Task 11990726
| Name | ParityModified-1639960515-25528-3-0_0 |
| Workunit | 9182407 |
| Created | 24 Feb 2022, 17:26:04 UTC |
| Sent | 27 Feb 2022, 13:25:54 UTC |
| Report deadline | 7 Mar 2022, 13:25:54 UTC |
| Received | 1 Mar 2022, 3:50:41 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1150 |
| Run time | 57 min 8 sec |
| CPU time | 55 min 22 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,174.91 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.18 GB |
| Peak swap size | 3.48 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> INFO : Running in BOINC Client mode [2022-02-28 21:37:10 main:444] : INFO : Resolving all filenames [2022-02-28 21:37:10 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-28 21:37:10 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-28 21:37:10 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-28 21:37:10 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-28 21:37:10 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-28 21:37:10 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-28 21:37:10 main:474] : INFO : Configuration: [2022-02-28 21:37:10 main:475] : INFO : Model type: GRU [2022-02-28 21:37:10 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-28 21:37:10 main:477] : INFO : Max Epochs: 2048 [2022-02-28 21:37:10 main:478] : INFO : Batch Size: 128 [2022-02-28 21:37:10 main:479] : INFO : Learning Rate: 0.01 [2022-02-28 21:37:10 main:480] : INFO : Patience: 10 [2022-02-28 21:37:10 main:481] : INFO : Hidden Width: 12 [2022-02-28 21:37:10 main:482] : INFO : # Recurrent Layers: 4 [2022-02-28 21:37:10 main:483] : INFO : # Backend Layers: 4 [2022-02-28 21:37:10 main:484] : INFO : # Threads: 1 [2022-02-28 21:37:10 main:486] : INFO : Preparing Dataset [2022-02-28 21:37:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-28 21:37:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-28 21:37:12 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-28 21:37:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-28 21:37:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-28 21:37:12 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-28 21:37:12 main:494] : INFO : Creating Model [2022-02-28 21:37:12 main:507] : INFO : Preparing config file [2022-02-28 21:37:12 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-28 21:37:12 main:512] : INFO : Loading config [2022-02-28 21:37:12 main:514] : INFO : Loading state [2022-02-28 21:37:12 main:559] : INFO : Loading DataLoader into Memory [2022-02-28 21:37:12 main:562] : INFO : Starting Training [2022-02-28 21:37:14 main:574] : INFO : Epoch 1625 | loss: 0.0327122 | val_loss: 0.031595 | Time: 1822.68 ms [2022-02-28 21:37:16 main:574] : INFO : Epoch 1626 | loss: 0.0314001 | val_loss: 0.0312734 | Time: 1617.96 ms [2022-02-28 21:37:17 main:574] : INFO : Epoch 1627 | loss: 0.0312713 | val_loss: 0.0312595 | Time: 1642.77 ms [2022-02-28 21:37:19 main:574] : INFO : Epoch 1628 | loss: 0.0312473 | val_loss: 0.0312376 | Time: 1645.1 ms [2022-02-28 21:37:21 main:574] : INFO : Epoch 1629 | loss: 0.0312347 | val_loss: 0.0312277 | Time: 1629.24 ms [2022-02-28 21:37:22 main:574] : INFO : Epoch 1630 | loss: 0.0312244 | val_loss: 0.0312165 | Time: 1627.53 ms [2022-02-28 21:37:24 main:574] : INFO : Epoch 1631 | loss: 0.0312149 | val_loss: 0.031208 | Time: 1634.25 ms [2022-02-28 21:37:26 main:574] : INFO : Epoch 1632 | loss: 0.031207 | val_loss: 0.0312019 | Time: 1639.54 ms [2022-02-28 21:37:27 main:574] : INFO : Epoch 1633 | loss: 0.0312009 | val_loss: 0.0311977 | Time: 1646.98 ms [2022-02-28 21:37:29 main:574] : INFO : Epoch 1634 | loss: 0.0311982 | val_loss: 0.0311941 | Time: 1645.33 ms [2022-02-28 21:37:31 main:574] : INFO : Epoch 1635 | loss: 0.0311954 | val_loss: 0.0311939 | Time: 1637.1 ms [2022-02-28 21:37:32 main:574] : INFO : Epoch 1636 | loss: 0.0311959 | val_loss: 0.0311948 | Time: 1629.77 ms [2022-02-28 21:37:34 main:574] : INFO : Epoch 1637 | loss: 0.031195 | val_loss: 0.0311925 | Time: 1645.62 ms [2022-02-28 21:37:36 main:574] : INFO : Epoch 1638 | loss: 0.0311945 | val_loss: 0.0311936 | Time: 1645.6 ms [2022-02-28 21:37:37 main:574] : INFO : Epoch 1639 | loss: 0.0311945 | val_loss: 0.0311931 | Time: 1647.46 ms [2022-02-28 21:37:39 main:574] : INFO : Epoch 1640 | loss: 0.0311935 | val_loss: 0.0311908 | Time: 1627.11 ms [2022-02-28 21:37:41 main:574] : INFO : Epoch 1641 | loss: 0.0311932 | val_loss: 0.0311922 | Time: 1636.45 ms [2022-02-28 21:37:42 main:574] : INFO : Epoch 1642 | loss: 0.0311944 | val_loss: 0.0311918 | Time: 1635.34 ms [2022-02-28 21:37:44 main:574] : INFO : Epoch 1643 | loss: 0.031194 | val_loss: 0.0311914 | Time: 1632.95 ms [2022-02-28 21:37:45 main:574] : INFO : Epoch 1644 | loss: 0.0311931 | val_loss: 0.0311914 | Time: 1643.5 ms [2022-02-28 21:37:47 main:574] : INFO : Epoch 1645 | loss: 0.0311925 | val_loss: 0.0311934 | Time: 1649.89 ms [2022-02-28 21:37:49 main:574] : INFO : Epoch 1646 | loss: 0.0311929 | val_loss: 0.0311922 | Time: 1647.2 ms [2022-02-28 21:37:50 main:574] : INFO : Epoch 1647 | loss: 0.0311922 | val_loss: 0.0311909 | Time: 1637.43 ms [2022-02-28 21:37:52 main:574] : INFO : Epoch 1648 | loss: 0.031191 | val_loss: 0.0311899 | Time: 1636.17 ms [2022-02-28 21:37:54 main:574] : INFO : Epoch 1649 | loss: 0.031191 | val_loss: 0.03119 | Time: 1630.41 ms [2022-02-28 21:37:55 main:574] : INFO : Epoch 1650 | loss: 0.0311908 | val_loss: 0.0311899 | Time: 1642.31 ms [2022-02-28 21:37:57 main:574] : INFO : Epoch 1651 | loss: 0.0311912 | val_loss: 0.0311901 | Time: 1653.17 ms [2022-02-28 21:37:59 main:574] : INFO : Epoch 1652 | loss: 0.0311919 | val_loss: 0.0311946 | Time: 1653.77 ms [2022-02-28 21:38:00 main:574] : INFO : Epoch 1653 | loss: 0.0311911 | val_loss: 0.0311897 | Time: 1635.66 ms [2022-02-28 21:38:02 main:574] : INFO : Epoch 1654 | loss: 0.0311913 | val_loss: 0.0311927 | Time: 1641.37 ms [2022-02-28 21:38:04 main:574] : INFO : Epoch 1655 | loss: 0.0311919 | val_loss: 0.03119 | Time: 1639.12 ms [2022-02-28 21:38:05 main:574] : INFO : Epoch 1656 | loss: 0.0311903 | val_loss: 0.0311902 | Time: 1637.82 ms [2022-02-28 21:38:07 main:574] : INFO : Epoch 1657 | loss: 0.0311906 | val_loss: 0.0311915 | Time: 1640.02 ms [2022-02-28 21:38:09 main:574] : INFO : Epoch 1658 | loss: 0.0311899 | val_loss: 0.0311894 | Time: 1654.28 ms [2022-02-28 21:38:10 main:574] : INFO : Epoch 1659 | loss: 0.0311907 | val_loss: 0.0311896 | Time: 1634.4 ms [2022-02-28 21:38:12 main:574] : INFO : Epoch 1660 | loss: 0.0311893 | val_loss: 0.0311893 | Time: 1640.29 ms [2022-02-28 21:38:13 main:574] : INFO : Epoch 1661 | loss: 0.0311892 | val_loss: 0.0311881 | Time: 1640.5 ms [2022-02-28 21:38:15 main:574] : INFO : Epoch 1662 | loss: 0.0311903 | val_loss: 0.0311889 | Time: 1644.69 ms [2022-02-28 21:38:17 main:574] : INFO : Epoch 1663 | loss: 0.0311901 | val_loss: 0.0311892 | Time: 1638.25 ms [2022-02-28 21:38:18 main:574] : INFO : Epoch 1664 | loss: 0.0311905 | val_loss: 0.0312007 | Time: 1652.14 ms [2022-02-28 21:38:20 main:574] : INFO : Epoch 1665 | loss: 0.0311923 | val_loss: 0.0311896 | Time: 1638.59 ms [2022-02-28 21:38:22 main:574] : INFO : Epoch 1666 | loss: 0.0311881 | val_loss: 0.0311883 | Time: 1640.17 ms [2022-02-28 21:38:23 main:574] : INFO : Epoch 1667 | loss: 0.031188 | val_loss: 0.0311913 | Time: 1635.69 ms [2022-02-28 21:38:25 main:574] : INFO : Epoch 1668 | loss: 0.0311906 | val_loss: 0.0311893 | Time: 1638.32 ms [2022-02-28 21:38:27 main:574] : INFO : Epoch 1669 | loss: 0.0311925 | val_loss: 0.0311893 | Time: 1640.76 ms [2022-02-28 21:38:28 main:574] : INFO : Epoch 1670 | loss: 0.0311904 | val_loss: 0.031189 | Time: 1655.49 ms [2022-02-28 21:38:30 main:574] : INFO : Epoch 1671 | loss: 0.031189 | val_loss: 0.0311915 | Time: 1634.63 ms [2022-02-28 21:38:32 main:574] : INFO : Epoch 1672 | loss: 0.0311893 | val_loss: 0.0311905 | Time: 1632.85 ms [2022-02-28 21:38:33 main:574] : INFO : Epoch 1673 | loss: 0.0311882 | val_loss: 0.0311879 | Time: 1634.09 ms [2022-02-28 21:38:35 main:574] : INFO : Epoch 1674 | loss: 0.0311873 | val_loss: 0.0311875 | Time: 1646.07 ms [2022-02-28 21:38:36 main:574] : INFO : Epoch 1675 | loss: 0.0311885 | val_loss: 0.031189 | Time: 1629.7 ms [2022-02-28 21:38:38 main:574] : INFO : Epoch 1676 | loss: 0.0311877 | val_loss: 0.031187 | Time: 1656.36 ms [2022-02-28 21:38:40 main:574] : INFO : Epoch 1677 | loss: 0.0311877 | val_loss: 0.0311878 | Time: 1634.13 ms [2022-02-28 21:38:41 main:574] : INFO : Epoch 1678 | loss: 0.0311865 | val_loss: 0.0311875 | Time: 1642.41 ms [2022-02-28 21:38:43 main:574] : INFO : Epoch 1679 | loss: 0.0311859 | val_loss: 0.0311883 | Time: 1629.37 ms [2022-02-28 21:38:45 main:574] : INFO : Epoch 1680 | loss: 0.0311858 | val_loss: 0.03119 | Time: 1645.3 ms [2022-02-28 21:38:46 main:574] : INFO : Epoch 1681 | loss: 0.0311902 | val_loss: 0.031193 | Time: 1632.34 ms [2022-02-28 21:38:48 main:574] : INFO : Epoch 1682 | loss: 0.0311903 | val_loss: 0.0311912 | Time: 1654.05 ms [2022-02-28 21:38:50 main:574] : INFO : Epoch 1683 | loss: 0.0311896 | val_loss: 0.0311896 | Time: 1634.89 ms [2022-02-28 21:38:51 main:574] : INFO : Epoch 1684 | loss: 0.0311879 | val_loss: 0.0311865 | Time: 1643.97 ms [2022-02-28 21:38:53 main:574] : INFO : Epoch 1685 | loss: 0.0311892 | val_loss: 0.0311864 | Time: 1636.6 ms [2022-02-28 21:38:55 main:574] : INFO : Epoch 1686 | loss: 0.0311868 | val_loss: 0.0311855 | Time: 1643.54 ms [2022-02-28 21:38:56 main:574] : INFO : Epoch 1687 | loss: 0.0311865 | val_loss: 0.0311849 | Time: 1636.7 ms [2022-02-28 21:38:58 main:574] : INFO : Epoch 1688 | loss: 0.0311873 | val_loss: 0.0311919 | Time: 1653.38 ms [2022-02-28 