 ms
[2022-01-07 17:30:50	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310934 | val_loss: 0.0311215 | Time: 6328.83 ms
[2022-01-07 17:30:56	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310929 | val_loss: 0.0311238 | Time: 6324.79 ms
[2022-01-07 17:31:02	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031095 | val_loss: 0.0311255 | Time: 6289.81 ms
[2022-01-07 17:31:08	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310952 | val_loss: 0.0311219 | Time: 6280.24 ms
[2022-01-07 17:31:15	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310946 | val_loss: 0.0311192 | Time: 6294.09 ms
[2022-01-07 17:31:21	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310943 | val_loss: 0.0311203 | Time: 6308.61 ms
[2022-01-07 17:31:27	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310925 | val_loss: 0.0311227 | Time: 6276.15 ms
[2022-01-07 17:31:34	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310923 | val_loss: 0.0311232 | Time: 6274.78 ms
[2022-01-07 17:31:40	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310923 | val_loss: 0.0311217 | Time: 6298.23 ms
[2022-01-07 17:31:46	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310932 | val_loss: 0.0311223 | Time: 6295.08 ms
[2022-01-07 17:31:53	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031094 | val_loss: 0.0311209 | Time: 6305.63 ms
[2022-01-07 17:31:59	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310973 | val_loss: 0.0311228 | Time: 6335.05 ms
[2022-01-07 17:32:05	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310995 | val_loss: 0.0311222 | Time: 6279.59 ms
[2022-01-07 17:32:12	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311118 | val_loss: 0.0311342 | Time: 6324.54 ms
[2022-01-07 17:32:18	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311187 | val_loss: 0.0311281 | Time: 6271.69 ms
[2022-01-07 17:32:24	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311139 | val_loss: 0.0311266 | Time: 6290.57 ms
[2022-01-07 17:32:30	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311147 | val_loss: 0.0311377 | Time: 6315.91 ms
[2022-01-07 17:32:37	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311253 | val_loss: 0.0311386 | Time: 6316.09 ms
[2022-01-07 17:32:43	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311211 | val_loss: 0.0311367 | Time: 6274.77 ms
[2022-01-07 17:32:49	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311277 | val_loss: 0.0311421 | Time: 6319.8 ms
[2022-01-07 17:32:56	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311367 | val_loss: 0.0311454 | Time: 6337.37 ms
[2022-01-07 17:33:02	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311432 | val_loss: 0.0311469 | Time: 6304.03 ms
[2022-01-07 17:33:08	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311439 | val_loss: 0.0311457 | Time: 6294.21 ms
[2022-01-07 17:33:15	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311423 | val_loss: 0.0311465 | Time: 6389.46 ms
[2022-01-07 17:33:21	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311407 | val_loss: 0.0311472 | Time: 6329.77 ms
[2022-01-07 17:33:27	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311407 | val_loss: 0.031146 | Time: 6375.23 ms
[2022-01-07 17:33:34	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.031138 | val_loss: 0.0311483 | Time: 6360.32 ms
[2022-01-07 17:33:40	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311369 | val_loss: 0.0311465 | Time: 6305.13 ms
[2022-01-07 17:33:46	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311374 | val_loss: 0.0311599 | Time: 6288.56 ms
[2022-01-07 17:33:53	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311426 | val_loss: 0.031153 | Time: 6305.68 ms
[2022-01-07 17:33:59	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311359 | val_loss: 0.0311466 | Time: 6319.04 ms
[2022-01-07 17:34:05	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311332 | val_loss: 0.0311547 | Time: 6311.02 ms
[2022-01-07 17:34:12	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311344 | val_loss: 0.0311465 | Time: 6356.73 ms
[2022-01-07 17:34:18	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311335 | val_loss: 0.0311452 | Time: 6385.31 ms
[2022-01-07 17:34:24	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311338 | val_loss: 0.031146 | Time: 6344.16 ms
[2022-01-07 17:34:31	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311321 | val_loss: 0.031145 | Time: 6378.35 ms
[2022-01-07 17:34:37	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.031132 | val_loss: 0.0311488 | Time: 6318.52 ms
[2022-01-07 17:34:44	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311315 | val_loss: 0.0311462 | Time: 6327.67 ms
[2022-01-07 17:34:50	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311308 | val_loss: 0.0311445 | Time: 6311.73 ms
[2022-01-07 17:34:56	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311308 | val_loss: 0.0311438 | Time: 6323.55 ms
[2022-01-07 17:35:03	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.03113 | val_loss: 0.0311468 | Time: 6373.3 ms
[2022-01-07 17:35:09	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311311 | val_loss: 0.0311449 | Time: 6356.33 ms
[2022-01-07 17:35:15	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311309 | val_loss: 0.0311443 | Time: 6285.62 ms
[2022-01-07 17:35:22	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311307 | val_loss: 0.0311496 | Time: 6307.47 ms
[2022-01-07 17:35:28	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311296 | val_loss: 0.0311467 | Time: 6337.21 ms
[2022-01-07 17:35:34	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311281 | val_loss: 0.0311455 | Time: 6383.49 ms
[2022-01-07 17:35:41	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311271 | val_loss: 0.0311452 | Time: 6308.9 ms
[2022-01-07 17:35:47	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311265 | val_loss: 0.0311477 | Time: 6308.62 ms
[2022-01-07 17:35:53	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.031127 | val_loss: 0.0311437 | Time: 6325.3 ms
[2022-01-07 17:36:00	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311282 | val_loss: 0.0311441 | Time: 6330.8 ms
[2022-01-07 17:36:06	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311259 | val_loss: 0.0311438 | Time: 6298 ms
[2022-01-07 17:36:12	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311265 | val_loss: 0.0311451 | Time: 6300.2 ms
[2022-01-07 17:36:19	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.031127 | val_loss: 0.0311484 | Time: 6347.23 ms
[2022-01-07 17:36:25	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031127 | val_loss: 0.0311446 | Time: 6338.92 ms
[2022-01-07 17:36:31	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.031125 | val_loss: 0.0311422 | Time: 6355.11 ms
