Task 5163667
| Name | ParityModified-1619235049-26075-3_0 |
| Workunit | 3102171 |
| Created | 7 May 2021, 17:41:59 UTC |
| Sent | 19 May 2021, 19:46:38 UTC |
| Report deadline | 26 May 2021, 19:46:38 UTC |
| Received | 20 May 2021, 8:19:39 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1764 |
| Run time | 6 hours 7 min 38 sec |
| CPU time | 6 hours 2 min 47 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,398.37 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.65 GB |
| Peak swap size | 2.75 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> .0310941 | val_loss: 0.03114 | Time: 12781.5 ms [2021-05-19 19:44:22 main:574] : INFO : Epoch 1641 | loss: 0.0310975 | val_loss: 0.0311445 | Time: 12775.9 ms [2021-05-19 19:44:37 main:574] : INFO : Epoch 1642 | loss: 0.0310993 | val_loss: 0.0311379 | Time: 14124.8 ms [2021-05-19 19:44:51 main:574] : INFO : Epoch 1643 | loss: 0.0310994 | val_loss: 0.0311392 | Time: 14061.8 ms [2021-05-19 19:45:04 main:574] : INFO : Epoch 1644 | loss: 0.0310966 | val_loss: 0.0311372 | Time: 13543.6 ms [2021-05-19 19:45:17 main:574] : INFO : Epoch 1645 | loss: 0.0310927 | val_loss: 0.0311501 | Time: 13097 ms [2021-05-19 19:45:31 main:574] : INFO : Epoch 1646 | loss: 0.0310948 | val_loss: 0.0311399 | Time: 13693.1 ms [2021-05-19 19:45:45 main:574] : INFO : Epoch 1647 | loss: 0.0310945 | val_loss: 0.0311438 | Time: 13464.4 ms [2021-05-19 19:45:59 main:574] : INFO : Epoch 1648 | loss: 0.0310917 | val_loss: 0.0311421 | Time: 14282.5 ms [2021-05-19 19:46:13 main:574] : INFO : Epoch 1649 | loss: 0.031092 | val_loss: 0.031141 | Time: 13660.6 ms [2021-05-19 19:46:27 main:574] : INFO : Epoch 1650 | loss: 0.0311043 | val_loss: 0.0311396 | Time: 13968.1 ms [2021-05-19 19:46:40 main:574] : INFO : Epoch 1651 | loss: 0.0311079 | val_loss: 0.0311352 | Time: 13447.2 ms [2021-05-19 19:46:55 main:574] : INFO : Epoch 1652 | loss: 0.0311012 | val_loss: 0.031143 | Time: 14374.5 ms [2021-05-19 19:47:09 main:574] : INFO : Epoch 1653 | loss: 0.0311021 | val_loss: 0.0311318 | Time: 14315.3 ms [2021-05-19 19:47:22 main:574] : INFO : Epoch 1654 | loss: 0.0310996 | val_loss: 0.031136 | Time: 12816.3 ms [2021-05-19 19:47:35 main:574] : INFO : Epoch 1655 | loss: 0.0311004 | val_loss: 0.0311354 | Time: 13003.7 ms [2021-05-19 19:47:47 main:574] : INFO : Epoch 1656 | loss: 0.0310969 | val_loss: 0.0311364 | Time: 12256.5 ms [2021-05-19 19:47:59 main:574] : INFO : Epoch 1657 | loss: 0.0310935 | val_loss: 0.0311368 | Time: 12327.4 ms [2021-05-19 19:48:12 main:574] : INFO : Epoch 1658 | loss: 0.0310912 | val_loss: 0.0311428 | Time: 12617.2 ms [2021-05-19 19:48:25 main:574] : INFO : Epoch 1659 | loss: 0.0310901 | val_loss: 0.0311412 | Time: 12597.4 ms [2021-05-19 19:48:37 main:574] : INFO : Epoch 1660 | loss: 0.0310889 | val_loss: 0.0311427 | Time: 12668.6 ms [2021-05-19 19:48:50 main:574] : INFO : Epoch 1661 | loss: 0.0310883 | val_loss: 0.0311475 | Time: 12950 ms [2021-05-19 19:49:03 main:574] : INFO : Epoch 1662 | loss: 0.0310884 | val_loss: 0.0311401 | Time: 12423.6 ms [2021-05-19 19:49:16 main:574] : INFO : Epoch 1663 | loss: 0.0310875 | val_loss: 0.0311385 | Time: 13293.7 ms [2021-05-19 19:49:30 main:574] : INFO : Epoch 1664 | loss: 0.0310855 | val_loss: 0.0311421 | Time: 13566.3 ms [2021-05-19 19:49:44 main:574] : INFO : Epoch 1665 | loss: 0.0310882 | val_loss: 0.0311432 | Time: 13981.6 ms [2021-05-19 19:49:58 main:574] : INFO : Epoch 1666 | loss: 0.0310921 | val_loss: 0.0311401 | Time: 14394.3 ms [2021-05-19 19:50:13 main:574] : INFO : Epoch 1667 | loss: 0.0310948 | val_loss: 0.0311421 | Time: 15293.4 ms [2021-05-19 19:50:28 main:574] : INFO : Epoch 1668 | loss: 0.0310933 | val_loss: 0.0311449 | Time: 14907.8 ms [2021-05-19 19:50:43 main:574] : INFO : Epoch 1669 | loss: 0.0310967 | val_loss: 0.0311426 | Time: 14898.6 ms [2021-05-19 19:50:57 main:574] : INFO : Epoch 1670 | loss: 0.0310977 | val_loss: 0.0311493 | Time: 13505.7 ms [2021-05-19 19:51:12 main:574] : INFO : Epoch 1671 | loss: 0.0310957 | val_loss: 0.0311403 | Time: 15200.7 ms [2021-05-19 19:51:25 main:574] : INFO : Epoch 1672 | loss: 0.0310955 | val_loss: 0.0311411 | Time: 13041.8 ms [2021-05-19 19:51:38 main:574] : INFO : Epoch 1673 | loss: 0.0310962 | val_loss: 0.0311364 | Time: 13090.6 ms [2021-05-19 19:51:51 main:574] : INFO : Epoch 1674 | loss: 0.0311037 | val_loss: 0.0311333 | Time: 12913 ms [2021-05-19 19:52:05 main:574] : INFO : Epoch 1675 | loss: 0.0311005 | val_loss: 0.0311308 | Time: 13438.4 ms [2021-05-19 19:52:18 main:574] : INFO : Epoch 1676 | loss: 0.031097 | val_loss: 0.0311377 | Time: 13353.4 ms [2021-05-19 19:52:31 main:574] : INFO : Epoch 1677 | loss: 0.0310933 | val_loss: 0.0311339 | Time: 13378.2 ms [2021-05-19 19:52:44 main:574] : INFO : Epoch 1678 | loss: 0.0310919 | val_loss: 0.0311389 | Time: 12927 ms [2021-05-19 19:52:57 main:574] : INFO : Epoch 1679 | loss: 0.0310916 | val_loss: 0.0311414 | Time: 12930.3 ms [2021-05-19 19:53:10 main:574] : INFO : Epoch 1680 | loss: 0.0310896 | val_loss: 0.0311379 | Time: 12620.5 ms [2021-05-19 19:53:23 main:574] : INFO : Epoch 1681 | loss: 0.0310934 | val_loss: 0.0311344 | Time: 12888 ms [2021-05-19 19:53:36 main:574] : INFO : Epoch 1682 | loss: 0.0310935 | val_loss: 0.0311351 | Time: 13321.6 ms [2021-05-19 19:53:50 main:574] : INFO : Epoch 1683 | loss: 0.0310965 | val_loss: 0.0311388 | Time: 13783.5 ms [2021-05-19 19:54:04 main:574] : INFO : Epoch 1684 | loss: 0.0310972 | val_loss: 0.0311354 | Time: 13644.4 ms [2021-05-19 19:54:17 main:574] : INFO : Epoch 1685 | loss: 0.0310969 | val_loss: 0.0311405 | Time: 13161.5 ms [2021-05-19 19:54:30 main:574] : INFO : Epoch 1686 | loss: 0.031102 | val_loss: 0.0311322 | Time: 12691.6 ms [2021-05-19 19:54:42 main:574] : INFO : Epoch 1687 | loss: 0.0311053 | val_loss: 0.0311361 | Time: 12688.4 ms [2021-05-19 19:54:56 main:574] : INFO : Epoch 1688 | loss: 0.0310993 | val_loss: 0.0311351 | Time: 14066.5 ms [2021-05-19 19:55:12 main:574] : INFO : Epoch 1689 | loss: 0.0311013 | val_loss: 0.0311347 | Time: 15299.3 ms [2021-05-19 19:55:27 main:574] : INFO : Epoch 1690 | loss: 0.031101 | val_loss: 0.0311364 | Time: 14989.1 ms [2021-05-19 19:55:42 main:574] : INFO : Epoch 1691 | loss: 0.0310991 | val_loss: 0.0311382 | Time: 15358 ms [2021-05-19 19:55:57 main:574] : INFO : Epoch 1692 | loss: 0.0311031 | val_loss: 0.0311347 | Time: 15108.8 ms [2021-05-19 19:56:12 main:574] : INFO : Epoch 1693 | loss: 0.0311014 | val_loss: 0.0311418 | Time: 15237.7 ms [2021-05-19 19:56:27 main:574] : INFO : Epoch 1694 | loss: 0.0311013 | val_loss: 0.0311364 | Time: 14535.2 ms [2021-05-19 19:56:39 main:574] : INFO : Epoch 1695 | loss: 0.0310989 | val_loss: 0.0311322 | Time: 12247.4 ms [2021-05-19 