Task 12197818
| Name | ParityModified-1645996062-6394-0_0 |
| Workunit | 9378912 |
| Created | 27 Feb 2022, 21:07:46 UTC |
| Sent | 28 Feb 2022, 22:39:06 UTC |
| Report deadline | 8 Mar 2022, 22:39:06 UTC |
| Received | 10 Mar 2022, 8:11:02 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 20109 |
| Run time | 56 min 54 sec |
| CPU time | 46 min 2 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 2,907.12 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.32 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 1626 | loss: 0.0309996 | val_loss: 0.0312884 | Time: 1486.52 ms [2022-03-09 21:19:18 main:574] : INFO : Epoch 1627 | loss: 0.0310066 | val_loss: 0.0313011 | Time: 1541.23 ms [2022-03-09 21:19:20 main:574] : INFO : Epoch 1628 | loss: 0.0309943 | val_loss: 0.0313291 | Time: 1449.18 ms [2022-03-09 21:19:21 main:574] : INFO : Epoch 1629 | loss: 0.0309876 | val_loss: 0.031295 | Time: 1495.25 ms [2022-03-09 21:19:23 main:574] : INFO : Epoch 1630 | loss: 0.0309858 | val_loss: 0.0313191 | Time: 1551.43 ms [2022-03-09 21:19:24 main:574] : INFO : Epoch 1631 | loss: 0.0309949 | val_loss: 0.0312694 | Time: 1562.92 ms [2022-03-09 21:19:26 main:574] : INFO : Epoch 1632 | loss: 0.0310023 | val_loss: 0.0313281 | Time: 1581.77 ms [2022-03-09 21:19:27 main:574] : INFO : Epoch 1633 | loss: 0.0309902 | val_loss: 0.0312998 | Time: 1421.04 ms [2022-03-09 21:19:29 main:574] : INFO : Epoch 1634 | loss: 0.030994 | val_loss: 0.0312882 | Time: 1491.03 ms [2022-03-09 21:19:31 main:574] : INFO : Epoch 1635 | loss: 0.0309953 | val_loss: 0.0312978 | Time: 1519.56 ms [2022-03-09 21:19:32 main:574] : INFO : Epoch 1636 | loss: 0.0309987 | val_loss: 0.0312866 | Time: 1502.05 ms [2022-03-09 21:19:34 main:574] : INFO : Epoch 1637 | loss: 0.0309893 | val_loss: 0.0313328 | Time: 1526.37 ms [2022-03-09 21:19:35 main:574] : INFO : Epoch 1638 | loss: 0.0309898 | val_loss: 0.0312891 | Time: 1560.44 ms [2022-03-09 21:19:37 main:574] : INFO : Epoch 1639 | loss: 0.0309945 | val_loss: 0.0313211 | Time: 1542.08 ms [2022-03-09 21:19:38 main:574] : INFO : Epoch 1640 | loss: 0.0309991 | val_loss: 0.0312678 | Time: 1498.07 ms [2022-03-09 21:19:40 main:574] : INFO : Epoch 1641 | loss: 0.0309998 | val_loss: 0.0312901 | Time: 1547.25 ms [2022-03-09 21:19:42 main:574] : INFO : Epoch 1642 | loss: 0.0309997 | val_loss: 0.0312967 | Time: 1535.7 ms [2022-03-09 21:19:43 main:574] : INFO : Epoch 1643 | loss: 0.0309991 | val_loss: 0.0312809 | Time: 1499.7 ms [2022-03-09 21:19:45 main:574] : INFO : Epoch 1644 | loss: 0.0309941 | val_loss: 0.0313164 | Time: 1459.86 ms [2022-03-09 21:19:46 main:574] : INFO : Epoch 1645 | loss: 0.0309947 | val_loss: 0.0312785 | Time: 1450.53 ms [2022-03-09 21:19:48 main:574] : INFO : Epoch 1646 | loss: 0.0309912 | val_loss: 0.0312746 | Time: 1546.49 ms [2022-03-09 21:19:49 main:574] : INFO : Epoch 1647 | loss: 0.0309958 | val_loss: 0.0313086 | Time: 1513.24 ms [2022-03-09 21:19:51 main:574] : INFO : Epoch 1648 | loss: 0.0309887 | val_loss: 0.0312823 | Time: 1521.67 ms [2022-03-09 21:19:52 main:574] : INFO : Epoch 1649 | loss: 0.0309882 | val_loss: 0.0312939 | Time: 1615.96 ms [2022-03-09 21:19:54 main:574] : INFO : Epoch 1650 | loss: 0.0309864 | val_loss: 0.0312975 | Time: 1591.98 ms [2022-03-09 21:19:55 main:574] : INFO : Epoch 1651 | loss: 0.0309864 | val_loss: 0.0313114 | Time: 1504.86 ms [2022-03-09 21:19:57 main:574] : INFO : Epoch 1652 | loss: 0.0309935 | val_loss: 0.0312946 | Time: 1488.75 ms [2022-03-09 21:19:59 main:574] : INFO : Epoch 1653 | loss: 0.0309943 | val_loss: 0.0313242 | Time: 1558.9 ms [2022-03-09 21:20:00 main:574] : INFO : Epoch 1654 | loss: 0.0309908 | val_loss: 0.0313157 | Time: 1554.38 ms [2022-03-09 21:20:02 main:574] : INFO : Epoch 1655 | loss: 0.0309952 | val_loss: 0.0312723 | Time: 1550.02 ms [2022-03-09 21:20:03 main:574] : INFO : Epoch 1656 | loss: 0.0310077 | val_loss: 0.0312893 | Time: 1464.91 ms [2022-03-09 21:20:05 main:574] : INFO : Epoch 1657 | loss: 0.031 | val_loss: 0.0313022 | Time: 1513.09 ms [2022-03-09 21:20:06 main:574] : INFO : Epoch 1658 | loss: 0.031 | val_loss: 0.0312934 | Time: 1553.65 ms [2022-03-09 21:20:08 main:574] : INFO : Epoch 1659 | loss: 0.030992 | val_loss: 0.0312724 | Time: 1598.58 ms [2022-03-09 21:20:10 main:574] : INFO : Epoch 1660 | loss: 0.0309945 | val_loss: 0.0313086 | Time: 1493.04 ms [2022-03-09 21:20:11 main:574] : INFO : Epoch 1661 | loss: 0.0309949 | val_loss: 0.0312675 | Time: 1570.57 ms [2022-03-09 21:20:13 main:574] : INFO : Epoch 1662 | loss: 0.0309957 | val_loss: 0.0312859 | Time: 1433.61 ms [2022-03-09 21:20:14 main:574] : INFO : Epoch 1663 | loss: 0.0309879 | val_loss: 0.031309 | Time: 1475.93 ms [2022-03-09 21:20:16 main:574] : INFO : Epoch 1664 | loss: 0.030992 | val_loss: 0.0312843 | Time: 1546.42 ms [2022-03-09 21:20:17 main:574] : INFO : Epoch 1665 | loss: 0.0310039 | val_loss: 0.0312986 | Time: 1471.63 ms [2022-03-09 21:20:19 main:574] : INFO : Epoch 1666 | loss: 0.0309992 | val_loss: 0.0313187 | Time: 1573.52 ms [2022-03-09 21:20:20 main:574] : INFO : Epoch 1667 | loss: 0.0309933 | val_loss: 0.0313067 | Time: 1486.57 ms [2022-03-09 21:20:22 main:574] : INFO : Epoch 1668 | loss: 0.0309884 | val_loss: 0.0313228 | Time: 1419.36 ms [2022-03-09 21:20:23 main:574] : INFO : Epoch 1669 | loss: 0.0309896 | val_loss: 0.0313082 | Time: 1546.9 ms [2022-03-09 21:20:25 main:574] : INFO : Epoch 1670 | loss: 0.0310019 | val_loss: 0.0313013 | Time: 1559.14 ms [2022-03-09 21:20:26 main:574] : INFO : Epoch 1671 | loss: 0.0309988 | val_loss: 0.0312926 | Time: 1547.17 ms [2022-03-09 21:20:28 main:574] : INFO : Epoch 1672 | loss: 0.0310036 | val_loss: 0.0313054 | Time: 1452.63 ms [2022-03-09 21:20:29 main:574] : INFO : Epoch 1673 | loss: 0.0310038 | val_loss: 0.0312885 | Time: 1591.13 ms [2022-03-09 21:20:31 main:574] : INFO : Epoch 1674 | loss: 0.0309912 | val_loss: 0.0313103 | Time: 1518.25 ms [2022-03-09 21:20:33 main:574] : INFO : Epoch 1675 | loss: 0.0309942 | val_loss: 0.0312902 | Time: 1578.5 ms [2022-03-09 21:20:34 main:574] : INFO : Epoch 1676 | loss: 0.0309939 | val_loss: 0.0313119 | Time: 1515.56 ms [2022-03-09 21:20:36 main:574] : INFO : Epoch 1677 | loss: 0.031004 | val_loss: 0.0312953 | Time: 1552.59 ms [2022-03-09 21:20:37 main:574] : INFO : Epoch 1678 | loss: 0.0310003 | val_loss: 0.0313122 | Time: 1503.28 ms [2022-03-09 21:20:39 main:574] : INFO : Epoch 1679 | loss: 0.0309882 | val_loss: 0.031301 | Time: 1460.27 ms [2022-03-09 21:20:40 main:574] : INFO : Epoch 1680 | loss: 0.0309916 | val_loss: 0.0313253 | Time: 1514.41 ms [2022-03-09 21:20:42 main:574] : INFO : Epoch 1681 | loss: 0.0309895 | val_loss: 0.031315 | Time: 1503.89 ms [2022-03-09 21:20:43 main:574] : INFO : Epoch 1682 | loss: 0.0309893 | val_loss: 0.0313154 | Time: 1573.14 ms [2022-03-09 21:20:45 main:574] : INFO : Epoch 1683 | loss: 0.0309867 | val_loss: 0.0313107 | Time: 1628.73 ms [2022-03-09 21:20:47 main:574] : INFO : Epoch 1684 | loss: 0.0309855 | val_loss: 0.0312891 | Time: 1526.98 ms [2022-03-09 21:20:48 main:574] : INFO : Epoch 1685 | loss: 0.0309874 | val_loss: 0.0313049 | Time: 1412.16 ms [2022-03-09 21:20:50 main:574] : INFO : Epoch 1686 | loss: 0.0309935 | val_loss: 0.031293 | Time: 1591.48 ms [2022-03-09 21:20:51 main:574] : INFO : Epoch 1687 | loss: 0.0309944 | val_loss: 0.0313379 | Time: 1518.84 ms [2022-03-09 21:20:53 main:574] : INFO : Epoch 1688 | loss: 0.0309907 | val_loss: 0.0312911 | Time: 1622.41 ms [2022-03-09 21:20:54 main:574] : INFO : Epoch 1689 | loss: 0.0309933 | val_loss: 0.031315 | Time: 1452.49 ms [2022-03-09 21:20:56 main:574] : INFO : Epoch 1690 | loss: 0.030996 | val_loss: 0.0312921 | Time: 1482.3 ms [2022-03-09 21:20:57 main:574] : INFO : Epoch 1691 | loss: 0.0309943 | val_loss: 0.0313183 | Time: 1541.09 ms [2022-03-09 21:20:59 main:574] : INFO : Epoch 1692 | loss: 0.0309967 | val_loss: 0.0313055 | Time: 1464.29 ms [2022-03-09 21:21:00 main:574] : INFO : Epoch 1693 | loss: 0.0309923 | val_loss: 0.0313199 | Time: 1450.97 ms [2022-03-09 21:21:02 main:574] : INFO : Epoch 1694 | loss: 0.0309937 | val_loss: 0.0312707 | Time: 1519.93 ms [2022-03-09 21:21:03 main:574] : INFO : Epoch 1695 | loss: 0.0309884 | val_loss: 0.0313141 | Time: 1486.58 ms [2022-03-09 21:21:05 main:574] : INFO : Epoch 1696 | loss: 0.0309889 | val_loss: 0.0313077 | Time: 1531.53 ms [2022-03-09 21:21:06 main:574] : INFO : Epoch 1697 | loss: 0.0309956 | val_loss: 0.0312959 | Time: 1532.77 ms [2022-03-09 21:21:08 main:574] : INFO : Epoch 1698 | loss: 0.0309928 | val_loss: 0.0313282 | Time: 1518.76 ms [2022-03-09 21:21:10 main:574] : INFO : Epoch 1699 | loss: 0.0309871 | val_loss: 0.0313096 | Time: 1506.1 ms [2022-03-09 21:21:11 main:574] : INFO : Epoch 1700 | loss: 0.0309919 | val_loss: 0.031301 | Time: 1555.48 ms [2022-03-09 21:21:13 main:574] : INFO : Epoch 1701 | loss: 0.0309966 | val_loss: 0.0312934 | Time: 1561.79 ms [2022-03-09 21:21:14 main:574] : INFO : Epoch 1702 | loss: 0.0309939 | val_loss: 0.0313396 | Time: 1560.79 ms [2022-03-09 21:21:16 main:574] : INFO : Epoch 1703 | loss: 0.0309961 | val_loss: 0.0313443 | Time: 1481.87 ms [2022-03-09 21:21:17 main:574] : INFO : Epoch 1704 | loss: 0.0309955 | val_loss: 0.0312968 | Time: 1444.33 ms [2022-03-09 21:21:19 main:574] : INFO : Epoch 1705 | loss: 0.0309895 | val_loss: 0.0312952 | Time: 1521.18 ms [2022-03-09 21:21:20 main:574] : INFO : Epoch 1706 | loss: 0.0309917 | val_loss: 0.0313044 | Time: 1463.53 ms [2022-03-09 21:21:22 main:574] : INFO : Epoch 1707 | loss: 0.0309905 | val_loss: 0.0313087 | Time: 1485.46 ms [2022-03-09 21:21:23 main:574] : INFO : Epoch 1708 | loss: 0.0309903 | val_loss: 0.0313271 | Time: 1503.63 ms [2022-03-09 21:21:25 main:574] : INFO : Epoch 1709 | loss: 0.0309908 | val_loss: 0.0312934 | Time: 1579.19 ms [2022-03-09 21:21:26 main:574] : INFO : Epoch 1710 | loss: 0.0310025 | val_loss: 0.0312579 | Time: 1401.26 ms [2022-03-09 21:21:28 main:574] : INFO : Epoch 1711 | loss: 0.0310026 | val_loss: 0.0313218 | Time: 1510.37 ms [2022-03-09 21:21:29 main:574] : INFO : Epoch 1712 | loss: 0.0309944 | val_loss: 0.0312956 | Time: 1445.72 ms [2022-03-09 21:21:31 main:574] : INFO : Epoch 1713 | loss: 0.0309947 | val_loss: 0.0313091 | Time: 1551.73 ms [2022-03-09 21:21:33 main:574] : INFO : Epoch 1714 | loss: 0.0309931 | val_loss: 0.0312917 | Time: 1546.38 ms [2022-03-09 21:21:34 main:574] : INFO : Epoch 1715 | loss: 0.0309856 | val_loss: 0.0312939 | Time: 1506.99 ms [2022-03-09 21:21:36 main:574] : INFO : Epoch 1716 | loss: 0.0309835 | val_loss: 0.0312988 | Time: 1536.36 ms [2022-03-09 21:21:37 main:574] : INFO : Epoch 1717 | loss: 0.0309924 | val_loss: 0.0313021 | Time: 1519.42 ms [2022-03-09 21:21:39 main:574] : INFO : Epoch 1718 | loss: 0.0309983 | val_loss: 0.0313039 | Time: 1579.98 ms [2022-03-09 21:21:40 main:574] : INFO : Epoch 1719 | loss: 0.0309922 | val_loss: 0.0313043 | Time: 1470.79 ms [2022-03-09 21:21:42 main:574] : INFO : Epoch 1720 | loss: 0.03099 | val_loss: 0.0313327 | Time: 1497.08 ms [2022-03-09 21:21:43 main:574] : INFO : Epoch 1721 | loss: 0.0309959 | val_loss: 0.0312781 | Time: 1468.61 ms [2022-03-09 21:21:45 main:574] : INFO : Epoch 1722 | loss: 0.0310034 | val_loss: 0.031251 | Time: 1636.76 ms [2022-03-09 21:21:46 main:574] : INFO : Epoch 1723 | loss: 0.0310015 | val_loss: 0.0313267 | Time: 1454.37 ms [2022-03-09 21:21:48 main:574] : INFO : Epoch 1724 | loss: 0.0309887 | val_loss: 0.0312906 | Time: 1550.59 ms [2022-03-09 21:21:50 main:574] : INFO : Epoch 1725 | loss: 0.0309922 | val_loss: 0.0312864 | Time: 1527.15 ms [2022-03-09 21:21:51 main:574] : INFO : Epoch 1726 | loss: 0.0309954 | val_loss: 0.0313112 | Time: 1522.92 ms [2022-03-09 21:21:53 main:574] : INFO : Epoch 1727 | loss: 0.0309952 | val_loss: 0.031295 | Time: 1527.32 ms [2022-03-09 21:21:54 main:574] : INFO : Epoch 1728 | loss: 0.0309908 | val_loss: 0.0313192 | Time: 1501.93 ms [2022-03-09 21:21:56 main:574] : INFO : Epoch 1729 | loss: 0.0309886 | val_loss: 0.0313157 | Time: 1512.78 ms [2022-03-09 21:21:57 main:574] : INFO : Epoch 1730 | loss: 0.0309887 | val_loss: 0.0312964 | Time: 1505.78 ms [2022-03-09 21:21:59 main:574] : INFO : Epoch 1731 | loss: 0.0309894 | val_loss: 0.0313396 | Time: 1606.43 ms [2022-03-09 21:22:00 main:574] : INFO : Epoch 1732 | loss: 0.0309857 | val_loss: 0.031307 | Time: 1574.8 ms [2022-03-09 21:22:02 main:574] : INFO : Epoch 1733 | loss: 0.0309877 | val_loss: 0.0312928 | Time: 1525.76 ms [2022-03-09 21:22:04 main:574] : INFO : Epoch 1734 | loss: 0.0309924 | val_loss: 0.0312763 | Time: 1517.22 ms [2022-03-09 21:22:05 main:574] : INFO : Epoch 1735 | loss: 0.0309953 | val_loss: 0.0313121 | Time: 1495.74 ms [2022-03-09 21:22:07 main:574] : INFO : Epoch 1736 | loss: 0.0309962 | val_loss: 0.0312935 | Time: 1552.54 ms [2022-03-09 21:22:08 main:574] : INFO : Epoch 1737 | loss: 0.0309919 | val_loss: 0.0313072 | Time: 1461.04 ms [2022-03-09 21:22:10 main:574] : INFO : Epoch 1738 | loss: 0.0309846 | val_loss: 0.0313023 | Time: 1511.69 ms [2022-03-09 21:22:11 main:574] : INFO : Epoch 1739 | loss: 0.0309832 | val_loss: 0.0312977 | Time: 1536.09 ms [2022-03-09 21:22:13 main:574] : INFO : Epoch 1740 | loss: 0.0309854 | val_loss: 0.0312915 | Time: 1502.57 ms [2022-03-09 21:22:15 main:574] : INFO : Epoch 1741 | loss: 0.0309896 | val_loss: 0.031305 | Time: 1526.5 ms [2022-03-09 21:22:16 main:574] : INFO : Epoch 1742 | loss: 0.0309962 | val_loss: 0.0313187 | Time: 1567.9 ms [2022-03-09 21:22:18 main:574] : INFO : Epoch 1743 | loss: 0.0309931 | val_loss: 0.0312861 | Time: 1503.58 ms [2022-03-09 21:22:19 main:574] : INFO : Epoch 1744 | loss: 0.0309935 | val_loss: 0.0313053 | Time: 1496.8 ms [2022-03-09 21:22:21 main:574] : INFO : Epoch 1745 | loss: 0.0309964 | val_loss: 0.0313141 | Time: 1506.69 ms [2022-03-09 21:22:22 main:574] : INFO : Epoch 1746 | loss: 0.0309965 | val_loss: 0.0312657 | Time: 1459.58 ms [2022-03-09 21:22:24 main:574] : INFO : Epoch 1747 | loss: 