[2022-01-07 17:36:38	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.031125 | val_loss: 0.0311434 | Time: 6400.5 ms
[2022-01-07 17:36:44	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311244 | val_loss: 0.031143 | Time: 6344.47 ms
[2022-01-07 17:36:50	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311249 | val_loss: 0.031148 | Time: 6279.21 ms
[2022-01-07 17:36:57	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311264 | val_loss: 0.0311454 | Time: 6311.89 ms
[2022-01-07 17:37:03	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311257 | val_loss: 0.0311442 | Time: 6342.49 ms
[2022-01-07 17:37:09	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.031124 | val_loss: 0.0311423 | Time: 6383 ms
[2022-01-07 17:37:16	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311246 | val_loss: 0.031143 | Time: 6349.25 ms
[2022-01-07 17:37:22	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311243 | val_loss: 0.0311438 | Time: 6356.51 ms
[2022-01-07 17:37:28	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311221 | val_loss: 0.0311418 | Time: 6279.41 ms
[2022-01-07 17:37:35	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311217 | val_loss: 0.0311424 | Time: 6295.33 ms
[2022-01-07 17:37:41	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311224 | val_loss: 0.0311413 | Time: 6280.47 ms
[2022-01-07 17:37:47	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311208 | val_loss: 0.031146 | Time: 6305.55 ms
[2022-01-07 17:37:54	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311221 | val_loss: 0.0311429 | Time: 6368.71 ms
[2022-01-07 17:38:00	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031123 | val_loss: 0.0311432 | Time: 6315.67 ms
[2022-01-07 17:38:06	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311232 | val_loss: 0.0311523 | Time: 6342.9 ms
[2022-01-07 17:38:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311253 | val_loss: 0.031146 | Time: 6311.61 ms
[2022-01-07 17:38:19	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311238 | val_loss: 0.0311438 | Time: 6309.02 ms
[2022-01-07 17:38:25	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311233 | val_loss: 0.0311498 | Time: 6368.52 ms
[2022-01-07 17:38:32	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311235 | val_loss: 0.0311431 | Time: 6328.88 ms
[2022-01-07 17:38:38	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311224 | val_loss: 0.0311463 | Time: 6378.01 ms
[2022-01-07 17:38:45	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.031122 | val_loss: 0.0311446 | Time: 6393.38 ms
[2022-01-07 17:38:51	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311219 | val_loss: 0.0311451 | Time: 6389.17 ms
[2022-01-07 17:38:57	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311209 | val_loss: 0.031145 | Time: 6332.87 ms
[2022-01-07 17:39:04	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031123 | val_loss: 0.031144 | Time: 6361.61 ms
[2022-01-07 17:39:10	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311206 | val_loss: 0.0311462 | Time: 6540.67 ms
[2022-01-07 17:39:17	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311214 | val_loss: 0.0311443 | Time: 6317.05 ms
[2022-01-07 17:39:23	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311229 | val_loss: 0.0311442 | Time: 6425.23 ms
[2022-01-07 17:39:29	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311295 | val_loss: 0.0311462 | Time: 6340.91 ms
[2022-01-07 17:39:36	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311328 | val_loss: 0.0311453 | Time: 6358.6 ms
[2022-01-07 17:39:42	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311333 | val_loss: 0.0311449 | Time: 6307.02 ms
[2022-01-07 17:39:48	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311312 | val_loss: 0.0311453 | Time: 6285.91 ms
[2022-01-07 17:39:55	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311301 | val_loss: 0.0311463 | Time: 6445.7 ms
[2022-01-07 17:40:01	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311294 | val_loss: 0.0311441 | Time: 6504.05 ms
[2022-01-07 17:40:08	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311278 | val_loss: 0.0311408 | Time: 6439.49 ms
[2022-01-07 17:40:14	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311307 | val_loss: 0.0311462 | Time: 6362.18 ms
[2022-01-07 17:40:20	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311345 | val_loss: 0.0311433 | Time: 6361.74 ms
[2022-01-07 17:40:27	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311292 | val_loss: 0.031145 | Time: 6317.2 ms
[2022-01-07 17:40:33	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311294 | val_loss: 0.0311477 | Time: 6462.59 ms
[2022-01-07 17:40:40	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311329 | val_loss: 0.0311452 | Time: 6356 ms
[2022-01-07 17:40:46	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311353 | val_loss: 0.0311559 | Time: 6361.06 ms
[2022-01-07 17:40:52	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311425 | val_loss: 0.0311483 | Time: 6380.11 ms
[2022-01-07 17:40:59	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311356 | val_loss: 0.0311462 | Time: 6327.05 ms
[2022-01-07 17:41:05	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311314 | val_loss: 0.0311445 | Time: 6282.1 ms
[2022-01-07 17:41:11	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311299 | val_loss: 0.0311462 | Time: 6413.01 ms
[2022-01-07 17:41:18	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311301 | val_loss: 0.0311468 | Time: 6599.28 ms
[2022-01-07 17:41:25	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311313 | val_loss: 0.0311524 | Time: 6429.3 ms
[2022-01-07 17:41:31	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311479 | val_loss: 0.0311546 | Time: 6378.68 ms
[2022-01-07 17:41:37	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311566 | val_loss: 0.0311755 | Time: 6362.18 ms
[2022-01-07 17:41:44	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031176 | val_loss: 0.0311672 | Time: 6311.14 ms
[2022-01-07 17:41:50	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311666 | val_loss: 0.0311619 | Time: 6327.34 ms
[2022-01-07 17:41:56	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311595 | val_loss: 0.0311599 | Time: 6346.02 ms
[2022-01-07 17:42:03	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311546 | val_loss: 0.0311587 | Time: 6345.39 ms
[2022-01-07 17:42:09	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311516 | val_loss: 0.0311562 | Time: 6278.92 ms
[2022-01-07 17:42:15	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311507 | val_loss: 0.0311571 | Time: 6289.79 ms