19:56:52 main:574] : INFO : Epoch 1696 | loss: 0.0310988 | val_loss: 0.0311361 | Time: 12568.7 ms [2021-05-19 19:57:06 main:574] : INFO : Epoch 1697 | loss: 0.0311007 | val_loss: 0.0311389 | Time: 13745.7 ms [2021-05-19 19:57:21 main:574] : INFO : Epoch 1698 | loss: 0.0311013 | val_loss: 0.0311422 | Time: 14836.7 ms [2021-05-19 19:57:36 main:574] : INFO : Epoch 1699 | loss: 0.031101 | val_loss: 0.0311372 | Time: 15136.4 ms [2021-05-19 19:57:52 main:574] : INFO : Epoch 1700 | loss: 0.0311004 | val_loss: 0.0311367 | Time: 15992 ms [2021-05-19 19:58:08 main:574] : INFO : Epoch 1701 | loss: 0.0310976 | val_loss: 0.0311334 | Time: 16675.7 ms [2021-05-19 19:58:25 main:574] : INFO : Epoch 1702 | loss: 0.0310974 | val_loss: 0.0311321 | Time: 16346.7 ms [2021-05-19 19:58:40 main:574] : INFO : Epoch 1703 | loss: 0.0310954 | val_loss: 0.0311431 | Time: 15623.9 ms [2021-05-19 19:58:57 main:574] : INFO : Epoch 1704 | loss: 0.0310984 | val_loss: 0.0311374 | Time: 16855.4 ms [2021-05-19 19:59:12 main:574] : INFO : Epoch 1705 | loss: 0.0310998 | val_loss: 0.0311304 | Time: 15103.9 ms [2021-05-19 19:59:27 main:574] : INFO : Epoch 1706 | loss: 0.0311042 | val_loss: 0.0311327 | Time: 14605 ms [2021-05-19 19:59:41 main:574] : INFO : Epoch 1707 | loss: 0.0311045 | val_loss: 0.0311313 | Time: 13632.9 ms [2021-05-19 19:59:54 main:574] : INFO : Epoch 1708 | loss: 0.0311027 | val_loss: 0.0311362 | Time: 13460.7 ms [2021-05-19 20:00:08 main:574] : INFO : Epoch 1709 | loss: 0.0311002 | val_loss: 0.0311342 | Time: 13930.8 ms [2021-05-19 20:00:22 main:574] : INFO : Epoch 1710 | loss: 0.0311022 | val_loss: 0.0311379 | Time: 14283.1 ms [2021-05-19 20:00:37 main:574] : INFO : Epoch 1711 | loss: 0.0311008 | val_loss: 0.0311374 | Time: 14853.8 ms [2021-05-19 20:00:52 main:574] : INFO : Epoch 1712 | loss: 0.0311005 | val_loss: 0.031138 | Time: 14695.8 ms [2021-05-19 20:01:07 main:574] : INFO : Epoch 1713 | loss: 0.0310997 | val_loss: 0.0311453 | Time: 15022 ms [2021-05-19 20:01:22 main:574] : INFO : Epoch 1714 | loss: 0.0310994 | val_loss: 0.0311338 | Time: 14708.5 ms [2021-05-19 20:01:36 main:574] : INFO : Epoch 1715 | loss: 0.0311013 | val_loss: 0.0311335 | Time: 14081.6 ms [2021-05-19 20:01:50 main:574] : INFO : Epoch 1716 | loss: 0.0310968 | val_loss: 0.0311318 | Time: 13843.5 ms [2021-05-19 20:02:04 main:574] : INFO : Epoch 1717 | loss: 0.0310936 | val_loss: 0.031131 | Time: 14396.5 ms [2021-05-19 20:02:19 main:574] : INFO : Epoch 1718 | loss: 0.0310929 | val_loss: 0.031135 | Time: 14412.5 ms [2021-05-19 20:02:33 main:574] : INFO : Epoch 1719 | loss: 0.0310925 | val_loss: 0.0311448 | Time: 14748.6 ms [2021-05-19 20:02:48 main:574] : INFO : Epoch 1720 | loss: 0.0310952 | val_loss: 0.0311391 | Time: 14215 ms [2021-05-19 20:03:02 main:574] : INFO : Epoch 1721 | loss: 0.0310954 | val_loss: 0.0311384 | Time: 14808.9 ms [2021-05-19 20:03:17 main:574] : INFO : Epoch 1722 | loss: 0.0310961 | val_loss: 0.0311373 | Time: 14761.1 ms [2021-05-19 20:03:31 main:574] : INFO : Epoch 1723 | loss: 0.0310981 | val_loss: 0.0311326 | Time: 14280.5 ms [2021-05-19 20:03:45 main:574] : INFO : Epoch 1724 | loss: 0.0310957 | val_loss: 0.0311349 | Time: 13402.2 ms [2021-05-19 20:03:59 main:574] : INFO : Epoch 1725 | loss: 0.0310952 | val_loss: 0.0311345 | Time: 13731.9 ms [2021-05-19 20:04:13 main:574] : INFO : Epoch 1726 | loss: 0.0310938 | val_loss: 0.0311337 | Time: 13968.2 ms [2021-05-19 20:04:28 main:574] : INFO : Epoch 1727 | loss: 0.0310908 | val_loss: 0.0311307 | Time: 15675.6 ms [2021-05-19 20:04:44 main:574] : INFO : Epoch 1728 | loss: 0.0310878 | val_loss: 0.0311353 | Time: 16038 ms [2021-05-19 20:05:00 main:574] : INFO : Epoch 1729 | loss: 0.0310858 | val_loss: 0.0311327 | Time: 15383.9 ms [2021-05-19 20:05:15 main:574] : INFO : Epoch 1730 | loss: 0.0310864 | val_loss: 0.0311374 | Time: 15461.7 ms [2021-05-19 20:05:31 main:574] : INFO : Epoch 1731 | loss: 0.0310873 | val_loss: 0.0311382 | Time: 15455.9 ms [2021-05-19 20:05:47 main:574] : INFO : Epoch 1732 | loss: 0.031089 | val_loss: 0.0311309 | Time: 16624 ms [2021-05-19 20:06:03 main:574] : INFO : Epoch 1733 | loss: 0.0310872 | val_loss: 0.0311353 | Time: 15552 ms [2021-05-19 20:06:18 main:574] : INFO : Epoch 1734 | loss: 0.0310857 | val_loss: 0.0311343 | Time: 14728.8 ms [2021-05-19 20:06:31 main:574] : INFO : Epoch 1735 | loss: 0.0310868 | val_loss: 0.031137 | Time: 13535.9 ms [2021-05-19 20:06:45 main:574] : INFO : Epoch 1736 | loss: 0.0310834 | val_loss: 0.0311371 | Time: 13806.2 ms [2021-05-19 20:06:58 main:574] : INFO : Epoch 1737 | loss: 0.0310838 | val_loss: 0.0311316 | Time: 12902.9 ms [2021-05-19 20:07:12 main:574] : INFO : Epoch 1738 | loss: 0.0310831 | val_loss: 0.0311331 | Time: 14135.9 ms [2021-05-19 20:07:25 main:574] : INFO : Epoch 1739 | loss: 0.0310839 | val_loss: 0.0311362 | Time: 13275.4 ms [2021-05-19 20:07:40 main:574] : INFO : Epoch 1740 | loss: 0.0310812 | val_loss: 0.0311381 | Time: 13964.6 ms [2021-05-19 20:07:52 main:574] : INFO : Epoch 1741 | loss: 0.0310814 | val_loss: 0.0311374 | Time: 12692.7 ms [2021-05-19 20:08:04 main:574] : INFO : Epoch 1742 | loss: 0.0310816 | val_loss: 0.0311426 | Time: 12113 ms [2021-05-19 20:08:17 main:574] : INFO : Epoch 1743 | loss: 0.0310798 | val_loss: 0.0311418 | Time: 12575.7 ms [2021-05-19 20:08:30 main:574] : INFO : Epoch 1744 | loss: 0.0310804 | val_loss: 0.0311433 | Time: 13111.8 ms [2021-05-19 20:08:44 main:574] : INFO : Epoch 1745 | loss: 0.0311039 | val_loss: 0.031142 | Time: 13906 ms [2021-05-19 20:08:59 main:574] : INFO : Epoch 1746 | loss: 0.0311041 | val_loss: 0.0311443 | Time: 14538.3 ms [2021-05-19 20:09:14 main:574] : INFO : Epoch 1747 | loss: 0.0311046 | val_loss: 0.0311379 | Time: 15316.5 ms [2021-05-19 20:09:29 main:574] : INFO : Epoch 1748 | loss: 0.0311049 | val_loss: 0.031139 | Time: 14518 ms [2021-05-19 20:09:43 main:574] : INFO : Epoch 1749 | loss: 0.0310998 | val_loss: 0.0311348 | Time: 14714.6 ms [2021-05-19 20:09:57 main:574] : INFO : Epoch 1750 | loss: 0.0310978 | val_loss: 0.031139 | Time: 13506.9 ms [2021-05-19 20:10:10 main:574] : INFO : Epoch 1751 | loss: 0.0310988 | val_loss: 0.0311424 | Time: 13452.1 ms [2021-05-19 20:10:25 main:574] : INFO : Epoch 1752 | loss: 0.0311015 | val_loss: 0.0311319 | Time: 14672.6 ms [2021-05-19 20:10:40 main:574] : INFO : Epoch 1753 | loss: 0.0311039 | val_loss: 0.0311358 | Time: 15235 ms [2021-05-19 20:10:55 main:574] : INFO : Epoch 1754 | loss: 0.031101 | val_loss: 0.0311396 | Time: 14710.3 ms [2021-05-19 20:11:11 main:574] : INFO : Epoch 1755 | loss: 0.0311005 | val_loss: 0.0311315 | Time: 15584.8 ms [2021-05-19 20:11:26 main:574] : INFO : Epoch 1756 | loss: 0.0310982 | val_loss: 0.0311367 | Time: 15527.2 ms [2021-05-19 20:11:41 main:574] : INFO : Epoch 1757 | loss: 0.0311017 | val_loss: 0.0311315 | Time: 15296.6 ms [2021-05-19 20:11:57 main:574] : INFO : Epoch 1758 | loss: 0.031101 | val_loss: 0.0311345 | Time: 15393.3 ms [2021-05-19 20:12:13 main:574] : INFO : Epoch 1759 | loss: 0.0311008 | val_loss: 0.0311336 | Time: 15725.6 ms [2021-05-19 20:12:28 main:574] : INFO : Epoch 1760 | loss: 0.0310986 | val_loss: 0.0311306 | Time: 15405.9 ms [2021-05-19 20:12:43 main:574] : INFO : Epoch 1761 | loss: 0.0310961 | val_loss: 0.0311333 | Time: 14859.7 ms [2021-05-19 20:12:58 main:574] : INFO : Epoch 1762 | loss: 0.0310937 | val_loss: 0.0311345 | Time: 14826.5 ms [2021-05-19 20:13:12 main:574] : INFO : Epoch 1763 | loss: 0.0310965 | val_loss: 0.0311304 | Time: 13777.2 ms [2021-05-19 20:13:26 main:574] : INFO : Epoch 1764 | loss: 0.0310981 | val_loss: 0.0311339 | Time: 14055.9 ms [2021-05-19 20:13:40 main:574] : INFO : Epoch 1765 | loss: 0.0310969 | val_loss: 0.0311348 | Time: 13720.9 ms [2021-05-19 20:13:54 main:574] : INFO : Epoch 1766 | loss: 0.0310964 | val_loss: 0.0311324 | Time: 14759.9 ms [2021-05-19 20:14:09 main:574] : INFO : Epoch 1767 | loss: 0.0310954 | val_loss: 0.0311331 | Time: 14581.8 ms [2021-05-19 20:14:24 main:574] : INFO : Epoch 1768 | loss: 0.0310987 | val_loss: 0.0311415 | Time: 14468.1 ms [2021-05-19 20:14:37 main:574] : INFO : Epoch 1769 | loss: 0.0310979 | val_loss: 0.0311338 | Time: 13868 ms [2021-05-19 20:14:51 main:574] : INFO : Epoch 1770 | loss: 0.031096 | val_loss: 0.0311307 | Time: 14014 ms [2021-05-19 20:15:05 main:574] : INFO : Epoch 1771 | loss: 0.0310949 | val_loss: 0.0311353 | Time: 13628.9 ms [2021-05-19 20:15:19 main:574] : INFO : Epoch 1772 | loss: 0.031092 | val_loss: 0.0311353 | Time: 14033.6 ms [2021-05-19 20:15:34 main:574] : INFO : Epoch 1773 | loss: 0.0310924 | val_loss: 0.0311343 | Time: 14353.3 ms [2021-05-19 20:15:48 main:574] : INFO : Epoch 1774 | loss: 0.031091 | val_loss: 0.0311364 | Time: 14105.9 ms [2021-05-19 20:16:01 main:574] : INFO : Epoch 1775 | loss: 0.0310881 | val_loss: 0.0311372 | Time: 13846 ms [2021-05-19 20:16:16 main:574] : INFO : Epoch 1776 | loss: 0.0310899 | val_loss: 0.0311356 | Time: 14921.8 ms [2021-05-19 20:16:31 main:574] : INFO : Epoch 1777 | loss: 0.0310909 | val_loss: 0.0311367 | Time: 14592.7 ms [2021-05-19 20:16:46 main:574] : INFO : Epoch 1778 | loss: 0.031093 | val_loss: 0.0311357 | Time: 14950.3 ms [2021-05-19 20:17:02 main:574] : INFO : Epoch 1779 | loss: 0.0310924 | val_loss: 0.0311323 | Time: 15861.6 ms [2021-05-19 20:17:16 main:574] : INFO : Epoch 1780 | loss: 0.0310934 | val_loss: 0.0311361 | Time: 14217.3 ms [2021-05-19 20:17:30 main:574] : INFO : Epoch 1781 | loss: 0.0310928 | val_loss: 0.0311395 | Time: 13568.2 ms [2021-05-19 20:17:42 main:574] : INFO : Epoch 1782 | loss: 0.0310981 | val_loss: 0.0311416 | Time: 12561.6 ms [2021-05-19 20:17:56 main:574] : INFO : Epoch 1783 | loss: 0.0310999 | val_loss: 0.0311338 | Time: 13965.6 ms [2021-05-19 20:18:10 main:574] : INFO : Epoch 1784 | loss: 0.0310969 | val_loss: 0.0311381 | Time: 13404 ms [2021-05-19 20:18:24 main:574] : INFO : Epoch 1785 | loss: 0.0310952 | val_loss: 0.031137 | Time: 13799.8 ms [2021-05-19 20:18:36 main:574] : INFO : Epoch 1786 | loss: 0.0310925 | val_loss: 0.0311366 | Time: 12107.7 ms [2021-05-19 20:18:48 main:574] : INFO : Epoch 1787 | loss: 0.0310912 | val_loss: 0.0311339 | Time: 12773.7 ms [2021-05-19 20:19:02 main:574] : INFO : Epoch 1788 | loss: 0.0310935 | val_loss: 0.0311304 | Time: 13603 ms [2021-05-19 20:19:16 main:574] : INFO : Epoch 1789 | loss: 0.0310922 | val_loss: 0.0311374 | Time: 13771.3 ms [2021-05-19 20:19:31 main:574] : INFO : Epoch 1790 | loss: 0.0310916 | val_loss: 0.031136 | Time: 14643.2 ms [2021-05-19 20:19:46 main:574] : INFO : Epoch 1791 | loss: 0.0310956 | val_loss: 0.0311333 | Time: 15912.6 ms [2021-05-19 20:20:04 main:574] : INFO : Epoch 1792 | loss: 0.0310933 | val_loss: 0.0311379 | Time: 17073 ms [2021-05-19 20:20:20 main:574] : INFO : Epoch 1793 | loss: 0.0310913 | val_loss: 0.0311367 | Time: 16265 ms [2021-05-19 20:20:36 main:574] : INFO : Epoch 1794 | loss: 0.0310886 | val_loss: 0.0311368 | Time: 15953.7 ms [2021-05-19 20:20:52 main:574] : INFO : Epoch 1795 | loss: 0.0310903 | val_loss: 0.0311377 | Time: 15677.9 ms [2021-05-19 20:21:08 main:574] : INFO : Epoch 1796 | loss: 0.0310899 | val_loss: 0.03114 | Time: 16513.3 ms [2021-05-19 20:21:24 main:574] : INFO : Epoch 1797 | loss: 0.0310897 | val_loss: 0.0311336 | Time: 15415.5 ms [2021-05-19 20:21:39 main:574] : INFO : Epoch 1798 | loss: 0.0310884 | val_loss: 0.031139 | Time: 15488.4 ms [2021-05-19 20:21:56 main:574] : INFO : Epoch 1799 | loss: 0.0310912 | val_loss: 0.0311383 | Time: 16481.6 ms [2021-05-19 20:22:11 main:574] : INFO : Epoch 1800 | loss: 0.0310926 | val_loss: 0.0311349 | Time: 14954.5 ms [2021-05-19 20:22:25 main:574] : INFO : Epoch 1801 | loss: 0.0310966 | val_loss: 0.0311341 | Time: 13819 ms [2021-05-19 20:22:39 main:574] : INFO : Epoch 1802 | loss: 0.0310946 | val_loss: 0.0311369 | Time: 14293.9 ms [2021-05-19 20:22:54 main:574] : INFO : Epoch 1803 | loss: 0.0310916 | val_loss: 0.0311372 | Time: 14695.8 ms [2021-05-19 20:23:08 main:574] : INFO : Epoch 1804 | loss: 0.0310921 | val_loss: 0.0311346 | Time: 14228 ms [2021-05-19 20:23:22 main:574] : INFO : Epoch 1805 | loss: 0.0310916 | val_loss: 0.0311335 | Time: 13549.6 ms [2021-05-19 20:23:35 main:574] : INFO : Epoch 1806 | loss: 0.0310902 | val_loss: 0.0311323 | Time: 13946.5 ms [2021-05-19 20:23:49 main:574] : INFO : Epoch 1807 | loss: 0.0310902 | val_loss: 0.0311383 | Time: 13401.4 ms [2021-05-19 20:24:03 main:574] : INFO : Epoch 1808 | loss: 0.0310911 | val_loss: 0.0311328 | Time: 14318.9 ms [2021-05-19 20:24:17 main:574] : INFO : Epoch 1809 | loss: 0.0310887 | val_loss: 0.0311319 | Time: 13397.8 ms [2021-05-19 20:24:31 main:574] : INFO : Epoch 1810 | loss: 0.0310916 | val_loss: 0.0311317 | Time: 14467.7 ms [2021-05-19 20:24:45 main:574] : INFO : Epoch 1811 | loss: 0.0310918 | val_loss: 0.0311435 | Time: 14013.5 ms [2021-05-19 20:24:59 main:574] : INFO : Epoch 1812 | loss: 0.0310911 | val_loss: 0.0311345 | Time: 13760.3 ms [2021-05-19 20:25:13 main:574] : INFO : Epoch 1813 | loss: 0.0310867 | val_loss: 0.0311322 | Time: 14432.1 ms [2021-05-19 20:25:28 main:574] : INFO : Epoch 1814 | loss: 0.0310878 | val_loss: 0.0311304 | Time: 14664.5 ms [2021-05-19 20:25:43 main:574] : INFO : Epoch 1815 | loss: 0.0310899 | val_loss: 0.0311393 | Time: 14413.8 ms [2021-05-19 20:25:56 main:574] : INFO : Epoch 1816 | loss: 0.0310956 | val_loss: 0.031135 | Time: 13946.4 ms [2021-05-19 20:26:11 main:574] : INFO : Epoch 1817 | loss: 0.0310925 | val_loss: 0.0311316 | Time: 