0.0309966 | val_loss: 0.0313119 | Time: 1472.34 ms [2022-03-09 21:22:25 main:574] : INFO : Epoch 1748 | loss: 0.0309914 | val_loss: 0.0313318 | Time: 1488.38 ms [2022-03-09 21:22:27 main:574] : INFO : Epoch 1749 | loss: 0.030989 | val_loss: 0.031334 | Time: 1475.1 ms [2022-03-09 21:22:28 main:574] : INFO : Epoch 1750 | loss: 0.0309927 | val_loss: 0.0312779 | Time: 1440.75 ms [2022-03-09 21:22:30 main:574] : INFO : Epoch 1751 | loss: 0.0309947 | val_loss: 0.0313174 | Time: 1613.74 ms [2022-03-09 21:22:31 main:574] : INFO : Epoch 1752 | loss: 0.0309932 | val_loss: 0.0313149 | Time: 1530.77 ms [2022-03-09 21:22:33 main:574] : INFO : Epoch 1753 | loss: 0.0309881 | val_loss: 0.0313278 | Time: 1563.68 ms [2022-03-09 21:22:34 main:574] : INFO : Epoch 1754 | loss: 0.0309939 | val_loss: 0.0313156 | Time: 1531.96 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650) [2022-03-09 21:25:36 main:435] : INFO : Set logging level to 1 [2022-03-09 21:25:36 main:441] : INFO : Running in BOINC Client mode [2022-03-09 21:25:36 main:444] : INFO : Resolving all filenames [2022-03-09 21:25:36 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-09 21:25:36 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-09 21:25:36 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-09 21:25:36 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-03-09 21:25:36 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-09 21:25:36 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-09 21:25:36 main:474] : INFO : Configuration: [2022-03-09 21:25:36 main:475] : INFO : Model type: GRU [2022-03-09 21:25:36 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-09 21:25:36 main:477] : INFO : Max Epochs: 2048 [2022-03-09 21:25:36 main:478] : INFO : Batch Size: 128 [2022-03-09 21:25:36 main:479] : INFO : Learning Rate: 0.01 [2022-03-09 21:25:36 main:480] : INFO : Patience: 10 [2022-03-09 21:25:36 main:481] : INFO : Hidden Width: 12 [2022-03-09 21:25:36 main:482] : INFO : # Recurrent Layers: 4 [2022-03-09 21:25:36 main:483] : INFO : # Backend Layers: 4 [2022-03-09 21:25:36 main:484] : INFO : # Threads: 1 [2022-03-09 21:25:36 main:486] : INFO : Preparing Dataset [2022-03-09 21:25:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-09 21:25:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-09 21:25:38 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-09 21:25:38 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-09 21:25:38 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-09 21:25:38 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-09 21:25:38 main:494] : INFO : Creating Model [2022-03-09 21:25:38 main:507] : INFO : Preparing config file [2022-03-09 21:25:38 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-09 21:25:38 main:512] : INFO : Loading config [2022-03-09 21:25:38 main:514] : INFO : Loading state [2022-03-09 21:25:39 main:559] : INFO : Loading DataLoader into Memory [2022-03-09 21:25:39 main:562] : INFO : Starting Training [2022-03-09 21:25:41 main:574] : INFO : Epoch 1723 | loss: 0.0311161 | val_loss: 0.0312548 | Time: 1766.56 ms [2022-03-09 21:25:42 main:574] : INFO : Epoch 1724 | loss: 0.0310387 | val_loss: 0.0312988 | Time: 1553.38 ms [2022-03-09 21:25:44 main:574] : INFO : Epoch 1725 | loss: 0.0310024 | val_loss: 0.0313073 | Time: 1556.82 ms [2022-03-09 21:25:46 main:574] : INFO : Epoch 1726 | loss: 0.030991 | val_loss: 0.0312814 | Time: 1553.25 ms [2022-03-09 21:25:47 main:574] : INFO : Epoch 1727 | loss: 0.0309962 | val_loss: 0.0313059 | Time: 1528.47 ms [2022-03-09 21:25:49 main:574] : INFO : Epoch 1728 | loss: 0.0309935 | val_loss: 0.0312997 | Time: 1491.33 ms [2022-03-09 21:25:50 main:574] : INFO : Epoch 1729 | loss: 0.0309957 | val_loss: 0.0313079 | Time: 1460.76 ms [2022-03-09 21:25:52 main:574] : INFO : Epoch 1730 | loss: 0.0309905 | val_loss: 0.0312979 | Time: 1505.46 ms [2022-03-09 21:25:53 main:574] : INFO : Epoch 1731 | loss: 0.0310029 | val_loss: 0.0312949 | Time: 1475.8 ms [2022-03-09 21:25:55 main:574] : INFO : Epoch 1732 | loss: 0.0309971 | val_loss: 0.0313102 | Time: 1508.84 ms [2022-03-09 21:25:56 main:574] : INFO : Epoch 1733 | loss: 0.0309945 | val_loss: 0.0313435 | Time: 1567.84 ms [2022-03-09 21:25:58 main:574] : INFO : Epoch 1734 | loss: 0.0309958 | val_loss: 0.031303 | Time: 1574.58 ms [2022-03-09 21:25:59 main:574] : INFO : Epoch 1735 | loss: 0.030992 | val_loss: 0.0313027 | Time: 1453.36 ms [2022-03-09 21:26:01 main:574] : INFO : Epoch 1736 | loss: 0.0309943 | val_loss: 0.0312985 | Time: 1595.52 ms [2022-03-09 21:26:02 main:574] : INFO : Epoch 1737 | loss: 0.0309891 | val_loss: 0.0313242 | Time: 1525.83 ms [2022-03-09 21:26:04 main:574] : INFO : Epoch 1738 | loss: 0.0309929 | val_loss: 0.0313117 | Time: 1582.76 ms [2022-03-09 21:26:06 main:574] : INFO : Epoch 1739 | loss: 0.030993 | val_loss: 0.031295 | Time: 1589.17 ms [2022-03-09 21:26:07 main:574] : INFO : Epoch 1740 | loss: 0.0309894 | val_loss: 0.0313 | Time: 1584.56 ms [2022-03-09 21:26:09 main:574] : INFO : Epoch 1741 | loss: 0.0309856 | val_loss: 0.0313227 | Time: 1489 ms [2022-03-09 21:26:10 main:574] : INFO : Epoch 1742 | loss: 0.030994 | val_loss: 0.0313144 | Time: 1530.37 ms [2022-03-09 21:26:12 main:574] : INFO : Epoch 1743 | loss: 0.0309913 | val_loss: 0.0313103 | Time: 1573.19 ms [2022-03-09 21:26:13 main:574] : INFO : Epoch 1744 | loss: 0.0309986 | val_loss: 0.0313275 | Time: 1508.16 ms [2022-03-09 21:26:15 main:574] : INFO : Epoch 1745 | loss: 0.0310013 | val_loss: 0.031275 | Time: 1561.02 ms [2022-03-09 21:26:17 main:574] : INFO : Epoch 1746 | loss: 0.0310002 | val_loss: 0.0312862 | Time: 1513.31 ms [2022-03-09 21:26:18 main:574] : INFO : Epoch 1747 | loss: 0.0309946 | val_loss: 0.0312935 | Time: 1564.1 ms [2022-03-09 21:26:20 main:574] : INFO : Epoch 1748 | loss: 0.0309977 | val_loss: 0.0313326 | Time: 1474.58 ms [2022-03-09 21:26:21 main:574] : INFO : Epoch 1749 | loss: 0.0309943 | val_loss: 0.0312858 | Time: 1512.87 ms [2022-03-09 21:26:23 main:574] : INFO : Epoch 1750 | loss: 0.0309914 | val_loss: 0.0313169 | Time: 1483.19 ms [2022-03-09 21:26:24 main:574] : INFO : Epoch 1751 | loss: 0.0309945 | val_loss: 0.0312703 | Time: 1512.04 ms [2022-03-09 21:26:26 main:574] : INFO : Epoch 1752 | loss: 0.0309957 | val_loss: 0.0313 | Time: 1488.25 ms [2022-03-09 21:26:27 main:574] : INFO : Epoch 1753 | loss: 0.0309915 | val_loss: 0.0312905 | Time: 1463.96 ms [2022-03-09 21:26:29 main:574] : INFO : Epoch 1754 | loss: 0.0309887 | val_loss: 0.0313032 | Time: 1529.29 ms [2022-03-09 21:26:30 main:574] : INFO : Epoch 1755 | loss: 0.0309972 | val_loss: 0.0313001 | Time: 1564.06 ms [2022-03-09 21:26:32 main:574] : INFO : Epoch 1756 | loss: 0.0309935 | val_loss: 0.0312916 | Time: 1546.73 ms [2022-03-09 21:26:33 main:574] : INFO : Epoch 1757 | loss: 0.0309955 | val_loss: 0.0313046 | Time: 1515.73 ms [2022-03-09 21:26:35 main:574] : INFO : Epoch 1758 | loss: 0.0309889 | val_loss: 0.031305 | Time: 