[2022-01-07 17:42:22	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.031149 | val_loss: 0.0311551 | Time: 6330.06 ms
[2022-01-07 17:42:28	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311483 | val_loss: 0.0311561 | Time: 6377.79 ms
[2022-01-07 17:42:34	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311499 | val_loss: 0.0311567 | Time: 6381.74 ms
[2022-01-07 17:42:41	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311477 | val_loss: 0.0311548 | Time: 6548.79 ms
[2022-01-07 17:42:47	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311463 | val_loss: 0.0311532 | Time: 6436.3 ms
[2022-01-07 17:42:54	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311459 | val_loss: 0.0311529 | Time: 6355.59 ms
[2022-01-07 17:43:00	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311476 | val_loss: 0.0311575 | Time: 6325 ms
[2022-01-07 17:43:07	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311486 | val_loss: 0.0311553 | Time: 6326.21 ms
[2022-01-07 17:43:13	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311467 | val_loss: 0.031153 | Time: 6344.22 ms
[2022-01-07 17:43:19	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311463 | val_loss: 0.0311532 | Time: 6348.76 ms
[2022-01-07 17:43:26	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311448 | val_loss: 0.0311508 | Time: 6440.22 ms
[2022-01-07 17:43:32	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311459 | val_loss: 0.0311523 | Time: 6292.66 ms
[2022-01-07 17:43:38	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311437 | val_loss: 0.0311509 | Time: 6418.77 ms
[2022-01-07 17:43:45	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311432 | val_loss: 0.0311516 | Time: 6334.98 ms
[2022-01-07 17:43:51	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311427 | val_loss: 0.0311546 | Time: 6372.54 ms
[2022-01-07 17:43:58	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311433 | val_loss: 0.031153 | Time: 6796.04 ms
[2022-01-07 17:44:04	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311423 | val_loss: 0.0311526 | Time: 6427.77 ms
[2022-01-07 17:44:11	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311417 | val_loss: 0.0311559 | Time: 6414.63 ms
[2022-01-07 17:44:17	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311437 | val_loss: 0.0311581 | Time: 6303.82 ms
[2022-01-07 17:44:24	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311426 | val_loss: 0.0311522 | Time: 6484.79 ms
[2022-01-07 17:44:30	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311405 | val_loss: 0.0311528 | Time: 6362.6 ms
[2022-01-07 17:44:36	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031141 | val_loss: 0.0311522 | Time: 6405.27 ms
[2022-01-07 17:44:43	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311401 | val_loss: 0.0311571 | Time: 6343.93 ms
[2022-01-07 17:44:49	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031142 | val_loss: 0.0311537 | Time: 6372.99 ms
[2022-01-07 17:44:55	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311391 | val_loss: 0.0311515 | Time: 6358.88 ms
[2022-01-07 17:45:02	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311396 | val_loss: 0.0311516 | Time: 6573.09 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 940MX)
[2022-01-07 17:47:23	                main:435]	:	INFO	:	Set logging level to 1
[2022-01-07 17:47:23	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-01-07 17:47:23	                main:444]	:	INFO	:	Resolving all filenames
[2022-01-07 17:47:23	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-07 17:47:23	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-07 17:47:23	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-07 17:47:23	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-07 17:47:23	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-07 17:47:23	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-01-07 17:47:23	                main:474]	:	INFO	:	Configuration: 
[2022-01-07 17:47:23	                main:475]	:	INFO	:	    Model type: GRU
[2022-01-07 17:47:23	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-01-07 17:47:23	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-07 17:47:23	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-07 17:47:23	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-07 17:47:23	                main:480]	:	INFO	:	    Patience: 10
[2022-01-07 17:47:23	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-07 17:47:23	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-07 17:47:23	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-07 17:47:23	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-07 17:47:23	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-07 17:47:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-07 17:47:24	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-07 17:47:26	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-07 17:47:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-07 17:47:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-07 17:47:26	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-07 17:47:26	                main:494]	:	INFO	:	Creating Model
[2022-01-07 17:47:26	                main:507]	:	INFO	:	Preparing config file
[2022-01-07 17:47:26	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-07 17:47:26	                main:512]	:	INFO	:	Loading config
[2022-01-07 17:47:26	                main:514]	:	INFO	:	Loading state
[2022-01-07 17:47:27	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-07 17:47:27	                main:562]	:	INFO	:	Starting Training
[2022-01-07 17:47:33	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311841 | val_loss: 0.0311597 | Time: 6536.84 ms
[2022-01-07 17:47:40	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311432 | val_loss: 0.0311502 | Time: 6267.84 ms
[2022-01-07 17:47:46	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311394 | val_loss: 0.031148 | Time: 6285.47 ms
[2022-01-07 17:47:52	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311381 | val_loss: 0.0311519 | Time: 6311.26 ms
[2022-01-07 17:47:59	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311372 | val_loss: 0.031151 | Time: 6336.15 ms
[2022-01-07 17:48:05	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311362 | val_loss: 0.0311532 | Time: 6310.66 ms
[2022-01-07 17:48:11	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311348 | val_loss: 0.0311509 | Time: 6305.2 ms
[2022-01-07 17:48:17	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311388 | val_loss: 0.031152 | Time: 6294.89 ms
[2022-01-07 17:48:24	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311381 | val_loss: 0.0311512 | Time: 6329.81 ms