14535.8 ms [2021-05-19 20:26:26 main:574] : INFO : Epoch 1818 | loss: 0.0310929 | val_loss: 0.0311374 | Time: 14781.8 ms [2021-05-19 20:26:40 main:574] : INFO : Epoch 1819 | loss: 0.0310947 | val_loss: 0.031133 | Time: 14281 ms [2021-05-19 20:26:54 main:574] : INFO : Epoch 1820 | loss: 0.031093 | val_loss: 0.0311348 | Time: 13954 ms [2021-05-19 20:27:07 main:574] : INFO : Epoch 1821 | loss: 0.0310941 | val_loss: 0.031131 | Time: 13055 ms [2021-05-19 20:27:20 main:574] : INFO : Epoch 1822 | loss: 0.0310954 | val_loss: 0.0311353 | Time: 13190.4 ms [2021-05-19 20:27:33 main:574] : INFO : Epoch 1823 | loss: 0.0310925 | val_loss: 0.0311335 | Time: 12953.7 ms [2021-05-19 20:27:46 main:574] : INFO : Epoch 1824 | loss: 0.0310935 | val_loss: 0.0311336 | Time: 12740.4 ms [2021-05-19 20:27:59 main:574] : INFO : Epoch 1825 | loss: 0.0310922 | val_loss: 0.0311337 | Time: 12821.2 ms [2021-05-19 20:28:14 main:574] : INFO : Epoch 1826 | loss: 0.0310933 | val_loss: 0.031137 | Time: 15073.3 ms [2021-05-19 20:28:26 main:574] : INFO : Epoch 1827 | loss: 0.0310918 | val_loss: 0.0311383 | Time: 12192.8 ms [2021-05-19 20:28:40 main:574] : INFO : Epoch 1828 | loss: 0.0310901 | val_loss: 0.0311379 | Time: 14111.1 ms [2021-05-19 20:28:55 main:574] : INFO : Epoch 1829 | loss: 0.0310901 | val_loss: 0.0311332 | Time: 14780.2 ms [2021-05-19 20:29:11 main:574] : INFO : Epoch 1830 | loss: 0.03109 | val_loss: 0.0311371 | Time: 15520.2 ms [2021-05-19 20:29:26 main:574] : INFO : Epoch 1831 | loss: 0.0310884 | val_loss: 0.0311397 | Time: 15066 ms [2021-05-19 20:29:42 main:574] : INFO : Epoch 1832 | loss: 0.0310887 | val_loss: 0.0311377 | Time: 15836.1 ms [2021-05-19 20:29:58 main:574] : INFO : Epoch 1833 | loss: 0.0310878 | val_loss: 0.0311388 | Time: 16373.4 ms [2021-05-19 20:30:15 main:574] : INFO : Epoch 1834 | loss: 0.0310887 | val_loss: 0.0311365 | Time: 16544.4 ms [2021-05-19 20:30:31 main:574] : INFO : Epoch 1835 | loss: 0.0310901 | val_loss: 0.0311347 | Time: 16795.6 ms [2021-05-19 20:30:48 main:574] : INFO : Epoch 1836 | loss: 0.0310937 | val_loss: 0.0311296 | Time: 16254.8 ms [2021-05-19 20:31:04 main:574] : INFO : Epoch 1837 | loss: 0.0310909 | val_loss: 0.031135 | Time: 16120.8 ms [2021-05-19 20:31:19 main:574] : INFO : Epoch 1838 | loss: 0.0310928 | val_loss: 0.0311338 | Time: 15404.3 ms [2021-05-19 20:31:35 main:574] : INFO : Epoch 1839 | loss: 0.0310944 | val_loss: 0.031136 | Time: 15708.8 ms [2021-05-19 20:31:51 main:574] : INFO : Epoch 1840 | loss: 0.031093 | val_loss: 0.0311326 | Time: 16069.7 ms [2021-05-19 20:32:06 main:574] : INFO : Epoch 1841 | loss: 0.0310893 | val_loss: 0.0311342 | Time: 15043 ms [2021-05-19 20:32:20 main:574] : INFO : Epoch 1842 | loss: 0.0310888 | val_loss: 0.0311309 | Time: 13783.7 ms [2021-05-19 20:32:34 main:574] : INFO : Epoch 1843 | loss: 0.0310918 | val_loss: 0.0311321 | Time: 14056.3 ms [2021-05-19 20:32:48 main:574] : INFO : Epoch 1844 | loss: 0.0310885 | val_loss: 0.031127 | Time: 14344.1 ms [2021-05-19 20:33:02 main:574] : INFO : Epoch 1845 | loss: 0.0310892 | val_loss: 0.0311316 | Time: 13509.2 ms [2021-05-19 20:33:16 main:574] : INFO : Epoch 1846 | loss: 0.0310895 | val_loss: 0.0311291 | Time: 14118.1 ms [2021-05-19 20:33:30 main:574] : INFO : Epoch 1847 | loss: 0.0310856 | val_loss: 0.0311291 | Time: 13859.5 ms [2021-05-19 20:33:44 main:574] : INFO : Epoch 1848 | loss: 0.0310851 | val_loss: 0.0311285 | Time: 14063.5 ms [2021-05-19 20:33:59 main:574] : INFO : Epoch 1849 | loss: 0.0310841 | val_loss: 0.0311299 | Time: 14661.8 ms [2021-05-19 20:34:13 main:574] : INFO : Epoch 1850 | loss: 0.0310837 | val_loss: 0.0311295 | Time: 13932.3 ms [2021-05-19 20:34:27 main:574] : INFO : Epoch 1851 | loss: 0.0310822 | val_loss: 0.031126 | Time: 14049.9 ms [2021-05-19 20:34:41 main:574] : INFO : Epoch 1852 | loss: 0.0310809 | val_loss: 0.0311286 | Time: 14023.5 ms [2021-05-19 20:34:54 main:574] : INFO : Epoch 1853 | loss: 0.0310798 | val_loss: 0.0311283 | Time: 13392.1 ms [2021-05-19 20:35:09 main:574] : INFO : Epoch 1854 | loss: 0.0310796 | val_loss: 0.031132 | Time: 14340.7 ms [2021-05-19 20:35:23 main:574] : INFO : Epoch 1855 | loss: 0.0310824 | val_loss: 0.0311426 | Time: 14325.7 ms [2021-05-19 20:35:38 main:574] : INFO : Epoch 1856 | loss: 0.0310806 | val_loss: 0.0311327 | Time: 14893.3 ms [2021-05-19 20:35:52 main:574] : INFO : Epoch 1857 | loss: 0.0310796 | val_loss: 0.0311307 | Time: 14153.6 ms [2021-05-19 20:36:07 main:574] : INFO : Epoch 1858 | loss: 0.0310814 | val_loss: 0.0311256 | Time: 14489.3 ms [2021-05-19 20:36:21 main:574] : INFO : Epoch 1859 | loss: 0.0310825 | val_loss: 0.0311308 | Time: 14484.7 ms [2021-05-19 20:36:34 main:574] : INFO : Epoch 1860 | loss: 0.0310803 | val_loss: 0.0311337 | Time: 12348.7 ms [2021-05-19 20:36:46 main:574] : INFO : Epoch 1861 | loss: 0.03108 | val_loss: 0.0311312 | Time: 12653.5 ms [2021-05-19 20:36:59 main:574] : INFO : Epoch 1862 | loss: 0.0310791 | val_loss: 0.0311288 | Time: 12522.8 ms [2021-05-19 20:37:11 main:574] : INFO : Epoch 1863 | loss: 0.0310799 | val_loss: 0.0311351 | Time: 11735.3 ms [2021-05-19 20:37:23 main:574] : INFO : Epoch 1864 | loss: 0.0310859 | val_loss: 0.0311369 | Time: 12090.4 ms [2021-05-19 20:37:35 main:574] : INFO : Epoch 1865 | loss: 0.0310872 | val_loss: 0.0311322 | Time: 11817.9 ms [2021-05-19 20:37:46 main:574] : INFO : Epoch 1866 | loss: 0.031086 | val_loss: 0.0311339 | Time: 11521.2 ms [2021-05-19 20:37:58 main:574] : INFO : Epoch 1867 | loss: 0.0310845 | val_loss: 0.0311357 | Time: 11675.4 ms [2021-05-19 20:38:10 main:574] : INFO : Epoch 1868 | loss: 0.0310851 | val_loss: 0.0311364 | Time: 11751.4 ms [2021-05-19 20:38:21 main:574] : INFO : Epoch 1869 | loss: 0.0310866 | val_loss: 0.0311307 | Time: 11667.1 ms [2021-05-19 20:38:32 main:574] : INFO : Epoch 1870 | loss: 0.0310855 | val_loss: 0.0311305 | Time: 11091.8 ms [2021-05-19 20:38:44 main:574] : INFO : Epoch 1871 | loss: 0.0310848 | val_loss: 0.0311338 | Time: 11407.2 ms [2021-05-19 20:38:55 main:574] : INFO : Epoch 1872 | loss: 0.0310868 | val_loss: 0.0311323 | Time: 11001.7 ms [2021-05-19 20:39:06 main:574] : INFO : Epoch 1873 | loss: 0.03109 | val_loss: 0.0311347 | Time: 11316.8 ms [2021-05-19 20:39:17 main:574] : INFO : Epoch 1874 | loss: 0.0310884 | val_loss: 0.0311374 | Time: 11210.6 ms [2021-05-19 20:39:29 main:574] : INFO : Epoch 1875 | loss: 0.0318383 | val_loss: 0.0436086 | Time: 11555.2 ms [2021-05-19 20:39:42 main:574] : INFO : Epoch 1876 | loss: 0.0359611 | val_loss: 0.0332795 | Time: 12654.3 ms [2021-05-19 20:39:55 main:574] : INFO : Epoch 1877 | loss: 0.0333642 | val_loss: 0.0322696 | Time: 12933.2 ms [2021-05-19 20:40:08 main:574] : INFO : Epoch 1878 | loss: 0.031542 | val_loss: 