1578.3 ms [2022-03-09 21:26:37 main:574] : INFO : Epoch 1759 | loss: 0.0309897 | val_loss: 0.0313127 | Time: 1493.11 ms [2022-03-09 21:26:38 main:574] : INFO : Epoch 1760 | loss: 0.030995 | val_loss: 0.031316 | Time: 1563.61 ms [2022-03-09 21:26:40 main:574] : INFO : Epoch 1761 | loss: 0.0309948 | val_loss: 0.0313104 | Time: 1494.2 ms [2022-03-09 21:26:41 main:574] : INFO : Epoch 1762 | loss: 0.0309946 | val_loss: 0.0313133 | Time: 1562.29 ms [2022-03-09 21:26:43 main:574] : INFO : Epoch 1763 | loss: 0.030991 | val_loss: 0.0313194 | Time: 1550.46 ms [2022-03-09 21:26:44 main:574] : INFO : Epoch 1764 | loss: 0.030986 | val_loss: 0.0313157 | Time: 1564.6 ms [2022-03-09 21:26:46 main:574] : INFO : Epoch 1765 | loss: 0.0309869 | val_loss: 0.0313129 | Time: 1502.95 ms [2022-03-09 21:26:48 main:574] : INFO : Epoch 1766 | loss: 0.030992 | val_loss: 0.0313077 | Time: 1626.04 ms [2022-03-09 21:26:49 main:574] : INFO : Epoch 1767 | loss: 0.0309993 | val_loss: 0.0312878 | Time: 1531.2 ms [2022-03-09 21:26:51 main:574] : INFO : Epoch 1768 | loss: 0.0309945 | val_loss: 0.0312709 | Time: 1533.09 ms [2022-03-09 21:26:52 main:574] : INFO : Epoch 1769 | loss: 0.0309954 | val_loss: 0.0313172 | Time: 1436.81 ms [2022-03-09 21:26:54 main:574] : INFO : Epoch 1770 | loss: 0.0309897 | val_loss: 0.0313204 | Time: 1542.34 ms [2022-03-09 21:26:55 main:574] : INFO : Epoch 1771 | loss: 0.0309884 | val_loss: 0.0313174 | Time: 1546.21 ms [2022-03-09 21:26:57 main:574] : INFO : Epoch 1772 | loss: 0.0309924 | val_loss: 0.0313187 | Time: 1525.86 ms [2022-03-09 21:26:58 main:574] : INFO : Epoch 1773 | loss: 0.0309895 | val_loss: 0.0313176 | Time: 1451.15 ms [2022-03-09 21:27:00 main:574] : INFO : Epoch 1774 | loss: 0.0309916 | val_loss: 0.0313005 | Time: 1541.47 ms [2022-03-09 21:27:01 main:574] : INFO : Epoch 1775 | loss: 0.0309881 | val_loss: 0.03129 | Time: 1562.86 ms [2022-03-09 21:27:03 main:574] : INFO : Epoch 1776 | loss: 0.030991 | val_loss: 0.0313152 | Time: 1537.4 ms [2022-03-09 21:27:05 main:574] : INFO : Epoch 1777 | loss: 0.0309909 | val_loss: 0.0312841 | Time: 1462.34 ms [2022-03-09 21:27:06 main:574] : INFO : Epoch 1778 | loss: 0.0309948 | val_loss: 0.0312956 | Time: 1498.7 ms [2022-03-09 21:27:07 main:574] : INFO : Epoch 1779 | loss: 0.0309984 | val_loss: 0.0312861 | Time: 1420.41 ms [2022-03-09 21:27:09 main:574] : INFO : Epoch 1780 | loss: 0.0309952 | val_loss: 0.0312919 | Time: 1421.41 ms [2022-03-09 21:27:10 main:574] : INFO : Epoch 1781 | loss: 0.030995 | val_loss: 0.0313081 | Time: 1543.31 ms [2022-03-09 21:27:12 main:574] : INFO : Epoch 1782 | loss: 0.0310011 | val_loss: 0.0313168 | Time: 1515.37 ms [2022-03-09 21:27:14 main:574] : INFO : Epoch 1783 | loss: 0.0310028 | val_loss: 0.0313101 | Time: 1491.64 ms [2022-03-09 21:27:15 main:574] : INFO : Epoch 1784 | loss: 0.0309926 | val_loss: 0.0312926 | Time: 1609.88 ms [2022-03-09 21:27:17 main:574] : INFO : Epoch 1785 | loss: 0.0309883 | val_loss: 0.0313121 | Time: 1551 ms [2022-03-09 21:27:18 main:574] : INFO : Epoch 1786 | loss: 0.0309969 | val_loss: 0.0312644 | Time: 1545.51 ms [2022-03-09 21:27:20 main:574] : INFO : Epoch 1787 | loss: 0.0309945 | val_loss: 0.0313101 | Time: 1478.87 ms [2022-03-09 21:27:21 main:574] : INFO : Epoch 1788 | loss: 0.0309918 | val_loss: 0.0312954 | Time: 1547.95 ms [2022-03-09 21:27:23 main:574] : INFO : Epoch 1789 | loss: 0.0309871 | val_loss: 0.0313277 | Time: 1559.95 ms [2022-03-09 21:27:24 main:574] : INFO : Epoch 1790 | loss: 0.0309992 | val_loss: 0.0312979 | Time: 1533.5 ms [2022-03-09 21:27:26 main:574] : INFO : Epoch 1791 | loss: 0.0309915 | val_loss: 0.0313303 | Time: 1667.03 ms [2022-03-09 21:27:28 main:574] : INFO : Epoch 1792 | loss: 0.0309947 | val_loss: 0.0312919 | Time: 1603.66 ms [2022-03-09 21:27:29 main:574] : INFO : Epoch 1793 | loss: 0.0310147 | val_loss: 0.0312962 | Time: 1548.93 ms [2022-03-09 21:27:31 main:574] : INFO : Epoch 1794 | loss: 0.0310282 | val_loss: 0.0313018 | Time: 1600.34 ms [2022-03-09 21:27:32 main:574] : INFO : Epoch 1795 | loss: 0.0310067 | val_loss: 0.0312935 | Time: 1532.28 ms [2022-03-09 21:27:34 main:574] : INFO : Epoch 1796 | loss: 0.0309955 | val_loss: 0.0313076 | Time: 1505.77 ms [2022-03-09 21:27:36 main:574] : INFO : Epoch 1797 | loss: 0.0309953 | val_loss: 0.0313098 | Time: 1548.98 ms [2022-03-09 21:27:37 main:574] : INFO : Epoch 1798 | loss: 0.0309893 | val_loss: 0.0313277 | Time: 1541.7 ms [2022-03-09 21:27:39 main:574] : INFO : Epoch 1799 | loss: 0.0309882 | val_loss: 0.0312978 | Time: 1404.08 ms [2022-03-09 21:27:40 main:574] : INFO : Epoch 1800 | loss: 0.030982 | val_loss: 0.031308 | Time: 1436.08 ms [2022-03-09 21:27:41 main:574] : INFO : Epoch 1801 | loss: 0.0309892 | val_loss: 0.0313358 | Time: 1408.05 ms [2022-03-09 21:27:43 main:574] : INFO : Epoch 1802 | loss: 0.0309853 | val_loss: 0.0313223 | Time: 1380.81 ms [2022-03-09 21:27:44 main:574] : INFO : Epoch 1803 | loss: 0.0309863 | val_loss: 0.0312951 | Time: 1373.77 ms [2022-03-09 21:27:46 main:574] : INFO : Epoch 1804 | loss: 0.0309957 | val_loss: 0.0312924 | Time: 1386.48 ms [2022-03-09 21:27:47 main:574] : INFO : Epoch 1805 | loss: 0.0310027 | val_loss: 0.0313096 | Time: 1387.47 ms [2022-03-09 21:27:48 main:574] : INFO : Epoch 1806 | loss: 0.0310003 | val_loss: 0.031285 | Time: 1367.78 ms [2022-03-09 21:27:50 main:574] : INFO : Epoch 1807 | loss: 0.0310114 | val_loss: 0.0313158 | Time: 1380.04 ms [2022-03-09 21:27:51 main:574] : INFO : Epoch 1808 | loss: 0.0309982 | val_loss: 0.0312774 | Time: 1387.49 ms [2022-03-09 21:27:53 main:574] : INFO : Epoch 1809 | loss: 0.0309952 | val_loss: 0.0312938 | Time: 1378.21 ms [2022-03-09 21:27:54 main:574] : INFO : Epoch 1810 | loss: 0.0309921 | val_loss: 0.0313167 | Time: 1364.42 ms [2022-03-09 21:27:56 main:574] : INFO : Epoch 1811 | loss: 0.0309904 | val_loss: 0.0313088 | Time: 1367.17 ms [2022-03-09 21:27:57 main:574] : INFO : Epoch 1812 | loss: 0.0309943 | val_loss: 0.0312869 | Time: 1371.14 ms [2022-03-09 21:27:58 main:574] : INFO : Epoch 1813 | loss: 0.0310001 | val_loss: 0.0312963 | Time: 1367.92 ms [2022-03-09 21:28:00 main:574] : INFO : Epoch 1814 | loss: 0.0309914 | val_loss: 0.0312903 | Time: 1390.8 ms [2022-03-09 21:28:01 main:574] : INFO : Epoch 1815 | loss: 0.0309912 | val_loss: 0.0313056 | Time: 1441.65 ms [2022-03-09 21:28:03 main:574] : INFO : Epoch 1816 | loss: 0.03099 | val_loss: 0.0313083 | Time: 1361.71 ms [2022-03-09 21:28:04 main:574] : INFO : Epoch 1817 | loss: 0.0309973 | val_loss: 0.0312982 | Time: 1377.22 ms [2022-03-09 21:28:05 main:574] : INFO : Epoch 1818 | loss: 0.0309915 | val_loss: 0.031313 | Time: 1374.87 ms [2022-03-09 21:28:07 main:574] : INFO : Epoch 1819 | loss: 0.03099 | val_loss: 0.0312933 | Time: 1355.82 ms [2022-03-09 21:28:08 main:574] : INFO : Epoch 1820 | loss: 0.030991 | val_loss: 0.0313138 | Time: 1400.24 ms [2022-03-09 21:28:10 main:574] : INFO : Epoch 1821 | loss: 0.0309917 | val_loss: 0.0312972 | Time: 1366.68 