[2022-01-07 17:48:30	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311374 | val_loss: 0.0311514 | Time: 6324.8 ms
[2022-01-07 17:48:36	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311362 | val_loss: 0.0311499 | Time: 6332.68 ms
[2022-01-07 17:48:43	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.031135 | val_loss: 0.0311504 | Time: 6313.34 ms
[2022-01-07 17:48:49	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311338 | val_loss: 0.0311509 | Time: 6298.19 ms
[2022-01-07 17:48:55	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.031132 | val_loss: 0.0311518 | Time: 6326.5 ms
[2022-01-07 17:49:02	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311315 | val_loss: 0.0311489 | Time: 6315.65 ms
[2022-01-07 17:49:08	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311312 | val_loss: 0.0311506 | Time: 6317.98 ms
[2022-01-07 17:49:14	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311308 | val_loss: 0.0311499 | Time: 6330.41 ms
[2022-01-07 17:49:21	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311345 | val_loss: 0.0311541 | Time: 6337.69 ms
[2022-01-07 17:49:27	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311342 | val_loss: 0.0311504 | Time: 6349.26 ms
[2022-01-07 17:49:33	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311322 | val_loss: 0.031152 | Time: 6336.38 ms
[2022-01-07 17:49:40	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311311 | val_loss: 0.0311485 | Time: 6318 ms
[2022-01-07 17:49:46	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311295 | val_loss: 0.0311487 | Time: 6298.95 ms
[2022-01-07 17:49:52	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.031129 | val_loss: 0.0311498 | Time: 6299.33 ms
[2022-01-07 17:49:59	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311268 | val_loss: 0.0311485 | Time: 6328.38 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 940MX)
[2022-01-07 18:08:22	                main:435]	:	INFO	:	Set logging level to 1
[2022-01-07 18:08:22	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-01-07 18:08:22	                main:444]	:	INFO	:	Resolving all filenames
[2022-01-07 18:08:22	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-07 18:08:22	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-07 18:08:22	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-07 18:08:22	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-07 18:08:22	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-07 18:08:22	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-01-07 18:08:22	                main:474]	:	INFO	:	Configuration: 
[2022-01-07 18:08:22	                main:475]	:	INFO	:	    Model type: GRU
[2022-01-07 18:08:22	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-01-07 18:08:22	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-07 18:08:22	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-07 18:08:22	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-07 18:08:22	                main:480]	:	INFO	:	    Patience: 10
[2022-01-07 18:08:22	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-07 18:08:22	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-07 18:08:22	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-07 18:08:22	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-07 18:08:22	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-07 18:08:22	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-07 18:08:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-07 18:08:25	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-07 18:08:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-07 18:08:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-07 18:08:25	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-07 18:08:25	                main:494]	:	INFO	:	Creating Model
[2022-01-07 18:08:25	                main:507]	:	INFO	:	Preparing config file
[2022-01-07 18:08:25	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-07 18:08:25	                main:512]	:	INFO	:	Loading config
[2022-01-07 18:08:25	                main:514]	:	INFO	:	Loading state
[2022-01-07 18:08:26	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-07 18:08:26	                main:562]	:	INFO	:	Starting Training
[2022-01-07 18:08:32	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311848 | val_loss: 0.0311493 | Time: 6601.47 ms
[2022-01-07 18:08:39	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311326 | val_loss: 0.031148 | Time: 6303.4 ms
[2022-01-07 18:08:45	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311267 | val_loss: 0.0311433 | Time: 6311.57 ms
[2022-01-07 18:08:51	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311253 | val_loss: 0.0311433 | Time: 6276.34 ms
[2022-01-07 18:08:58	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311223 | val_loss: 0.0311406 | Time: 6304.15 ms
[2022-01-07 18:09:04	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031121 | val_loss: 0.0311401 | Time: 6277.09 ms
[2022-01-07 18:09:10	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311197 | val_loss: 0.0311386 | Time: 6307.76 ms
[2022-01-07 18:09:17	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311186 | val_loss: 0.0311384 | Time: 6292.2 ms
[2022-01-07 18:09:23	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311212 | val_loss: 0.0311387 | Time: 6288.75 ms
[2022-01-07 18:09:29	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311243 | val_loss: 0.0311384 | Time: 6292.38 ms
[2022-01-07 18:09:35	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311217 | val_loss: 0.0311389 | Time: 6328.42 ms
[2022-01-07 18:09:42	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311221 | val_loss: 0.0311368 | Time: 6301.13 ms
[2022-01-07 18:09:48	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.031123 | val_loss: 0.0311377 | Time: 6298.84 ms
[2022-01-07 18:09:54	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311216 | val_loss: 0.0311414 | Time: 6277.45 ms
[2022-01-07 18:10:01	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311207 | val_loss: 0.0311384 | Time: 6287.9 ms
[2022-01-07 18:10:07	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311209 | val_loss: 0.031139 | Time: 6298.23 ms
[2022-01-07 18:10:13	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311191 | val_loss: 0.031144 | Time: 6328.68 ms
[2022-01-07 18:10:20	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311179 | val_loss: 0.031138 | Time: 6315.11 ms
[2022-01-07 18:10:26	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311158 | val_loss: 0.0311381 | Time: 6287.3 ms
[2022-01-07 18:10:32	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311162 | val_loss: 0.0311359 | Time: 6290.13 ms
[2022-01-07 18:10:38	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311184 | val_loss: 0.0311367 | Time: 6301.41 ms