0.0312962 | Time: 12889.7 ms [2021-05-19 20:40:20 main:574] : INFO : Epoch 1879 | loss: 0.0312616 | val_loss: 0.031229 | Time: 12446.8 ms [2021-05-19 20:40:34 main:574] : INFO : Epoch 1880 | loss: 0.0312096 | val_loss: 0.031201 | Time: 13319.6 ms [2021-05-19 20:40:47 main:574] : INFO : Epoch 1881 | loss: 0.031192 | val_loss: 0.031183 | Time: 13966.5 ms [2021-05-19 20:41:02 main:574] : INFO : Epoch 1882 | loss: 0.0311803 | val_loss: 0.0311733 | Time: 15012.3 ms [2021-05-19 20:41:18 main:574] : INFO : Epoch 1883 | loss: 0.0311693 | val_loss: 0.0311605 | Time: 15078.2 ms [2021-05-19 20:41:34 main:574] : INFO : Epoch 1884 | loss: 0.0311585 | val_loss: 0.0311541 | Time: 16753.1 ms [2021-05-19 20:41:51 main:574] : INFO : Epoch 1885 | loss: 0.0311533 | val_loss: 0.0311514 | Time: 16922.3 ms [2021-05-19 20:42:08 main:574] : INFO : Epoch 1886 | loss: 0.0311494 | val_loss: 0.0311482 | Time: 16778.9 ms [2021-05-19 20:42:25 main:574] : INFO : Epoch 1887 | loss: 0.0311458 | val_loss: 0.0311455 | Time: 16375.6 ms [2021-05-19 20:42:41 main:574] : INFO : Epoch 1888 | loss: 0.0311439 | val_loss: 0.0311447 | Time: 16566.3 ms [2021-05-19 20:42:57 main:574] : INFO : Epoch 1889 | loss: 0.0311422 | val_loss: 0.0311424 | Time: 15434.6 ms [2021-05-19 20:43:12 main:574] : INFO : Epoch 1890 | loss: 0.0311396 | val_loss: 0.0311394 | Time: 15090.3 ms [2021-05-19 20:43:27 main:574] : INFO : Epoch 1891 | loss: 0.0311372 | val_loss: 0.0311359 | Time: 14789.2 ms [2021-05-19 20:43:41 main:574] : INFO : Epoch 1892 | loss: 0.0311345 | val_loss: 0.0311372 | Time: 14558.9 ms [2021-05-19 20:43:55 main:574] : INFO : Epoch 1893 | loss: 0.0311359 | val_loss: 0.0311385 | Time: 13440.6 ms [2021-05-19 20:44:09 main:574] : INFO : Epoch 1894 | loss: 0.031134 | val_loss: 0.0311345 | Time: 14336.5 ms [2021-05-19 20:44:23 main:574] : INFO : Epoch 1895 | loss: 0.0311281 | val_loss: 0.0311357 | Time: 14355.4 ms [2021-05-19 20:44:38 main:574] : INFO : Epoch 1896 | loss: 0.0311217 | val_loss: 0.0311344 | Time: 14084.6 ms [2021-05-19 20:44:52 main:574] : INFO : Epoch 1897 | loss: 0.0311168 | val_loss: 0.0311311 | Time: 14056.4 ms [2021-05-19 20:45:06 main:574] : INFO : Epoch 1898 | loss: 0.031115 | val_loss: 0.0311305 | Time: 14293.8 ms [2021-05-19 20:45:19 main:574] : INFO : Epoch 1899 | loss: 0.0311138 | val_loss: 0.0311306 | Time: 13356.7 ms [2021-05-19 20:45:33 main:574] : INFO : Epoch 1900 | loss: 0.0311143 | val_loss: 0.0311308 | Time: 13837.1 ms [2021-05-19 20:45:47 main:574] : INFO : Epoch 1901 | loss: 0.0311251 | val_loss: 0.0311417 | Time: 13323.2 ms [2021-05-19 20:46:01 main:574] : INFO : Epoch 1902 | loss: 0.031123 | val_loss: 0.0311304 | Time: 14556.6 ms [2021-05-19 20:46:16 main:574] : INFO : Epoch 1903 | loss: 0.0311166 | val_loss: 0.0311303 | Time: 14704.8 ms [2021-05-19 20:46:31 main:574] : INFO : Epoch 1904 | loss: 0.0311132 | val_loss: 0.031137 | Time: 14986.7 ms [2021-05-19 20:46:45 main:574] : INFO : Epoch 1905 | loss: 0.0311126 | val_loss: 0.0311323 | Time: 14228.1 ms [2021-05-19 20:47:00 main:574] : INFO : Epoch 1906 | loss: 0.0311092 | val_loss: 0.031133 | Time: 14276.7 ms [2021-05-19 20:47:13 main:574] : INFO : Epoch 1907 | loss: 0.0311094 | val_loss: 0.0311312 | Time: 13753.7 ms [2021-05-19 20:47:27 main:574] : INFO : Epoch 1908 | loss: 0.0311105 | val_loss: 0.0311275 | Time: 13591.1 ms [2021-05-19 20:47:41 main:574] : INFO : Epoch 1909 | loss: 0.0311069 | val_loss: 0.0311286 | Time: 13562.7 ms [2021-05-19 20:47:55 main:574] : INFO : Epoch 1910 | loss: 0.0311072 | val_loss: 0.0311293 | Time: 14399.3 ms [2021-05-19 20:48:09 main:574] : INFO : Epoch 1911 | loss: 0.0311055 | val_loss: 0.0311285 | Time: 13815.8 ms [2021-05-19 20:48:24 main:574] : INFO : Epoch 1912 | loss: 0.0311029 | val_loss: 0.0311281 | Time: 14716.4 ms [2021-05-19 20:48:37 main:574] : INFO : Epoch 1913 | loss: 0.0311031 | val_loss: 0.0311277 | Time: 13656.7 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-19 20:55:01 main:435] : INFO : Set logging level to 1 [2021-05-19 20:55:01 main:441] : INFO : Running in BOINC Client mode [2021-05-19 20:55:01 main:444] : INFO : Resolving all filenames [2021-05-19 20:55:01 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-05-19 20:55:01 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3_0_r216302800_1 (exists = 1) [2021-05-19 20:55:01 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3_0_r216302800_0 (exists = 0) [2021-05-19 20:55:01 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3 (exists = 1) [2021-05-19 20:55:01 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-19 20:55:01 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-05-19 20:55:01 main:474] : INFO : Configuration: [2021-05-19 20:55:01 main:475] : INFO : Model type: GRU [2021-05-19 20:55:01 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-19 20:55:01 main:477] : INFO : Max Epochs: 2048 [2021-05-19 20:55:01 main:478] : INFO : Batch Size: 128 [2021-05-19 20:55:01 main:479] : INFO : Learning Rate: 0.01 [2021-05-19 20:55:01 main:480] : INFO : Patience: 10 [2021-05-19 20:55:01 main:481] : INFO : Hidden Width: 12 [2021-05-19 20:55:01 main:482] : INFO : # Recurrent Layers: 4 [2021-05-19 20:55:01 main:483] : INFO : # Backend Layers: 4 [2021-05-19 20:55:01 main:484] : INFO : # Threads: 1 [2021-05-19 20:55:01 main:486] : INFO : Preparing Dataset [2021-05-19 20:55:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 20:55:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 20:55:15 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-19 20:55:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 20:55:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 20:55:15 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-19 20:55:15 main:494] : INFO : Creating Model [2021-05-19 20:55:15 main:507] : INFO : Preparing config file [2021-05-19 20:55:15 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-19 20:55:15 main:512] : INFO : Loading config [2021-05-19 20:55:15 main:514] : INFO : Loading state [2021-05-19 20:55:24 main:559] : INFO : Loading DataLoader into Memory [2021-05-19 20:55:24 main:562] : INFO : Starting Training [2021-05-19 20:55:40 main:574] : INFO : Epoch 1911 | loss: 0.031303 | val_loss: 0.0311955 | Time: 16584.8 ms [2021-05-19 20:55:55 main:574] : INFO : Epoch 1912 | loss: 0.0311379 | val_loss: 0.0311476 | Time: 14496.5 ms [2021-05-19 20:56:08 main:574] : INFO : Epoch 1913 | loss: 0.0311101 | val_loss: 0.0311279 | Time: 13398.9 ms [2021-05-19 20:56:20 main:574] : INFO : Epoch 1914 | loss: 0.0311053 | val_loss: 0.0311238 | Time: 11447.4 ms [2021-05-19 20:56:31 main:574] : INFO : Epoch 1915 | loss: 0.0311059 | val_loss: 0.0311262 | Time: 11812.1 ms [2021-05-19 20:56:44 