ms [2022-03-09 21:28:11 main:574] : INFO : Epoch 1822 | loss: 0.0309997 | val_loss: 0.0313089 | Time: 1380.01 ms [2022-03-09 21:28:13 main:574] : INFO : Epoch 1823 | loss: 0.0309934 | val_loss: 0.0313147 | Time: 1383.57 ms [2022-03-09 21:28:14 main:574] : INFO : Epoch 1824 | loss: 0.030993 | val_loss: 0.0312908 | Time: 1376.14 ms [2022-03-09 21:28:15 main:574] : INFO : Epoch 1825 | loss: 0.0309948 | val_loss: 0.0313331 | Time: 1374.19 ms [2022-03-09 21:28:17 main:574] : INFO : Epoch 1826 | loss: 0.0309887 | val_loss: 0.031327 | Time: 1381.02 ms [2022-03-09 21:28:18 main:574] : INFO : Epoch 1827 | loss: 0.0309931 | val_loss: 0.0312949 | Time: 1363.35 ms [2022-03-09 21:28:19 main:574] : INFO : Epoch 1828 | loss: 0.030995 | val_loss: 0.0312935 | Time: 1364.24 ms [2022-03-09 21:28:21 main:574] : INFO : Epoch 1829 | loss: 0.0310032 | val_loss: 0.031292 | Time: 1375.39 ms [2022-03-09 21:28:22 main:574] : INFO : Epoch 1830 | loss: 0.0309941 | val_loss: 0.0313237 | Time: 1363.4 ms [2022-03-09 21:28:24 main:574] : INFO : Epoch 1831 | loss: 0.0309925 | val_loss: 0.0313053 | Time: 1359.25 ms [2022-03-09 21:28:25 main:574] : INFO : Epoch 1832 | loss: 0.0309864 | val_loss: 0.0313161 | Time: 1388.26 ms [2022-03-09 21:28:26 main:574] : INFO : Epoch 1833 | loss: 0.030987 | val_loss: 0.0313028 | Time: 1391.41 ms [2022-03-09 21:28:28 main:574] : INFO : Epoch 1834 | loss: 0.0309931 | val_loss: 0.0312855 | Time: 1390.08 ms [2022-03-09 21:28:29 main:574] : INFO : Epoch 1835 | loss: 0.0310033 | val_loss: 0.0313033 | Time: 1374.23 ms [2022-03-09 21:28:31 main:574] : INFO : Epoch 1836 | loss: 0.0310017 | val_loss: 0.0313039 | Time: 1366.72 ms [2022-03-09 21:28:32 main:574] : INFO : Epoch 1837 | loss: 0.0309914 | val_loss: 0.0313252 | Time: 1374.15 ms [2022-03-09 21:28:33 main:574] : INFO : Epoch 1838 | loss: 0.0309855 | val_loss: 0.0313025 | Time: 1375.32 ms [2022-03-09 21:28:35 main:574] : INFO : Epoch 1839 | loss: 0.0309928 | val_loss: 0.0313172 | Time: 1380.64 ms [2022-03-09 21:28:36 main:574] : INFO : Epoch 1840 | loss: 0.0309875 | val_loss: 0.0313264 | Time: 1363.85 ms [2022-03-09 21:28:37 main:574] : INFO : Epoch 1841 | loss: 0.0309896 | val_loss: 0.0312968 | Time: 1386.24 ms [2022-03-09 21:28:39 main:574] : INFO : Epoch 1842 | loss: 0.0309975 | val_loss: 0.0312973 | Time: 1380.69 ms [2022-03-09 21:28:40 main:574] : INFO : Epoch 1843 | loss: 0.0309953 | val_loss: 0.0313144 | Time: 1384.23 ms [2022-03-09 21:28:42 main:574] : INFO : Epoch 1844 | loss: 0.0309933 | val_loss: 0.0312793 | Time: 1376.15 ms [2022-03-09 21:28:43 main:574] : INFO : Epoch 1845 | loss: 0.0309978 | val_loss: 0.0312986 | Time: 1366.2 ms [2022-03-09 21:28:45 main:574] : INFO : Epoch 1846 | loss: 0.0310001 | val_loss: 0.0312775 | Time: 1380.61 ms [2022-03-09 21:28:46 main:574] : INFO : Epoch 1847 | loss: 0.0309905 | val_loss: 0.0313192 | Time: 1364.91 ms [2022-03-09 21:28:47 main:574] : INFO : Epoch 1848 | loss: 0.0309895 | val_loss: 0.0313086 | Time: 1372.64 ms [2022-03-09 21:28:49 main:574] : INFO : Epoch 1849 | loss: 0.0309929 | val_loss: 0.031298 | Time: 1373.93 ms [2022-03-09 21:28:50 main:574] : INFO : Epoch 1850 | loss: 0.0310051 | val_loss: 0.0313232 | Time: 1383.01 ms [2022-03-09 21:28:52 main:574] : INFO : Epoch 1851 | loss: 0.031005 | val_loss: 0.0312762 | Time: 1356.36 ms [2022-03-09 21:28:53 main:574] : INFO : Epoch 1852 | loss: 0.0309915 | val_loss: 0.0312866 | Time: 1387.95 ms [2022-03-09 21:28:54 main:574] : INFO : Epoch 1853 | loss: 0.0309918 | val_loss: 0.0313068 | Time: 1385.92 ms [2022-03-09 21:28:56 main:574] : INFO : Epoch 1854 | loss: 0.0309961 | val_loss: 0.0312944 | Time: 1368.48 ms [2022-03-09 21:28:57 main:574] : INFO : Epoch 1855 | loss: 0.030998 | val_loss: 0.0313113 | Time: 1368.84 ms [2022-03-09 21:28:59 main:574] : INFO : Epoch 1856 | loss: 0.0309971 | val_loss: 0.0313311 | Time: 1366.03 ms [2022-03-09 21:29:00 main:574] : INFO : Epoch 1857 | loss: 0.0309948 | val_loss: 0.0312875 | Time: 1363.79 ms [2022-03-09 21:29:01 main:574] : INFO : Epoch 1858 | loss: 0.0309944 | val_loss: 0.031302 | Time: 1383.26 ms [2022-03-09 21:29:03 main:574] : INFO : Epoch 1859 | loss: 0.0309871 | val_loss: 0.0313025 | Time: 1378.37 ms [2022-03-09 21:29:04 main:574] : INFO : Epoch 1860 | loss: 0.0309928 | val_loss: 0.0312923 | Time: 1377.66 ms [2022-03-09 21:29:06 main:574] : INFO : Epoch 1861 | loss: 0.030998 | val_loss: 0.0313017 | Time: 1370.4 ms [2022-03-09 21:29:07 main:574] : INFO : Epoch 1862 | loss: 0.0309981 | val_loss: 0.0313117 | Time: 1360.51 ms [2022-03-09 21:29:08 main:574] : INFO : Epoch 1863 | loss: 0.0310034 | val_loss: 0.0312979 | Time: 1377.85 ms [2022-03-09 21:29:10 main:574] : INFO : Epoch 1864 | loss: 0.030996 | val_loss: 0.0313009 | Time: 1364.87 ms [2022-03-09 21:29:11 main:574] : INFO : Epoch 1865 | loss: 0.0309993 | val_loss: 0.0312912 | Time: 1379.29 ms [2022-03-09 21:29:13 main:574] : INFO : Epoch 1866 | loss: 0.0309924 | val_loss: 0.0312939 | Time: 1679.75 ms [2022-03-09 21:29:15 main:574] : INFO : Epoch 1867 | loss: 0.0309882 | val_loss: 0.0313053 | Time: 2302.18 ms [2022-03-09 21:29:18 main:574] : INFO : Epoch 1868 | loss: 0.0309887 | val_loss: 0.0313211 | Time: 2251.92 ms [2022-03-09 21:29:20 main:574] : INFO : Epoch 1869 | loss: 0.0309908 | val_loss: 0.0313065 | Time: 2342.41 ms [2022-03-09 21:29:22 main:574] : INFO : Epoch 1870 | loss: 0.0310045 | val_loss: 0.0313052 | Time: 2310.6 ms [2022-03-09 21:29:24 main:574] : INFO : Epoch 1871 | loss: 0.0309959 | val_loss: 0.0313006 | Time: 2300.31 ms [2022-03-09 21:29:27 main:574] : INFO : Epoch 1872 | loss: 0.0309853 | val_loss: 0.0313059 | Time: 2372.94 ms [2022-03-09 21:29:29 main:574] : INFO : Epoch 1873 | loss: 0.0309913 | val_loss: 0.0312878 | Time: 2378.87 ms [2022-03-09 21:29:32 main:574] : INFO : Epoch 1874 | loss: 0.0309921 | val_loss: 0.0313027 | Time: 2382.31 ms [2022-03-09 21:29:34 main:574] : INFO : Epoch 1875 | loss: 0.0309979 | val_loss: 0.0313053 | Time: 2561.27 ms [2022-03-09 21:29:37 main:574] : INFO : Epoch 1876 | loss: 0.0309883 | val_loss: 0.0313255 | Time: 2571.76 ms [2022-03-09 21:29:39 main:574] : INFO : Epoch 1877 | loss: 0.0309943 | val_loss: 0.0313343 | Time: 2483.76 ms [2022-03-09 21:29:42 main:574] : INFO : Epoch 1878 | loss: 0.0309907 | val_loss: 0.0312875 | Time: 2318.9 ms [2022-03-09 21:29:44 main:574] : INFO : Epoch 1879 | loss: 0.0309955 | val_loss: 0.0313181 | Time: 2475.06 ms [2022-03-09 21:29:46 main:574] : INFO : Epoch 1880 | loss: 0.0309993 | val_loss: 0.0313207 | Time: 2185.19 ms [2022-03-09 21:29:49 main:574] : INFO : Epoch 1881 | loss: 0.0309911 | val_loss: 0.0313243 | Time: 2500.34 ms [2022-03-09 21:29:51 main:574] : INFO : Epoch 1882 | loss: 0.0309893 | val_loss: 0.0313088 | Time: 2314.61 ms [2022-03-09 21:29:54 main:574] : INFO : Epoch 1883 | loss: 0.0309881 | val_loss: 0.0313062 | Time: 2320.43 ms [2022-03-09 21:29:56 main:574] : INFO : Epoch 1884 | loss: 0.0309864 | val_loss: 0.031305 | Time: 