[2022-01-07 18:10:45	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311169 | val_loss: 0.0311345 | Time: 6304.78 ms
[2022-01-07 18:10:51	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311174 | val_loss: 0.0311376 | Time: 6329.01 ms
[2022-01-07 18:10:57	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311167 | val_loss: 0.0311355 | Time: 6309.2 ms
[2022-01-07 18:11:04	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311156 | val_loss: 0.0311342 | Time: 6323.7 ms
[2022-01-07 18:11:10	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311145 | val_loss: 0.0311349 | Time: 6294.05 ms
[2022-01-07 18:11:16	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311182 | val_loss: 0.0311331 | Time: 6306.94 ms
[2022-01-07 18:11:23	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311182 | val_loss: 0.031134 | Time: 6306.24 ms
[2022-01-07 18:11:29	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311171 | val_loss: 0.0311334 | Time: 6306.48 ms
[2022-01-07 18:11:35	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311137 | val_loss: 0.0311319 | Time: 6307.71 ms
[2022-01-07 18:11:42	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311102 | val_loss: 0.0311328 | Time: 6290.75 ms
[2022-01-07 18:11:48	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311111 | val_loss: 0.0311328 | Time: 6360.29 ms
[2022-01-07 18:11:54	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311091 | val_loss: 0.0311314 | Time: 6361.35 ms
[2022-01-07 18:12:01	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311148 | val_loss: 0.0311369 | Time: 6375.71 ms
[2022-01-07 18:12:07	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.031112 | val_loss: 0.0311366 | Time: 6356.45 ms
[2022-01-07 18:12:14	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311115 | val_loss: 0.0311306 | Time: 6304.7 ms
[2022-01-07 18:12:20	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311091 | val_loss: 0.0311345 | Time: 6338.52 ms
[2022-01-07 18:12:26	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311079 | val_loss: 0.0311343 | Time: 6320.03 ms
[2022-01-07 18:12:33	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311091 | val_loss: 0.031132 | Time: 6314.43 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 940MX)
[2022-01-07 18:13:38	                main:435]	:	INFO	:	Set logging level to 1
[2022-01-07 18:13:38	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-01-07 18:13:38	                main:444]	:	INFO	:	Resolving all filenames
[2022-01-07 18:13:38	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-07 18:13:38	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-07 18:13:38	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-07 18:13:38	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-07 18:13:38	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-07 18:13:38	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-01-07 18:13:38	                main:474]	:	INFO	:	Configuration: 
[2022-01-07 18:13:38	                main:475]	:	INFO	:	    Model type: GRU
[2022-01-07 18:13:38	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-01-07 18:13:38	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-07 18:13:38	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-07 18:13:38	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-07 18:13:38	                main:480]	:	INFO	:	    Patience: 10
[2022-01-07 18:13:38	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-07 18:13:38	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-07 18:13:38	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-07 18:13:38	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-07 18:13:38	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-07 18:13:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-07 18:13:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-07 18:13:40	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-07 18:13:40	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-07 18:13:40	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-07 18:13:40	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-07 18:13:40	                main:494]	:	INFO	:	Creating Model
[2022-01-07 18:13:40	                main:507]	:	INFO	:	Preparing config file
[2022-01-07 18:13:40	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-07 18:13:40	                main:512]	:	INFO	:	Loading config
[2022-01-07 18:13:40	                main:514]	:	INFO	:	Loading state
[2022-01-07 18:13:41	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-07 18:13:41	                main:562]	:	INFO	:	Starting Training
[2022-01-07 18:13:48	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311528 | val_loss: 0.0311447 | Time: 6561.99 ms
[2022-01-07 18:13:54	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311155 | val_loss: 0.0311324 | Time: 6262.68 ms
[2022-01-07 18:14:00	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311109 | val_loss: 0.0311293 | Time: 6291.35 ms
[2022-01-07 18:14:06	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311144 | val_loss: 0.0311306 | Time: 6291.53 ms
[2022-01-07 18:14:13	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311169 | val_loss: 0.0311329 | Time: 6278.01 ms
[2022-01-07 18:14:19	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311165 | val_loss: 0.0311343 | Time: 6297.11 ms
[2022-01-07 18:14:25	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311146 | val_loss: 0.0311375 | Time: 6283.51 ms
[2022-01-07 18:14:32	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311143 | val_loss: 0.0311311 | Time: 6301.83 ms
[2022-01-07 18:14:38	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311138 | val_loss: 0.0311303 | Time: 6310.18 ms
[2022-01-07 18:14:44	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311127 | val_loss: 0.0311294 | Time: 6328.7 ms
[2022-01-07 18:14:51	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311116 | val_loss: 0.0311298 | Time: 6325.9 ms
[2022-01-07 18:14:57	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311116 | val_loss: 0.0311303 | Time: 6319.75 ms
[2022-01-07 18:15:03	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311112 | val_loss: 0.0311284 | Time: 6302.71 ms
[2022-01-07 18:15:10	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311124 | val_loss: 0.0311281 | Time: 6283.9 ms
[2022-01-07 18:15:16	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311126 | val_loss: 0.0311317 | Time: 6291.04 ms
[2022-01-07 18:15:22	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311146 | val_loss: 0.0311307 | Time: 6287.09 ms
[2022-01-07 18:15:29	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311153 | val_loss: 0.0311307 | Time: 6322.8 ms