main:574] : INFO : Epoch 1916 | loss: 0.0311062 | val_loss: 0.0311312 | Time: 12391.8 ms [2021-05-19 20:56:56 main:574] : INFO : Epoch 1917 | loss: 0.0311037 | val_loss: 0.0311218 | Time: 12406.1 ms [2021-05-19 20:57:08 main:574] : INFO : Epoch 1918 | loss: 0.0311031 | val_loss: 0.0311254 | Time: 12139.6 ms [2021-05-19 20:57:21 main:574] : INFO : Epoch 1919 | loss: 0.0311063 | val_loss: 0.031127 | Time: 12370.1 ms [2021-05-19 20:57:34 main:574] : INFO : Epoch 1920 | loss: 0.0311081 | val_loss: 0.0311361 | Time: 13492.2 ms [2021-05-19 20:57:48 main:574] : INFO : Epoch 1921 | loss: 0.0311077 | val_loss: 0.0311286 | Time: 13577.2 ms [2021-05-19 20:58:02 main:574] : INFO : Epoch 1922 | loss: 0.031104 | val_loss: 0.0311304 | Time: 13917.4 ms [2021-05-19 20:58:15 main:574] : INFO : Epoch 1923 | loss: 0.0311043 | val_loss: 0.0311352 | Time: 13286.2 ms [2021-05-19 20:58:28 main:574] : INFO : Epoch 1924 | loss: 0.031107 | val_loss: 0.031127 | Time: 12615.8 ms [2021-05-19 20:58:40 main:574] : INFO : Epoch 1925 | loss: 0.0311073 | val_loss: 0.0311275 | Time: 12554.5 ms [2021-05-19 20:58:52 main:574] : INFO : Epoch 1926 | loss: 0.0311051 | val_loss: 0.0311254 | Time: 11231.8 ms [2021-05-19 20:59:02 main:574] : INFO : Epoch 1927 | loss: 0.0311033 | val_loss: 0.0311325 | Time: 10594.4 ms [2021-05-19 20:59:13 main:574] : INFO : Epoch 1928 | loss: 0.0311044 | val_loss: 0.0311306 | Time: 10775.7 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-19 21:04:21 main:435] : INFO : Set logging level to 1 [2021-05-19 21:04:21 main:441] : INFO : Running in BOINC Client mode [2021-05-19 21:04:21 main:444] : INFO : Resolving all filenames [2021-05-19 21:04:21 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-05-19 21:04:21 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3_0_r216302800_1 (exists = 1) [2021-05-19 21:04:21 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3_0_r216302800_0 (exists = 0) [2021-05-19 21:04:21 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3 (exists = 1) [2021-05-19 21:04:21 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-19 21:04:21 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-05-19 21:04:21 main:474] : INFO : Configuration: [2021-05-19 21:04:21 main:475] : INFO : Model type: GRU [2021-05-19 21:04:21 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-19 21:04:21 main:477] : INFO : Max Epochs: 2048 [2021-05-19 21:04:21 main:478] : INFO : Batch Size: 128 [2021-05-19 21:04:21 main:479] : INFO : Learning Rate: 0.01 [2021-05-19 21:04:21 main:480] : INFO : Patience: 10 [2021-05-19 21:04:21 main:481] : INFO : Hidden Width: 12 [2021-05-19 21:04:21 main:482] : INFO : # Recurrent Layers: 4 [2021-05-19 21:04:21 main:483] : INFO : # Backend Layers: 4 [2021-05-19 21:04:21 main:484] : INFO : # Threads: 1 [2021-05-19 21:04:21 main:486] : INFO : Preparing Dataset [2021-05-19 21:04:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 21:04:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 21:04:24 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-19 21:04:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 21:04:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-19 21:04:24 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-19 21:04:25 main:494] : INFO : Creating Model [2021-05-19 21:04:25 main:507] : INFO : Preparing config file [2021-05-19 21:04:25 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-19 21:04:25 main:512] : INFO : Loading config [2021-05-19 21:04:25 main:514] : INFO : Loading state [2021-05-19 21:04:26 main:559] : INFO : Loading DataLoader into Memory [2021-05-19 21:04:26 main:562] : INFO : Starting Training [2021-05-19 21:04:39 main:574] : INFO : Epoch 1924 | loss: 0.0312731 | val_loss: 0.0311622 | Time: 13285.3 ms [2021-05-19 21:04:52 main:574] : INFO : Epoch 1925 | loss: 0.0311208 | val_loss: 0.0311287 | Time: 12913 ms [2021-05-19 21:05:04 main:574] : INFO : Epoch 1926 | loss: 0.0311034 | val_loss: 0.0311263 | Time: 12283.5 ms [2021-05-19 21:05:16 main:574] : INFO : Epoch 1927 | loss: 0.0311013 | val_loss: 0.0311228 | Time: 11233.7 ms [2021-05-19 21:05:27 main:574] : INFO : Epoch 1928 | loss: 0.0310988 | val_loss: 0.0311281 | Time: 11021.2 ms [2021-05-19 21:05:38 main:574] : INFO : Epoch 1929 | loss: 0.0310971 | val_loss: 0.0311241 | Time: 11122.4 ms [2021-05-19 21:05:49 main:574] : INFO : Epoch 1930 | loss: 0.0310955 | val_loss: 0.0311235 | Time: 11249.5 ms [2021-05-19 21:06:00 main:574] : INFO : Epoch 1931 | loss: 0.0310969 | val_loss: 0.0311251 | Time: 11347.9 ms [2021-05-19 21:06:12 main:574] : INFO : Epoch 1932 | loss: 0.0310965 | val_loss: 0.03113 | Time: 11296.5 ms [2021-05-19 21:06:23 main:574] : INFO : Epoch 1933 | loss: 0.0311033 | val_loss: 0.0311294 | Time: 11027.4 ms [2021-05-19 21:06:34 main:574] : INFO : Epoch 1934 | loss: 0.0310994 | val_loss: 0.031138 | Time: 10877 ms [2021-05-19 21:06:45 main:574] : INFO : Epoch 1935 | loss: 0.0311057 | val_loss: 0.0311284 | Time: 11003.1 ms [2021-05-19 21:06:56 main:574] : INFO : Epoch 1936 | loss: 0.0311022 | val_loss: 0.0311274 | Time: 11078.1 ms [2021-05-19 21:07:08 main:574] : INFO : Epoch 1937 | loss: 0.0311026 | val_loss: 0.0311287 | Time: 12241.9 ms [2021-05-19 21:07:21 main:574] : INFO : Epoch 1938 | loss: 0.0311009 | val_loss: 0.0311252 | Time: 12641.8 ms [2021-05-19 21:07:33 main:574] : INFO : Epoch 1939 | loss: 0.0311027 | val_loss: 0.0311342 | Time: 12629.4 ms [2021-05-19 21:07:46 main:574] : INFO : Epoch 1940 | loss: 0.0310989 | val_loss: 0.0311319 | Time: 12707.6 ms [2021-05-19 21:07:59 main:574] : INFO : Epoch 1941 | loss: 0.0311023 | val_loss: 0.0311328 | Time: 13308.8 ms [2021-05-19 21:08:12 main:574] : INFO : Epoch 1942 | loss: 0.0310994 | val_loss: 0.0311348 | Time: 12258.1 ms [2021-05-19 21:08:24 main:574] : INFO : Epoch 1943 | loss: 0.0310981 | val_loss: 0.0311298 | Time: 12280.4 ms [2021-05-19 21:08:36 main:574] : INFO : Epoch 1944 | loss: 0.031096 | val_loss: 0.0311282 | Time: 12411.7 ms [2021-05-19 21:08:49 main:574] : INFO : Epoch 1945 | loss: 0.0310956 | val_loss: 0.0311284 | Time: 12673.4 ms [2021-05-19 21:09:03 main:574] : INFO : Epoch 1946 | loss: 0.0310937 | val_loss: 0.0311263 | Time: 13860.6 ms [2021-05-19 21:09:16 main:574] : INFO : Epoch 1947 | loss: 0.031091 | val_loss: 0.0311278 | Time: 13453.8 ms [2021-05-19 21:09:29 main:574] : INFO : Epoch 1948 | loss: 0.0310901 | val_loss: 0.0311288 | Time: 12913.9 ms [2021-05-19 21:09:42 main:574] : INFO : Epoch 1949 | loss: 0.0310892 | val_loss: 0.0311305 | Time: 12604.1 ms [2021-05-19 21:09:54 main:574] : INFO : Epoch 1950 | loss: 0.0310875 | val_loss: 0.0311308 | Time: 11945.5 ms [2021-05-19 21:10:06 main:574] : INFO : Epoch 1951 | loss: 0.0310878 | val_loss: 0.0311322 | Time: 11999.4 ms [2021-05-19 21:10:18 main:574] : INFO : Epoch 1952 | loss: 0.0310877 | val_loss: 0.0311258 | Time: 11893.4 ms [2021-05-19 21:10:29 main:574] : INFO : Epoch 1953 | loss: 0.0310882 | val_loss: 0.0311238 | Time: 11407.6 ms [2021-05-19 21:10:41 main:574] : INFO : Epoch 1954 | loss: 0.0310925 | val_loss: 0.0311301 | Time: 11686.4 ms [2021-05-19 21:10:52 main:574] : INFO : Epoch 1955 | loss: 0.0310923 | val_loss: 0.0311311 | Time: 11159.4 ms [2021-05-19 21:11:04 main:574] : INFO : Epoch 1956 | loss: 0.0310926 | val_loss: 0.0311301 | Time: 11283.9 ms [2021-05-19 21:11:14 main:574] : INFO : Epoch 1957 | loss: 0.031093 | val_loss: 0.0311296 | Time: 10833.7 ms [2021-05-19 21:11:26 main:574] : INFO : Epoch 1958 | loss: 0.0310913 | val_loss: 0.0311297 | Time: 11546.4 ms [2021-05-19 21:11:37 main:574] : INFO : Epoch 1959 | loss: 0.031088 | val_loss: 0.0311288 | Time: 11181.4 ms [2021-05-19 21:11:48 main:574] : INFO : Epoch 1960 | loss: 0.0310875 | val_loss: 0.0311303 | Time: 11295.9 ms [2021-05-19 21:12:00 main:574] : INFO : Epoch 1961 | loss: 0.0310872 | val_loss: 0.0311322 | Time: 11160.3 ms [2021-05-19 21:12:11 main:574] : INFO : Epoch 1962 | loss: 0.0310904 | val_loss: 0.0311283 | Time: 11265.6 ms [2021-05-19 21:12:22 main:574] : INFO : Epoch 1963 | loss: 0.0310969 | val_loss: 0.0311262 | Time: 10640.2 ms [2021-05-19 21:12:34 main:574] : INFO : Epoch 1964 | loss: 0.0310981 | val_loss: 0.0311217 | Time: 11897.7 ms [2021-05-19 21:12:46 main:574] : INFO : Epoch 1965 | loss: 0.031096 | val_loss: 0.0311309 | Time: 12027.6 ms [2021-05-19 21:12:58 main:574] : INFO : Epoch 1966 | loss: 0.0310926 | val_loss: 0.0311332 | Time: 12536.9 ms [2021-05-19 21:13:11 main:574] : INFO : Epoch 1967 | loss: 0.0310935 | val_loss: 0.0311351 | Time: 12860.9 ms [2021-05-19 21:13:24 main:574] : INFO : Epoch 1968 | loss: 0.0310904 | val_loss: 0.0311293 | Time: 12785.3 ms [2021-05-19 21:13:37 main:574] : INFO : Epoch 1969 | loss: 0.0310935 | val_loss: 0.0311276 | Time: 13144.1 ms [2021-05-19 21:13:50 main:574] : INFO : Epoch 1970 | loss: 0.0310941 | val_loss: 0.031124 | Time: 12978.4 ms [2021-05-19 21:14:02 main:574] : INFO : Epoch 1971 | loss: 0.0310923 | val_loss: 0.0311278 | Time: 11693.9 ms [2021-05-19 21:14:14 main:574] : INFO : Epoch 1972 | loss: 0.0310978 | val_loss: 0.0311234 | Time: 12148 ms [2021-05-19 21:14:26 main:574] : INFO : Epoch 1973 | loss: 0.0311003 | val_loss: 0.0311286 | Time: 12056.4 ms [2021-05-19 21:14:39 main:574] : INFO : Epoch 1974 | loss: 0.0310978 | val_loss: 0.0311259 | Time: 12388.2 ms [2021-05-19 21:14:50 main:574] : INFO : Epoch 1975 | loss: 0.0310963 | val_loss: 0.0311226 | Time: 11742.9 ms [2021-05-19 21:15:02 main:574] : INFO : Epoch 1976 | loss: 0.0310921 | val_loss: 0.0311199 | Time: 11380.3 ms [2021-05-19 21:15:13 main:574] : INFO : Epoch 1977 | loss: 0.0310915 | val_loss: 0.0311271 | Time: 11180.9 ms [2021-05-19 21:15:24 main:574] : INFO : Epoch 1978 | loss: 0.0310927 | val_loss: 0.0311302 | Time: 11088.6 ms [2021-05-19 21:15:37 main:574] : INFO : Epoch 1979 | loss: 0.0310951 | val_loss: 0.0311247 | Time: 13019.8 ms [2021-05-19 21:15:53 main:574] : INFO : Epoch 1980 | loss: 0.0310951 | val_loss: 0.0311286 | Time: 15400 ms [2021-05-19 21:16:09 main:574] : INFO : Epoch 1981 | loss: 0.0310908 | val_loss: 0.0311205 | Time: 16629.3 ms [2021-05-19 21:16:25 main:574] : INFO : Epoch 1982 | loss: 0.0310919 | val_loss: 0.0311235 | Time: 15361.2 ms [2021-05-19 21:16:40 main:574] : INFO : Epoch 1983 | loss: 0.0310908 | val_loss: 0.0311242 | Time: 15485.3 ms [2021-05-19 21:16:56 main:574] : INFO : Epoch 1984 | loss: 0.0310891 | val_loss: 0.031126 | Time: 16249.8 ms [2021-05-19 21:17:12 main:574] : INFO : Epoch 1985 | loss: 0.0310885 | val_loss: 0.0311245 | Time: 15375.7 ms [2021-05-19 21:17:27 main:574] : INFO : Epoch 1986 | loss: 0.0310959 | val_loss: 0.0311285 | Time: 15094.9 ms [2021-05-19 21:17:42 main:574] : INFO : Epoch 1987 | loss: 0.0311015 | val_loss: 0.031125 | Time: 15122.6 ms [2021-05-19 21:17:57 main:574] : INFO : Epoch 1988 | loss: 0.0310982 | val_loss: 0.0311254 | Time: 15373.4 ms [2021-05-19 21:18:12 main:574] : INFO : Epoch 1989 | loss: 0.0310938 | val_loss: 0.031122 | Time: 15042.6 ms [2021-05-19 21:18:28 main:574] : INFO : Epoch 1990 | loss: 0.0310926 | val_loss: 0.0311266 | Time: 15160.3 ms [2021-05-19 21:18:43 main:574] : INFO : Epoch 1991 | loss: 0.0310942 | val_loss: 0.0311252 | Time: 15093.2 ms [2021-05-19 21:18:57 main:574] : INFO : Epoch 1992 | loss: 0.0310954 | val_loss: 0.0311295 | Time: 14132.5 ms [2021-05-19 21:19:11 main:574] : INFO : Epoch 1993 | loss: 0.0310943 | val_loss: 0.0311269 | Time: 13655.7 ms [2021-05-19 21:19:24 main:574] : INFO : Epoch 1994 | loss: 0.0310953 | val_loss: 0.0311278 | Time: 13674.6 ms [2021-05-19 21:19:39 main:574] : INFO : Epoch 1995 | loss: 0.0310947 | val_loss: 0.0311233 | Time: 14391.7 ms [2021-05-19 21:19:52 main:574] : INFO : Epoch 1996 | loss: 0.0310947 | val_loss: 0.0311227 | Time: 12988.9 ms [2021-05-19 21:20:05 main:574] : INFO : Epoch 1997 | loss: 0.0310937 | val_loss: 0.0311264 | Time: 12709.3 ms [2021-05-19 21:20:17 main:574] : INFO : Epoch 1998 | loss: 0.0310934 | val_loss: 0.0311255 | Time: 12792 ms [2021-05-19 21:20:31 main:574] : INFO : Epoch 1999 | loss: 0.0310941 | val_loss: 0.0311223 | Time: 13313.5 ms [2021-05-19 21:20:46 main:574] : INFO : Epoch 2000 | loss: 0.0310909 | val_loss: 0.0311248 | Time: 14748.5 ms [2021-05-19 21:20:59 main:574] : INFO : Epoch 2001 | loss: 0.0310935 | val_loss: 0.0311203 | Time: 13898.4 ms [2021-05-19 21:21:14 main:574] : INFO : Epoch 2002 | loss: 0.0311009 | val_loss: 0.0311229 | Time: 14310.9 ms [2021-05-19 21:21:27 main:574] : INFO : Epoch 2003 | loss: 0.0310997 | val_loss: 0.0311274 | Time: 13535.4 ms [2021-05-19 21:21:42 main:574] : INFO : Epoch 2004 | loss: 0.0310967 | val_loss: 0.0311318 | Time: 14411.5 ms [2021-05-19 21:21:57 main:574] : INFO : Epoch 2005 | loss: 0.0310945 | val_loss: 0.0311271 | Time: 15340.4 ms [2021-05-19 21:22:11 main:574] : INFO : Epoch 2006 | loss: 0.0310921 | val_loss: 0.0311226 | Time: 14264.5 ms [2021-05-19 21:22:25 main:574] : INFO : Epoch 2007 | loss: 0.0310935 | val_loss: 0.031124 | Time: 13815.7 ms [2021-05-19 21:22:40 main:574] : INFO : Epoch 2008 | loss: 0.0310908 | val_loss: 0.0311265 | Time: 14722.6 ms [2021-05-19 21:22:54 main:574] : INFO : Epoch 2009 | loss: 0.0310936 | val_loss: 0.0311464 | Time: 14268.3 ms [2021-05-19 21:23:08 main:574] : INFO : Epoch 2010 | loss: 0.0310944 | val_loss: 0.0311322 | Time: 13700.6 ms [2021-05-19 21:23:21 main:574] : INFO : Epoch 2011 | loss: 0.0311055 | val_loss: 0.0311386 | Time: 13255 ms [2021-05-19 21:23:34 main:574] : INFO : Epoch 2012 | loss: 0.0311079 | val_loss: 0.0311321 | Time: 12803.2 ms [2021-05-19 21:23:47 main:574] : INFO : Epoch 2013 | loss: 0.0311038 | val_loss: 0.0311291 | Time: 12685.6 ms [2021-05-19 21:24:00 main:574] : INFO : Epoch 2014 | loss: 0.031099 | val_loss: 0.0311295 | Time: 12536.5 ms [2021-05-19 21:24:12 main:574] : INFO : Epoch 2015 | loss: 0.0310997 | val_loss: 0.0311277 | Time: 12329.2 ms [2021-05-19 21:24:25 main:574] : INFO : Epoch 2016 | loss: 0.0310994 | val_loss: 0.0311331 | Time: 12703.7 ms [2021-05-19 21:24:37 main:574] : INFO : Epoch 2017 | loss: 0.0310938 | val_loss: 0.0311261 | Time: 12392 ms [2021-05-19 21:24:50 main:574] : INFO : Epoch 2018 | loss: 0.0310911 | val_loss: 0.0311244 | Time: 12690.1 ms [2021-05-19 21:25:01 main:574] : INFO : Epoch 2019 | loss: 0.0310894 | val_loss: 0.0311241 | Time: 11679.4 ms [2021-05-19 21:25:13 main:574] : INFO : Epoch 2020 | loss: 0.031089 | val_loss: 0.0311247 | Time: 11247.8 ms [2021-05-19 21:25:24 main:574] : INFO : Epoch 2021 | loss: 0.0310883 | val_loss: 0.0311294 | Time: 11249.4 ms [2021-05-19 21:25:35 main:574] : INFO : Epoch 2022 | loss: 0.0310903 | val_loss: 0.0311267 | Time: 11211.5 ms [2021-05-19 21:25:49 main:574] : INFO : Epoch 2023 | loss: 0.0310944 | val_loss: 0.0311282 | Time: 13283.5 ms [2021-05-19 21:26:03 main:574] : INFO : Epoch 2024 | loss: 0.0310932 | val_loss: 0.0311261 | Time: 14666 ms [2021-05-19 21:26:17 main:574] : INFO : Epoch 2025 | loss: 0.0310917 | val_loss: 0.0311335 | Time: 13829.3 ms [2021-05-19 21:26:31 main:574] : INFO : Epoch 2026 | loss: 0.031089 | val_loss: 0.0311258 | Time: 14126.3 ms [2021-05-19 21:26:46 main:574] : INFO : Epoch 2027 | loss: 0.0310888 | val_loss: 0.031133 | Time: 14762.4 ms [2021-05-19 21:27:00 main:574] : INFO : Epoch 2028 | loss: 0.0310876 | val_loss: 0.0311259 | Time: 13838.9 ms [2021-05-19 21:27:13 main:574] : INFO : Epoch 2029 | loss: 0.0310861 | val_loss: 0.0311262 | Time: 13004.5 ms [2021-05-19 21:27:26 main:574] : INFO : Epoch 2030 | loss: 0.0310873 | val_loss: 0.0311281 | Time: 12955.1 ms [2021-05-19 21:27:39 main:574] : INFO : Epoch 2031 | loss: 0.031096 | val_loss: 0.0311246 | Time: 12822.9 ms [2021-05-19 21:27:53 main:574] : INFO : Epoch 2032 | loss: 0.031101 | val_loss: 0.0311336 | Time: 14381.6 ms [2021-05-19 21:28:07 main:574] : INFO : Epoch 2033 | loss: 0.031102 | val_loss: 0.0311229 | Time: 13986.5 ms [2021-05-19 21:28:21 main:574] : INFO : Epoch 2034 | loss: 0.0310984 | val_loss: 0.0311237 | Time: 13863 ms [2021-05-19 21:28:34 main:574] : INFO : Epoch 2035 | loss: 0.0310974 | val_loss: 0.0311224 | Time: 12700.2 ms [2021-05-19 21:28:47 main:574] : INFO : Epoch 2036 | loss: 0.0311055 | val_loss: 0.0311251 | Time: 13112.4 ms [2021-05-19 21:28:59 main:574] : INFO : Epoch 2037 | loss: 0.0311025 | val_loss: 0.0311239 | Time: 12003.8 ms [2021-05-19 21:29:11 main:574] : INFO : Epoch 2038 | loss: 0.0310984 | val_loss: 0.0311261 | Time: 11981.1 ms [2021-05-19 21:29:23 main:574] : INFO : Epoch 2039 | loss: 0.0310964 | val_loss: 0.0311304 | Time: 12219.2 ms [2021-05-19 21:29:36 main:574] : INFO : Epoch 2040 | loss: 0.0310983 | val_loss: 0.031124 | Time: 12438.9 ms [2021-05-19 21:29:50 main:574] : INFO : Epoch 2041 | loss: 0.0310939 | val_loss: 0.0311251 | Time: 13975.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-20 02:16:39 main:435] : INFO : Set logging level to 1 [2021-05-20 02:16:39 main:441] : INFO : Running in BOINC Client mode [2021-05-20 02:16:39 main:444] : INFO : Resolving all filenames [2021-05-20 02:16:39 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-05-20 02:16:39 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3_0_r216302800_1 (exists = 1) [2021-05-20 02:16:39 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3_0_r216302800_0 (exists = 0) [2021-05-20 02:16:39 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1619235049-26075-3 (exists = 1) [2021-05-20 02:16:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-20 02:16:40 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-05-20 02:16:40 main:474] : INFO : Configuration: [2021-05-20 02:16:40 main:475] : INFO : Model type: GRU [2021-05-20 02:16:40 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-20 02:16:40 main:477] : INFO : Max Epochs: 2048 [2021-05-20 02:16:40 main:478] : INFO : Batch Size: 128 [2021-05-20 02:16:40 main:479] : INFO : Learning Rate: 0.01 [2021-05-20 02:16:40 main:480] : INFO : Patience: 10 [2021-05-20 02:16:40 main:481] : INFO : Hidden Width: 12 [2021-05-20 02:16:40 main:482] : INFO : # Recurrent Layers: 4 [2021-05-20 02:16:40 main:483] : INFO : # Backend Layers: 4 [2021-05-20 02:16:40 main:484] : INFO : # Threads: 1 [2021-05-20 02:16:40 main:486] : INFO : Preparing Dataset [2021-05-20 02:16:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-20 02:16:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-20 02:16:50 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-20 02:16:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-20 02:16:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-05-20 02:16:51 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-20 02:16:51 main:494] : INFO : Creating Model [2021-05-20 02:16:51 main:507] : INFO : Preparing config file [2021-05-20 02:16:51 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-20 02:16:51 main:512] : INFO : Loading config [2021-05-20 02:16:51 main:514] : INFO : Loading state [2021-05-20 02:16:58 main:559] : INFO : Loading DataLoader into Memory [2021-05-20 02:16:58 main:562] : INFO : Starting Training [2021-05-20 02:17:13 main:574] : INFO : Epoch 2041 | loss: 0.0311365 | val_loss: 0.0311332 | Time: 14738.6 ms [2021-05-20 02:17:24 main:574] : INFO : Epoch 2042 | loss: 0.0310993 | val_loss: 0.0311273 | Time: 11598.9 ms [2021-05-20 02:17:36 main:574] : INFO : Epoch 2043 | loss: 0.0310958 | val_loss: 0.0311339 | Time: 11221.5 ms [2021-05-20 02:17:46 main:574] : INFO : Epoch 2044 | loss: 0.0310952 | val_loss: 0.031131 | Time: 10134.9 ms [2021-05-20 02:17:56 main:574] : INFO : Epoch 2045 | loss: 0.0310961 | val_loss: 0.0311308 | Time: 10449.5 ms [2021-05-20 02:18:07 main:574] : INFO : Epoch 2046 | loss: 0.0310965 | val_loss: 0.0311278 | Time: 10790 ms [2021-05-20 02:18:18 main:574] : INFO : Epoch 2047 | loss: 0.0310943 | val_loss: 0.0311262 | Time: 11217.5 ms [2021-05-20 02:18:31 main:574] : INFO : Epoch 2048 | loss: 0.031092 | val_loss: 0.0311283 | Time: 12341.2 ms [2021-05-20 02:18:31 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311283 [2021-05-20 02:18:31 main:603] : INFO : Saving end state to config to file [2021-05-20 02:18:31 main:608] : INFO : Success, exiting.. 02:18:31 (30584): 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)