2392.37 ms [2022-03-09 21:29:59 main:574] : INFO : Epoch 1885 | loss: 0.0309837 | val_loss: 0.0313048 | Time: 2309.5 ms [2022-03-09 21:30:01 main:574] : INFO : Epoch 1886 | loss: 0.0309928 | val_loss: 0.0313087 | Time: 2517.38 ms [2022-03-09 21:30:04 main:574] : INFO : Epoch 1887 | loss: 0.0310017 | val_loss: 0.0313088 | Time: 2465.1 ms [2022-03-09 21:30:06 main:574] : INFO : Epoch 1888 | loss: 0.0309964 | val_loss: 0.0312913 | Time: 2429.31 ms [2022-03-09 21:30:08 main:574] : INFO : Epoch 1889 | loss: 0.0309909 | val_loss: 0.0312926 | Time: 2344.19 ms [2022-03-09 21:30:11 main:574] : INFO : Epoch 1890 | loss: 0.0309913 | val_loss: 0.0313016 | Time: 2483.23 ms [2022-03-09 21:30:13 main:574] : INFO : Epoch 1891 | loss: 0.0309889 | val_loss: 0.0313311 | Time: 2254.79 ms [2022-03-09 21:30:16 main:574] : INFO : Epoch 1892 | loss: 0.0309909 | val_loss: 0.0313053 | Time: 2330.09 ms [2022-03-09 21:30:18 main:574] : INFO : Epoch 1893 | loss: 0.0309876 | val_loss: 0.0313139 | Time: 2298.71 ms [2022-03-09 21:30:20 main:574] : INFO : Epoch 1894 | loss: 0.0309867 | val_loss: 0.0312934 | Time: 2203.73 ms [2022-03-09 21:30:23 main:574] : INFO : Epoch 1895 | loss: 0.0309865 | val_loss: 0.0313022 | Time: 2436.87 ms [2022-03-09 21:30:25 main:574] : INFO : Epoch 1896 | loss: 0.03099 | val_loss: 0.0312901 | Time: 2221.72 ms [2022-03-09 21:30:27 main:574] : INFO : Epoch 1897 | loss: 0.0309975 | val_loss: 0.0313267 | Time: 2314.67 ms [2022-03-09 21:30:30 main:574] : INFO : Epoch 1898 | loss: 0.0309912 | val_loss: 0.0312694 | Time: 2448.17 ms [2022-03-09 21:30:32 main:574] : INFO : Epoch 1899 | loss: 0.031 | val_loss: 0.0313095 | Time: 2455.26 ms [2022-03-09 21:30:34 main:574] : INFO : Epoch 1900 | loss: 0.0309963 | val_loss: 0.0313035 | Time: 2260.33 ms [2022-03-09 21:30:37 main:574] : INFO : Epoch 1901 | loss: 0.0309942 | val_loss: 0.0313374 | Time: 2379.91 ms [2022-03-09 21:30:39 main:574] : INFO : Epoch 1902 | loss: 0.0309935 | val_loss: 0.0312742 | Time: 2295.91 ms [2022-03-09 21:30:42 main:574] : INFO : Epoch 1903 | loss: 0.0309901 | val_loss: 0.03129 | Time: 2337.32 ms [2022-03-09 21:30:44 main:574] : INFO : Epoch 1904 | loss: 0.0310002 | val_loss: 0.0313026 | Time: 2413.24 ms [2022-03-09 21:30:46 main:574] : INFO : Epoch 1905 | loss: 0.0310045 | val_loss: 0.0313583 | Time: 2330.73 ms [2022-03-09 21:30:49 main:574] : INFO : Epoch 1906 | loss: 0.0311651 | val_loss: 0.031533 | Time: 2305.51 ms [2022-03-09 21:30:51 main:574] : INFO : Epoch 1907 | loss: 0.031212 | val_loss: 0.0313276 | Time: 2364.51 ms [2022-03-09 21:30:53 main:574] : INFO : Epoch 1908 | loss: 0.0310403 | val_loss: 0.0313138 | Time: 2264.07 ms [2022-03-09 21:30:56 main:574] : INFO : Epoch 1909 | loss: 0.0309994 | val_loss: 0.0312959 | Time: 2420.43 ms [2022-03-09 21:30:58 main:574] : INFO : Epoch 1910 | loss: 0.0309877 | val_loss: 0.0313078 | Time: 2253.08 ms [2022-03-09 21:31:00 main:574] : INFO : Epoch 1911 | loss: 0.0310647 | val_loss: 0.0312592 | Time: 2310 ms [2022-03-09 21:31:03 main:574] : INFO : Epoch 1912 | loss: 0.0310505 | val_loss: 0.0312537 | Time: 2428.98 ms [2022-03-09 21:31:05 main:574] : INFO : Epoch 1913 | loss: 0.0310215 | val_loss: 0.031278 | Time: 2365.07 ms [2022-03-09 21:31:08 main:574] : INFO : Epoch 1914 | loss: 0.0310035 | val_loss: 0.0313255 | Time: 2383.4 ms [2022-03-09 21:31:10 main:574] : INFO : Epoch 1915 | loss: 0.0309956 | val_loss: 0.0312747 | Time: 2407.87 ms [2022-03-09 21:31:12 main:574] : INFO : Epoch 1916 | loss: 0.030996 | val_loss: 0.0313103 | Time: 2263.53 ms [2022-03-09 21:31:15 main:574] : INFO : Epoch 1917 | loss: 0.0309964 | val_loss: 0.031311 | Time: 2371.47 ms [2022-03-09 21:31:17 main:574] : INFO : Epoch 1918 | loss: 0.0309945 | val_loss: 0.0313035 | Time: 2288.88 ms [2022-03-09 21:31:20 main:574] : INFO : Epoch 1919 | loss: 0.030989 | val_loss: 0.0313248 | Time: 2239.42 ms [2022-03-09 21:31:22 main:574] : INFO : Epoch 1920 | loss: 0.0309923 | val_loss: 0.0312735 | Time: 2434.44 ms [2022-03-09 21:31:24 main:574] : INFO : Epoch 1921 | loss: 0.0309908 | val_loss: 0.0313121 | Time: 2415.75 ms [2022-03-09 21:31:27 main:574] : INFO : Epoch 1922 | loss: 0.0309884 | val_loss: 0.0313028 | Time: 2242.91 ms [2022-03-09 21:31:29 main:574] : INFO : Epoch 1923 | loss: 0.0309913 | val_loss: 0.0312991 | Time: 2447.71 ms [2022-03-09 21:31:32 main:574] : INFO : Epoch 1924 | loss: 0.0309911 | val_loss: 0.0312917 | Time: 2230.86 ms [2022-03-09 21:31:34 main:574] : INFO : Epoch 1925 | loss: 0.0309879 | val_loss: 0.0313042 | Time: 2347.45 ms [2022-03-09 21:31:36 main:574] : INFO : Epoch 1926 | loss: 0.0309854 | val_loss: 0.0313148 | Time: 2324.08 ms [2022-03-09 21:31:39 main:574] : INFO : Epoch 1927 | loss: 0.0309863 | val_loss: 0.0312912 | Time: 2363.83 ms [2022-03-09 21:31:41 main:574] : INFO : Epoch 1928 | loss: 0.030991 | val_loss: 0.0313341 | Time: 2299.47 ms [2022-03-09 21:31:43 main:574] : INFO : Epoch 1929 | loss: 0.0309858 | val_loss: 0.0313052 | Time: 2314.49 ms [2022-03-09 21:31:46 main:574] : INFO : Epoch 1930 | loss: 0.0309868 | val_loss: 0.03133 | Time: 2376.66 ms [2022-03-09 21:31:48 main:574] : INFO : Epoch 1931 | loss: 0.030987 | val_loss: 0.031298 | Time: 2419.92 ms [2022-03-09 21:31:51 main:574] : INFO : Epoch 1932 | loss: 0.0309906 | val_loss: 0.0313133 | Time: 2368.96 ms [2022-03-09 21:31:53 main:574] : INFO : Epoch 1933 | loss: 0.0309876 | val_loss: 0.0313138 | Time: 2472.27 ms [2022-03-09 21:31:55 main:574] : INFO : Epoch 1934 | loss: 0.0309938 | val_loss: 0.0313079 | Time: 2356.84 ms [2022-03-09 21:31:58 main:574] : INFO : Epoch 1935 | loss: 0.0310031 | val_loss: 0.0313234 | Time: 2378.45 ms [2022-03-09 21:32:00 main:574] : INFO : Epoch 1936 | loss: 0.0310009 | val_loss: 0.0312743 | Time: 2216.22 ms [2022-03-09 21:32:03 main:574] : INFO : Epoch 1937 | loss: 0.031003 | val_loss: 0.0312909 | Time: 2465.62 ms [2022-03-09 21:32:05 main:574] : INFO : Epoch 1938 | loss: 0.0309949 | val_loss: 0.0313157 | Time: 2325.03 ms [2022-03-09 21:32:07 main:574] : INFO : Epoch 1939 | loss: 0.0309985 | val_loss: 0.0313099 | Time: 2376.08 ms [2022-03-09 21:32:10 main:574] : INFO : Epoch 1940 | loss: 0.0309942 | val_loss: 0.0313027 | Time: 2289.21 ms [2022-03-09 21:32:12 main:574] : INFO : Epoch 1941 | loss: 0.0309937 | val_loss: 0.0313226 | Time: 2273.02 ms [2022-03-09 21:32:14 main:574] : INFO : Epoch 1942 | loss: 0.0309895 | val_loss: 0.0312982 | Time: 2371.41 ms [2022-03-09 21:32:17 main:574] : INFO : Epoch 1943 | loss: 0.030993 | val_loss: 0.0313069 | Time: 2298.21 ms [2022-03-09 21:32:19 main:574] : INFO : Epoch 1944 | loss: 0.030986 | val_loss: 0.0313186 | Time: 2150.59 ms [2022-03-09 21:32:21 main:574] : INFO : Epoch 1945 | loss: 0.0309857 | val_loss: 0.0313058 | Time: 2229.83 ms [2022-03-09 21:32:24 main:574] : INFO : Epoch 1946 | loss: 0.0309974 | val_loss: 0.0313037 | Time: 2350.53 ms [2022-03-09 21:32:26 main:574] : INFO : Epoch 1947 | loss: 0.0309863 | val_loss: 0.0312927 | Time: 