[2022-01-07 18:15:35	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311144 | val_loss: 0.0311323 | Time: 6297.56 ms
[2022-01-07 18:15:41	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311141 | val_loss: 0.0311332 | Time: 6311.72 ms
[2022-01-07 18:15:47	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311208 | val_loss: 0.0311393 | Time: 6315.97 ms
[2022-01-07 18:15:54	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311254 | val_loss: 0.031141 | Time: 6287.78 ms
[2022-01-07 18:16:00	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.031127 | val_loss: 0.0311364 | Time: 6296.11 ms
[2022-01-07 18:16:06	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311227 | val_loss: 0.0311383 | Time: 6300.93 ms
[2022-01-07 18:16:13	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311214 | val_loss: 0.0311372 | Time: 6311.13 ms
[2022-01-07 18:16:19	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311196 | val_loss: 0.0311404 | Time: 6331.23 ms
[2022-01-07 18:16:25	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311232 | val_loss: 0.0311357 | Time: 6310.13 ms
[2022-01-07 18:16:32	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311228 | val_loss: 0.0311348 | Time: 6291.21 ms
[2022-01-07 18:16:38	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311224 | val_loss: 0.0311351 | Time: 6373.27 ms
[2022-01-07 18:16:44	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311227 | val_loss: 0.031134 | Time: 6335.48 ms
[2022-01-07 18:16:51	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311217 | val_loss: 0.031133 | Time: 6354.11 ms
[2022-01-07 18:16:57	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311227 | val_loss: 0.0311414 | Time: 6414.66 ms
[2022-01-07 18:17:04	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.031124 | val_loss: 0.0311335 | Time: 6365.61 ms
[2022-01-07 18:17:10	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.03112 | val_loss: 0.0311342 | Time: 6339.99 ms
[2022-01-07 18:17:16	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311202 | val_loss: 0.0311341 | Time: 6309.24 ms
[2022-01-07 18:17:23	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311204 | val_loss: 0.0311374 | Time: 6328.22 ms
[2022-01-07 18:17:29	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311206 | val_loss: 0.0311339 | Time: 6328.51 ms
[2022-01-07 18:17:35	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311212 | val_loss: 0.0311369 | Time: 6314.55 ms
[2022-01-07 18:17:42	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311196 | val_loss: 0.0311369 | Time: 6362.1 ms
[2022-01-07 18:17:48	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311204 | val_loss: 0.0311348 | Time: 6391.39 ms
[2022-01-07 18:17:54	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311181 | val_loss: 0.031132 | Time: 6361.66 ms
[2022-01-07 18:18:01	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311182 | val_loss: 0.0311332 | Time: 6324.28 ms
[2022-01-07 18:18:07	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311182 | val_loss: 0.0311301 | Time: 6393.57 ms
[2022-01-07 18:18:13	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311162 | val_loss: 0.031129 | Time: 6313.26 ms
[2022-01-07 18:18:20	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311184 | val_loss: 0.0311322 | Time: 6282.99 ms
[2022-01-07 18:18:26	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311209 | val_loss: 0.0311312 | Time: 6383.68 ms
[2022-01-07 18:18:32	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311193 | val_loss: 0.0311342 | Time: 6389.27 ms
[2022-01-07 18:18:39	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311184 | val_loss: 0.0311305 | Time: 6331.79 ms
[2022-01-07 18:18:45	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311167 | val_loss: 0.0311318 | Time: 6373.53 ms
[2022-01-07 18:18:52	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311157 | val_loss: 0.0311312 | Time: 6323.31 ms
[2022-01-07 18:18:58	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311155 | val_loss: 0.0311387 | Time: 6298.85 ms
[2022-01-07 18:19:04	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311169 | val_loss: 0.0311331 | Time: 6527.63 ms
[2022-01-07 18:19:11	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311152 | val_loss: 0.0311329 | Time: 6403.72 ms
[2022-01-07 18:19:17	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311146 | val_loss: 0.0311321 | Time: 6403.51 ms
[2022-01-07 18:19:24	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311151 | val_loss: 0.0311351 | Time: 6389.91 ms
[2022-01-07 18:19:30	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311153 | val_loss: 0.0311308 | Time: 6324.73 ms
[2022-01-07 18:19:36	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311142 | val_loss: 0.0311322 | Time: 6342.28 ms
[2022-01-07 18:19:43	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031115 | val_loss: 0.031134 | Time: 6352.16 ms
[2022-01-07 18:19:49	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311136 | val_loss: 0.0311312 | Time: 6296.95 ms
[2022-01-07 18:19:55	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311129 | val_loss: 0.0311346 | Time: 6329.07 ms
[2022-01-07 18:20:02	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311177 | val_loss: 0.0311384 | Time: 6369.73 ms
[2022-01-07 18:20:08	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311353 | val_loss: 0.0311406 | Time: 6346.96 ms
[2022-01-07 18:20:14	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.031133 | val_loss: 0.0311374 | Time: 6308.24 ms
[2022-01-07 18:20:21	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311292 | val_loss: 0.0311384 | Time: 6316.25 ms
[2022-01-07 18:20:27	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311272 | val_loss: 0.0311364 | Time: 6369.81 ms
[2022-01-07 18:20:33	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311261 | val_loss: 0.0311387 | Time: 6323.68 ms
[2022-01-07 18:20:40	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311247 | val_loss: 0.0311373 | Time: 6307.44 ms
[2022-01-07 18:20:46	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311272 | val_loss: 0.0311379 | Time: 6321.31 ms
[2022-01-07 18:20:53	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311305 | val_loss: 0.0311421 | Time: 6374.93 ms
[2022-01-07 18:20:59	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311283 | val_loss: 0.0311361 | Time: 6316.86 ms
[2022-01-07 18:21:05	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311265 | val_loss: 0.0311324 | Time: 6304.26 ms
[2022-01-07 18:21:11	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311248 | val_loss: 0.0311355 | Time: 6334.43 ms
[2022-01-07 18:21:18	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311248 | val_loss: 0.0311335 | Time: 6441.05 ms
[2022-01-07 18:21:24	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311272 | val_loss: 0.0311403 | Time: 6409.07 ms
[2022-01-07 18:21:31	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311282 | val_loss: 0.0311378 | Time: 6298.85 ms
[2022-01-07 18:21:37	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311292 | val_loss: 0.0311389 | Time: 6283.2 ms
[2022-01-07 18:21:43	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311295 | val_loss: 0.0311386 | Time: 6358.61 ms
[2022-01-07 18:21:50	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311293 | val_loss: 0.03114 | Time: 6301.57 ms
[2022-01-07 18:21:56	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311288 | val_loss: 0.0311383 | Time: 6335.72 ms
[2022-01-07 18:22:02	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311258 | val_loss: 0.0311372 | Time: 6396.42 ms
[2022-01-07 18:22:09	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311297 | val_loss: 0.0311389 | Time: 6327.31 ms
[2022-01-07 18:22:15	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.031131 | val_loss: 0.0311379 | Time: 6364.4 ms
[2022-01-07 18:22:21	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311264 | val_loss: 0.0311367 | Time: 6329.2 ms
[2022-01-07 18:22:28	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311261 | val_loss: 0.031139 | Time: 6322.2 ms
[2022-01-07 18:22:34	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311249 | val_loss: 0.031137 | Time: 6272.9 ms
[2022-01-07 18:22:40	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311246 | val_loss: 0.0311374 | Time: 6320.8 ms
[2022-01-07 18:22:47	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311266 | val_loss: 0.0311396 | Time: 6301.75 ms
[2022-01-07 18:22:53	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311295 | val_loss: 0.0311412 | Time: 6366.22 ms
[2022-01-07 18:23:00	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311278 | val_loss: 0.0311383 | Time: 6410.19 ms
[2022-01-07 18:23:06	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.031126 | val_loss: 0.0311344 | Time: 6338.57 ms
[2022-01-07 18:23:12	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031126 | val_loss: 0.0311369 | Time: 6376.68 ms
[2022-01-07 18:23:19	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311269 | val_loss: 0.031135 | Time: 6346.59 ms
[2022-01-07 18:23:25	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311249 | val_loss: 0.0311344 | Time: 6299.76 ms
[2022-01-07 18:23:31	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311235 | val_loss: 0.0311347 | Time: 6309.82 ms
[2022-01-07 18:23:38	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311234 | val_loss: 0.0311358 | Time: 6385.34 ms
[2022-01-07 18:23:44	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.031123 | val_loss: 0.0311358 | Time: 6297.39 ms
[2022-01-07 18:23:50	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311219 | val_loss: 0.0311353 | Time: 6377.7 ms
[2022-01-07 18:23:57	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311213 | val_loss: 0.0311331 | Time: 6324.1 ms
[2022-01-07 18:24:03	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311211 | val_loss: 0.031134 | Time: 6327.16 ms
[2022-01-07 18:24:09	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311226 | val_loss: 0.0311354 | Time: 6321 ms
[2022-01-07 18:24:16	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311211 | val_loss: 0.0311326 | Time: 6367.08 ms
[2022-01-07 18:24:22	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311196 | val_loss: 0.031135 | Time: 6371.22 ms
[2022-01-07 18:24:29	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311196 | val_loss: 0.0311338 | Time: 6326.53 ms
[2022-01-07 18:24:35	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311211 | val_loss: 0.0311367 | Time: 6364.57 ms
[2022-01-07 18:24:41	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311212 | val_loss: 0.0311365 | Time: 6301.16 ms
[2022-01-07 18:24:48	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311209 | val_loss: 0.0311326 | Time: 6283.31 ms
[2022-01-07 18:24:54	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311194 | val_loss: 0.0311362 | Time: 6303.78 ms
[2022-01-07 18:25:00	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311214 | val_loss: 0.0311399 | Time: 6417.93 ms
[2022-01-07 18:25:07	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311217 | val_loss: 0.0311342 | Time: 6327.31 ms
[2022-01-07 18:25:13	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311195 | val_loss: 0.031132 | Time: 6336.47 ms
[2022-01-07 18:25:19	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311181 | val_loss: 0.0311349 | Time: 6306.15 ms
[2022-01-07 18:25:26	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031122 | val_loss: 0.0311414 | Time: 6344.27 ms
[2022-01-07 18:25:32	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311236 | val_loss: 0.0311356 | Time: 6321.79 ms
[2022-01-07 18:25:38	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311213 | val_loss: 0.0311366 | Time: 6344.16 ms
[2022-01-07 18:25:45	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031119 | val_loss: 0.0311376 | Time: 6355.76 ms
[2022-01-07 18:25:51	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311208 | val_loss: 0.0311368 | Time: 6372.13 ms
[2022-01-07 18:25:58	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311221 | val_loss: 0.0311325 | Time: 6352.7 ms
[2022-01-07 18:26:04	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311214 | val_loss: 0.0311335 | Time: 6312.97 ms
[2022-01-07 18:26:10	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311209 | val_loss: 0.0311347 | Time: 6290.56 ms
[2022-01-07 18:26:17	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311225 | val_loss: 0.031136 | Time: 6373.69 ms
[2022-01-07 18:26:23	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.031122 | val_loss: 0.0311325 | Time: 6359.52 ms
[2022-01-07 18:26:29	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311188 | val_loss: 0.0311334 | Time: 6383.85 ms
[2022-01-07 18:26:36	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311184 | val_loss: 0.0311317 | Time: 6372.65 ms
[2022-01-07 18:26:42	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311176 | val_loss: 0.0311317 | Time: 6321.16 ms
[2022-01-07 18:26:48	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311202 | val_loss: 0.0311356 | Time: 6294.59 ms
[2022-01-07 18:26:55	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311235 | val_loss: 0.0311343 | Time: 6285.54 ms
[2022-01-07 18:27:01	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311192 | val_loss: 0.0311321 | Time: 6285.28 ms