2354.71 ms [2022-03-09 21:32:29 main:574] : INFO : Epoch 1948 | loss: 0.030996 | val_loss: 0.0313111 | Time: 2497.06 ms [2022-03-09 21:32:31 main:574] : INFO : Epoch 1949 | loss: 0.0309888 | val_loss: 0.0313224 | Time: 2652.95 ms [2022-03-09 21:32:34 main:574] : INFO : Epoch 1950 | loss: 0.0309984 | val_loss: 0.0312921 | Time: 2449.26 ms [2022-03-09 21:32:36 main:574] : INFO : Epoch 1951 | loss: 0.0310001 | val_loss: 0.0312612 | Time: 2433.01 ms [2022-03-09 21:32:39 main:574] : INFO : Epoch 1952 | loss: 0.0309961 | val_loss: 0.0312944 | Time: 2220.61 ms [2022-03-09 21:32:41 main:574] : INFO : Epoch 1953 | loss: 0.0309931 | val_loss: 0.0313072 | Time: 2412.93 ms [2022-03-09 21:32:43 main:574] : INFO : Epoch 1954 | loss: 0.0310019 | val_loss: 0.0313183 | Time: 2332.6 ms [2022-03-09 21:32:46 main:574] : INFO : Epoch 1955 | loss: 0.0309932 | val_loss: 0.0312841 | Time: 2347.58 ms [2022-03-09 21:32:48 main:574] : INFO : Epoch 1956 | loss: 0.0309904 | val_loss: 0.0313028 | Time: 2323.73 ms [2022-03-09 21:32:50 main:574] : INFO : Epoch 1957 | loss: 0.030985 | val_loss: 0.031281 | Time: 2261.06 ms [2022-03-09 21:32:53 main:574] : INFO : Epoch 1958 | loss: 0.0309969 | val_loss: 0.0312991 | Time: 2259.11 ms [2022-03-09 21:32:55 main:574] : INFO : Epoch 1959 | loss: 0.0310086 | val_loss: 0.031292 | Time: 2388.86 ms [2022-03-09 21:32:57 main:574] : INFO : Epoch 1960 | loss: 0.0309985 | val_loss: 0.0313347 | Time: 2374.48 ms [2022-03-09 21:33:00 main:574] : INFO : Epoch 1961 | loss: 0.0310054 | val_loss: 0.031305 | Time: 2265.71 ms [2022-03-09 21:33:02 main:574] : INFO : Epoch 1962 | loss: 0.0309986 | val_loss: 0.0312993 | Time: 2625.01 ms [2022-03-09 21:33:05 main:574] : INFO : Epoch 1963 | loss: 0.030998 | val_loss: 0.0313049 | Time: 2470.03 ms [2022-03-09 21:33:07 main:574] : INFO : Epoch 1964 | loss: 0.0310006 | val_loss: 0.0313008 | Time: 2272.15 ms [2022-03-09 21:33:10 main:574] : INFO : Epoch 1965 | loss: 0.0310076 | val_loss: 0.0313037 | Time: 2500.01 ms [2022-03-09 21:33:12 main:574] : INFO : Epoch 1966 | loss: 0.0309911 | val_loss: 0.0313065 | Time: 2184.11 ms [2022-03-09 21:33:14 main:574] : INFO : Epoch 1967 | loss: 0.0309946 | val_loss: 0.0312994 | Time: 2287.22 ms [2022-03-09 21:33:17 main:574] : INFO : Epoch 1968 | loss: 0.0310017 | val_loss: 0.0312896 | Time: 2345.86 ms [2022-03-09 21:33:19 main:574] : INFO : Epoch 1969 | loss: 0.0309976 | val_loss: 0.0312779 | Time: 2763.54 ms [2022-03-09 21:33:22 main:574] : INFO : Epoch 1970 | loss: 0.0309893 | val_loss: 0.0313162 | Time: 2225.46 ms [2022-03-09 21:33:24 main:574] : INFO : Epoch 1971 | loss: 0.0309934 | val_loss: 0.0313034 | Time: 2418.66 ms [2022-03-09 21:33:27 main:574] : INFO : Epoch 1972 | loss: 0.0309906 | val_loss: 0.0313062 | Time: 2484.7 ms [2022-03-09 21:33:29 main:574] : INFO : Epoch 1973 | loss: 0.0309939 | val_loss: 0.0312744 | Time: 2441.96 ms [2022-03-09 21:33:31 main:574] : INFO : Epoch 1974 | loss: 0.0309896 | val_loss: 0.0313238 | Time: 2279.35 ms [2022-03-09 21:33:34 main:574] : INFO : Epoch 1975 | loss: 0.0309889 | val_loss: 0.0312985 | Time: 2237.03 ms [2022-03-09 21:33:36 main:574] : INFO : Epoch 1976 | loss: 0.0309934 | val_loss: 0.0312946 | Time: 2188.58 ms [2022-03-09 21:33:38 main:574] : INFO : Epoch 1977 | loss: 0.0309974 | val_loss: 0.0313153 | Time: 2410.39 ms [2022-03-09 21:33:41 main:574] : INFO : Epoch 1978 | loss: 0.0310004 | val_loss: 0.0312904 | Time: 2177.41 ms [2022-03-09 21:33:43 main:574] : INFO : Epoch 1979 | loss: 0.0309983 | val_loss: 0.0312974 | Time: 2355.74 ms [2022-03-09 21:33:45 main:574] : INFO : Epoch 1980 | loss: 0.0309913 | val_loss: 0.0313227 | Time: 2328.42 ms [2022-03-09 21:33:48 main:574] : INFO : Epoch 1981 | loss: 0.0309864 | val_loss: 0.0313058 | Time: 2494.42 ms [2022-03-09 21:33:50 main:574] : INFO : Epoch 1982 | loss: 0.0309879 | val_loss: 0.0312861 | Time: 2410.62 ms [2022-03-09 21:33:52 main:574] : INFO : Epoch 1983 | loss: 0.0309923 | val_loss: 0.0313016 | Time: 2266.48 ms [2022-03-09 21:33:55 main:574] : INFO : Epoch 1984 | loss: 0.0309962 | val_loss: 0.031297 | Time: 2640.52 ms [2022-03-09 21:33:57 main:574] : INFO : Epoch 1985 | loss: 0.0309973 | val_loss: 0.031295 | Time: 2142.18 ms [2022-03-09 21:34:00 main:574] : INFO : Epoch 1986 | loss: 0.0309886 | val_loss: 0.0313075 | Time: 2338.18 ms [2022-03-09 21:34:02 main:574] : INFO : Epoch 1987 | loss: 0.0309944 | val_loss: 0.0312684 | Time: 2292.01 ms [2022-03-09 21:34:04 main:574] : INFO : Epoch 1988 | loss: 0.0309934 | val_loss: 0.0313162 | Time: 2433.4 ms [2022-03-09 21:34:07 main:574] : INFO : Epoch 1989 | loss: 0.0309884 | val_loss: 0.0312854 | Time: 2376.33 ms [2022-03-09 21:34:09 main:574] : INFO : Epoch 1990 | loss: 0.0309896 | val_loss: 0.0313043 | Time: 2234.38 ms [2022-03-09 21:34:11 main:574] : INFO : Epoch 1991 | loss: 0.0309904 | val_loss: 0.0312699 | Time: 2318.76 ms [2022-03-09 21:34:14 main:574] : INFO : Epoch 1992 | loss: 0.0310045 | val_loss: 0.0313194 | Time: 2366.23 ms [2022-03-09 21:34:16 main:574] : INFO : Epoch 1993 | loss: 0.0309948 | val_loss: 0.031313 | Time: 2295.44 ms [2022-03-09 21:34:19 main:574] : INFO : Epoch 1994 | loss: 0.0309921 | val_loss: 0.0312755 | Time: 2288.01 ms [2022-03-09 21:34:21 main:574] : INFO : Epoch 1995 | loss: 0.0309914 | val_loss: 0.031313 | Time: 2321.63 ms [2022-03-09 21:34:23 main:574] : INFO : Epoch 1996 | loss: 0.0309825 | val_loss: 0.0313163 | Time: 2374.18 ms [2022-03-09 21:34:26 main:574] : INFO : Epoch 1997 | loss: 0.0309872 | val_loss: 0.0312818 | Time: 2303.85 ms [2022-03-09 21:34:28 main:574] : INFO : Epoch 1998 | loss: 0.0309938 | val_loss: 0.0313203 | Time: 2455.28 ms [2022-03-09 21:34:30 main:574] : INFO : Epoch 1999 | loss: 0.0309941 | val_loss: 0.031282 | Time: 2355.71 ms [2022-03-09 21:34:33 main:574] : INFO : Epoch 2000 | loss: 0.0309881 | val_loss: 0.0313305 | Time: 2318.21 ms [2022-03-09 21:34:35 main:574] : INFO : Epoch 2001 | loss: 0.0310205 | val_loss: 0.0312527 | Time: 2354.83 ms [2022-03-09 21:34:37 main:574] : INFO : Epoch 2002 | loss: 0.0310202 | val_loss: 0.0312888 | Time: 2167.11 ms [2022-03-09 21:34:40 main:574] : INFO : Epoch 2003 | loss: 0.0309978 | val_loss: 0.0313573 | Time: 2304.27 ms [2022-03-09 21:34:42 main:574] : INFO : Epoch 2004 | loss: 0.0310012 | val_loss: 0.0313286 | Time: 2150.73 ms [2022-03-09 21:34:44 main:574] : INFO : Epoch 2005 | loss: 0.0309935 | val_loss: 0.0312829 | Time: 2399.86 ms [2022-03-09 21:34:47 main:574] : INFO : Epoch 2006 | loss: 0.0309906 | val_loss: 0.0312784 | Time: 2424.15 ms [2022-03-09 21:34:49 main:574] : INFO : Epoch 2007 | loss: 0.0309922 | val_loss: 0.0312924 | Time: 2388.16 ms [2022-03-09 21:34:52 main:574] : INFO : Epoch 2008 | loss: 0.0309848 | val_loss: 0.0313039 | Time: 2317.7 ms [2022-03-09 21:34:54 main:574] : INFO : Epoch 2009 | loss: 0.0309907 | val_loss: 0.0312916 | Time: 2482.69 ms [2022-03-09 21:34:57 main:574] : INFO : Epoch 2010 | loss: 0.0309953 | val_loss: 0.0313053 | Time: 2366.18 ms [2022-03-09 21:34:59 main:574] : INFO : Epoch 2011 | loss: 0.0309899 | val_loss: 0.0312958 | Time: 2568.27 ms [2022-03-09 21:35:01 main:574] : INFO : Epoch 2012 | loss: 0.0309908 | val_loss: 0.0312942 | Time: 2369.13 ms [2022-03-09 21:35:04 main:574] : INFO : Epoch 2013 | loss: 0.0309981 | val_loss: 0.0312878 | Time: 2366.14 ms [2022-03-09 21:35:06 main:574] : INFO : Epoch 2014 | loss: 0.030991 | val_loss: 0.0313003 | Time: 2356.2 ms [2022-03-09 21:35:09 main:574] : INFO : Epoch 2015 | loss: 0.0309915 | val_loss: 0.0313235 | Time: 2242.65 ms [2022-03-09 21:35:11 main:574] : INFO : Epoch 2016 | loss: 0.0309898 | val_loss: 0.0312918 | Time: 2415.71 ms [2022-03-09 21:35:13 main:574] : INFO : Epoch 2017 | loss: 0.030987 | val_loss: 0.0313101 | Time: 2388.42 ms [2022-03-09 21:35:16 main:574] : INFO : Epoch 2018 | loss: 0.0309862 | val_loss: 0.0313035 | Time: 2392.36 ms [2022-03-09 21:35:18 main:574] : INFO : Epoch 2019 | loss: 0.0309943 | val_loss: 0.0313051 | Time: 2321.9 ms [2022-03-09 21:35:20 main:574] : INFO : Epoch 2020 | loss: 0.0309964 | val_loss: 0.031317 | Time: 2276.44 ms [2022-03-09 21:35:23 main:574] : INFO : Epoch 2021 | loss: 0.0309958 | val_loss: 0.0313192 | Time: 2462.77 ms [2022-03-09 21:35:25 main:574] : INFO : Epoch 2022 | loss: 0.0309871 | val_loss: 0.0312981 | Time: 2234.51 ms [2022-03-09 21:35:28 main:574] : INFO : Epoch 2023 | loss: 0.0309804 | val_loss: 0.0313231 | Time: 2354.26 ms [2022-03-09 21:35:30 main:574] : INFO : Epoch 2024 | loss: 0.0309834 | val_loss: 0.0313032 | Time: 2262.65 ms [2022-03-09 21:35:32 main:574] : INFO : Epoch 2025 | loss: 0.0309894 | val_loss: 0.0312884 | Time: 2271.05 ms [2022-03-09 21:35:35 main:574] : INFO : Epoch 2026 | loss: 0.031049 | val_loss: 0.0312906 | Time: 2366.18 ms [2022-03-09 21:35:37 main:574] : INFO : Epoch 2027 | loss: 0.0310464 | val_loss: 0.0312738 | Time: 2346.16 ms [2022-03-09 21:35:40 main:574] : INFO : Epoch 2028 | loss: 0.031007 | val_loss: 0.0313183 | Time: 2568.78 ms [2022-03-09 21:35:42 main:574] : INFO : Epoch 2029 | loss: 0.0309956 | val_loss: 0.031305 | Time: 2244.25 ms [2022-03-09 21:35:44 main:574] : INFO : Epoch 2030 | loss: 0.0309948 | val_loss: 0.031294 | Time: 2250.05 ms [2022-03-09 21:35:47 main:574] : INFO : Epoch 2031 | loss: 0.0309913 | val_loss: 0.0313156 | Time: 2209.99 ms [2022-03-09 21:35:49 main:574] : INFO : Epoch 2032 | loss: 0.0309883 | val_loss: 0.0313013 | Time: 2548.11 ms [2022-03-09 21:35:51 main:574] : INFO : Epoch 2033 | loss: 0.0309824 | val_loss: 0.031318 | Time: 2304.72 ms [2022-03-09 21:35:54 main:574] : INFO : Epoch 2034 | loss: 0.0309851 | val_loss: 0.0313152 | Time: 2417.83 ms [2022-03-09 21:35:56 main:574] : INFO : Epoch 2035 | loss: 0.0309831 | val_loss: 0.0312995 | Time: 2153.6 ms [2022-03-09 21:35:58 main:574] : INFO : Epoch 2036 | loss: 0.0309931 | val_loss: 0.0313074 | Time: 2285.11 ms [2022-03-09 21:36:01 main:574] : INFO : Epoch 2037 | loss: 0.0309974 | val_loss: 0.0313125 | Time: 2243.71 ms [2022-03-09 21:36:03 main:574] : INFO : Epoch 2038 | loss: 0.0309836 | val_loss: 0.0313106 | Time: 2214.93 ms [2022-03-09 21:36:05 main:574] : INFO : Epoch 2039 | loss: 0.0310047 | val_loss: 0.0313035 | Time: 2082.62 ms [2022-03-09 21:36:07 main:574] : INFO : Epoch 2040 | loss: 0.0310014 | val_loss: 0.0312807 | Time: 2357.66 ms [2022-03-09 21:36:10 main:574] : INFO : Epoch 2041 | loss: 0.0310003 | val_loss: 0.0312965 | Time: 2165.76 ms [2022-03-09 21:36:12 main:574] : INFO : Epoch 2042 | loss: 0.0309907 | val_loss: 0.0313294 | Time: 2335.66 ms [2022-03-09 21:36:14 main:574] : INFO : Epoch 2043 | loss: 0.0309835 | val_loss: 0.0313241 | Time: 2212.88 ms [2022-03-09 21:36:16 main:574] : INFO : Epoch 2044 | loss: 0.03099 | val_loss: 0.0312705 | Time: 2123.01 ms [2022-03-09 21:36:19 main:574] : INFO : Epoch 2045 | loss: 0.0309958 | val_loss: 0.0313046 | Time: 2152.77 ms [2022-03-09 21:36:21 main:574] : INFO : Epoch 2046 | loss: 0.0309907 | val_loss: 0.0313084 | Time: 2221.47 ms [2022-03-09 21:36:23 main:574] : INFO : Epoch 2047 | loss: 0.0309901 | val_loss: 0.0313037 | Time: 2171.19 ms [2022-03-09 21:36:25 main:574] : INFO : Epoch 2048 | loss: 0.0309879 | val_loss: 0.0313037 | Time: 2275.13 ms [2022-03-09 21:36:25 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0313037 [2022-03-09 21:36:25 main:603] : INFO : Saving end state to config to file [2022-03-09 21:36:25 main:608] : INFO : Success, exiting.. 21:36:25 (11512): called boinc_finish(0) Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650) [2022-03-09 23:10:11 main:435] : INFO : Set logging level to 1 [2022-03-09 23:10:11 main:441] : INFO : Running in BOINC Client mode [2022-03-09 23:10:11 main:444] : INFO : Resolving all filenames [2022-03-09 23:10:11 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-09 23:10:11 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-09 23:10:11 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 1) [2022-03-09 23:10:11 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-03-09 23:10:11 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-09 23:10:11 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-09 23:10:11 main:474] : INFO : Configuration: [2022-03-09 23:10:11 main:475] : INFO : Model type: GRU [2022-03-09 23:10:11 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-09 23:10:11 main:477] : INFO : Max Epochs: 2048 [2022-03-09 23:10:11 main:478] : INFO : Batch Size: 128 [2022-03-09 23:10:11 main:479] : INFO : Learning Rate: 0.01 [2022-03-09 23:10:11 main:480] : INFO : Patience: 10 [2022-03-09 23:10:11 main:481] : INFO : Hidden Width: 12 [2022-03-09 23:10:11 main:482] : INFO : # Recurrent Layers: 4 [2022-03-09 23:10:11 main:483] : INFO : # Backend Layers: 4 [2022-03-09 23:10:11 main:484] : INFO : # Threads: 1 [2022-03-09 23:10:11 main:486] : INFO : Preparing Dataset [2022-03-09 23:10:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-09 23:10:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-09 23:10:13 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-09 23:10:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-09 23:10:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-09 23:10:13 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-09 23:10:13 main:494] : INFO : Creating Model [2022-03-09 23:10:13 main:507] : INFO : Preparing config file [2022-03-09 23:10:13 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-09 23:10:13 main:512] : INFO : Loading config [2022-03-09 23:10:13 main:514] : INFO : Loading state [2022-03-09 23:10:15 main:559] : INFO : Loading DataLoader into Memory [2022-03-09 23:10:15 main:562] : INFO : Starting Training [2022-03-09 23:10:15 main:597] : INFO : Saving trained model to model-final.pt, val_loss 9999 [2022-03-09 23:10:15 main:603] : INFO : Saving end state to config to file [2022-03-09 23:10:15 main:608] : INFO : Success, exiting.. 23:10:15 (8676): 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)