[2022-01-07 18:27:07	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311167 | val_loss: 0.0311313 | Time: 6301.32 ms
[2022-01-07 18:27:14	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311169 | val_loss: 0.0311306 | Time: 6369.91 ms
[2022-01-07 18:27:20	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311159 | val_loss: 0.0311313 | Time: 6451.61 ms
[2022-01-07 18:27:27	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311167 | val_loss: 0.0311306 | Time: 6384.22 ms
[2022-01-07 18:27:33	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311175 | val_loss: 0.0311308 | Time: 6372.97 ms
[2022-01-07 18:27:39	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311167 | val_loss: 0.0311314 | Time: 6349.21 ms
[2022-01-07 18:27:46	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311167 | val_loss: 0.0311306 | Time: 6354.73 ms
[2022-01-07 18:27:52	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311161 | val_loss: 0.0311324 | Time: 6347.29 ms
[2022-01-07 18:27:58	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311158 | val_loss: 0.0311304 | Time: 6445.92 ms
[2022-01-07 18:28:05	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311157 | val_loss: 0.0311349 | Time: 6355.45 ms
[2022-01-07 18:28:11	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311175 | val_loss: 0.0311316 | Time: 6281.1 ms
[2022-01-07 18:28:17	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311196 | val_loss: 0.0311319 | Time: 6292.43 ms
[2022-01-07 18:28:24	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311188 | val_loss: 0.031129 | Time: 6347.04 ms
[2022-01-07 18:28:30	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311199 | val_loss: 0.031137 | Time: 6661.51 ms
[2022-01-07 18:28:37	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311274 | val_loss: 0.0311381 | Time: 6487.65 ms
[2022-01-07 18:28:43	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311234 | val_loss: 0.0311361 | Time: 6396.02 ms
[2022-01-07 18:28:50	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311223 | val_loss: 0.0311314 | Time: 6318.74 ms
[2022-01-07 18:28:56	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311231 | val_loss: 0.0311322 | Time: 6339.44 ms
[2022-01-07 18:29:02	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311215 | val_loss: 0.0311344 | Time: 6323.63 ms
[2022-01-07 18:29:09	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311219 | val_loss: 0.0311344 | Time: 6385.74 ms
[2022-01-07 18:29:15	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311214 | val_loss: 0.0311326 | Time: 6395.9 ms
[2022-01-07 18:29:21	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311229 | val_loss: 0.0311307 | Time: 6347.57 ms
[2022-01-07 18:29:28	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311225 | val_loss: 0.0311338 | Time: 6341.95 ms
[2022-01-07 18:29:34	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311236 | val_loss: 0.0311345 | Time: 6371.22 ms
[2022-01-07 18:29:41	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311217 | val_loss: 0.0311319 | Time: 6419.68 ms
[2022-01-07 18:29:47	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311219 | val_loss: 0.0311322 | Time: 6370.44 ms
[2022-01-07 18:29:53	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311219 | val_loss: 0.0311318 | Time: 6403.98 ms
[2022-01-07 18:30:00	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311225 | val_loss: 0.0311342 | Time: 6446.23 ms
[2022-01-07 18:30:06	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311235 | val_loss: 0.0311351 | Time: 6374.67 ms
[2022-01-07 18:30:13	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311226 | val_loss: 0.0311319 | Time: 6366.64 ms
[2022-01-07 18:30:19	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311207 | val_loss: 0.0311331 | Time: 6306.71 ms
[2022-01-07 18:30:25	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311214 | val_loss: 0.0311367 | Time: 6387.27 ms
[2022-01-07 18:30:32	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311238 | val_loss: 0.0311333 | Time: 6370.26 ms
[2022-01-07 18:30:38	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311203 | val_loss: 0.0311332 | Time: 6381.38 ms
[2022-01-07 18:30:45	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311221 | val_loss: 0.0311355 | Time: 6326.71 ms
[2022-01-07 18:30:51	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311256 | val_loss: 0.0311433 | Time: 6332.27 ms
[2022-01-07 18:30:57	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311282 | val_loss: 0.0311427 | Time: 6357.22 ms
[2022-01-07 18:31:04	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311287 | val_loss: 0.0311418 | Time: 6583.6 ms
[2022-01-07 18:31:10	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311279 | val_loss: 0.0311401 | Time: 6493.49 ms
[2022-01-07 18:31:17	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311254 | val_loss: 0.0311397 | Time: 6348.64 ms
[2022-01-07 18:31:23	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311261 | val_loss: 0.0311414 | Time: 6428.19 ms
[2022-01-07 18:31:30	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311257 | val_loss: 0.0311411 | Time: 6352.26 ms
[2022-01-07 18:31:36	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031124 | val_loss: 0.0311407 | Time: 6343.21 ms
[2022-01-07 18:31:42	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311247 | val_loss: 0.0311387 | Time: 6392.91 ms
[2022-01-07 18:31:49	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311241 | val_loss: 0.0311383 | Time: 6428.33 ms
[2022-01-07 18:31:55	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311243 | val_loss: 0.0311396 | Time: 6344.56 ms
[2022-01-07 18:32:01	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311228 | val_loss: 0.0311421 | Time: 6306.56 ms
[2022-01-07 18:32:08	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311209 | val_loss: 0.031138 | Time: 6349.56 ms
[2022-01-07 18:32:14	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311208 | val_loss: 0.0311369 | Time: 6356.79 ms
[2022-01-07 18:32:21	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311198 | val_loss: 0.0311366 | Time: 6475.82 ms
[2022-01-07 18:32:27	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311209 | val_loss: 0.0311371 | Time: 6395.3 ms
[2022-01-07 18:32:34	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311218 | val_loss: 0.0311364 | Time: 6385.71 ms
[2022-01-07 18:32:34	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311364
[2022-01-07 18:32:34	                main:603]	:	INFO	:	Saving end state to config to file
[2022-01-07 18:32:34	                main:608]	:	INFO	:	Success, exiting..
18:32:34 (15032): 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)