21:39:00 main:574] : INFO : Epoch 1689 | loss: 0.0311892 | val_loss: 0.0311898 | Time: 1640.3 ms [2022-02-28 21:39:01 main:574] : INFO : Epoch 1690 | loss: 0.0311873 | val_loss: 0.0311859 | Time: 1643.34 ms [2022-02-28 21:39:03 main:574] : INFO : Epoch 1691 | loss: 0.0311849 | val_loss: 0.0311874 | Time: 1629.78 ms [2022-02-28 21:39:04 main:574] : INFO : Epoch 1692 | loss: 0.0311843 | val_loss: 0.0311843 | Time: 1647.83 ms [2022-02-28 21:39:06 main:574] : INFO : Epoch 1693 | loss: 0.0311863 | val_loss: 0.0311858 | Time: 1640.91 ms [2022-02-28 21:39:08 main:574] : INFO : Epoch 1694 | loss: 0.0311838 | val_loss: 0.0311848 | Time: 1654.38 ms [2022-02-28 21:39:09 main:574] : INFO : Epoch 1695 | loss: 0.0311834 | val_loss: 0.0311853 | Time: 1637.01 ms [2022-02-28 21:39:11 main:574] : INFO : Epoch 1696 | loss: 0.0311852 | val_loss: 0.0311874 | Time: 1641.48 ms [2022-02-28 21:39:13 main:574] : INFO : Epoch 1697 | loss: 0.0311843 | val_loss: 0.0311894 | Time: 1635.88 ms [2022-02-28 21:39:14 main:574] : INFO : Epoch 1698 | loss: 0.0311895 | val_loss: 0.0311878 | Time: 1640.93 ms [2022-02-28 21:39:16 main:574] : INFO : Epoch 1699 | loss: 0.031184 | val_loss: 0.0311943 | Time: 1645.5 ms [2022-02-28 21:39:18 main:574] : INFO : Epoch 1700 | loss: 0.031189 | val_loss: 0.0311815 | Time: 1651.5 ms [2022-02-28 21:39:19 main:574] : INFO : Epoch 1701 | loss: 0.0311843 | val_loss: 0.0311843 | Time: 1641.56 ms [2022-02-28 21:39:21 main:574] : INFO : Epoch 1702 | loss: 0.0311848 | val_loss: 0.0311823 | Time: 1642.62 ms [2022-02-28 21:39:23 main:574] : INFO : Epoch 1703 | loss: 0.0311831 | val_loss: 0.0311808 | Time: 1634.3 ms [2022-02-28 21:39:24 main:574] : INFO : Epoch 1704 | loss: 0.0311841 | val_loss: 0.0311892 | Time: 1647.71 ms [2022-02-28 21:39:26 main:574] : INFO : Epoch 1705 | loss: 0.0311848 | val_loss: 0.0311845 | Time: 1644.93 ms [2022-02-28 21:39:28 main:574] : INFO : Epoch 1706 | loss: 0.0311885 | val_loss: 0.0311859 | Time: 1646.86 ms [2022-02-28 21:39:29 main:574] : INFO : Epoch 1707 | loss: 0.0311855 | val_loss: 0.0311821 | Time: 1634.72 ms [2022-02-28 21:39:31 main:574] : INFO : Epoch 1708 | loss: 0.0311844 | val_loss: 0.0311818 | Time: 1633.93 ms [2022-02-28 21:39:33 main:574] : INFO : Epoch 1709 | loss: 0.0311838 | val_loss: 0.0311854 | Time: 1638.26 ms [2022-02-28 21:39:34 main:574] : INFO : Epoch 1710 | loss: 0.0311858 | val_loss: 0.031182 | Time: 1642.93 ms [2022-02-28 21:39:36 main:574] : INFO : Epoch 1711 | loss: 0.0311826 | val_loss: 0.031181 | Time: 1648.94 ms [2022-02-28 21:39:37 main:574] : INFO : Epoch 1712 | loss: 0.0311851 | val_loss: 0.0311833 | Time: 1658.66 ms [2022-02-28 21:39:39 main:574] : INFO : Epoch 1713 | loss: 0.0311838 | val_loss: 0.0311838 | Time: 1638 ms [2022-02-28 21:39:41 main:574] : INFO : Epoch 1714 | loss: 0.0311841 | val_loss: 0.0311825 | Time: 1635.57 ms [2022-02-28 21:39:42 main:574] : INFO : Epoch 1715 | loss: 0.0311831 | val_loss: 0.0311833 | Time: 1640.52 ms [2022-02-28 21:39:44 main:574] : INFO : Epoch 1716 | loss: 0.0311858 | val_loss: 0.0311856 | Time: 1628.84 ms [2022-02-28 21:39:46 main:574] : INFO : Epoch 1717 | loss: 0.0311845 | val_loss: 0.031183 | Time: 1643.66 ms [2022-02-28 21:39:47 main:574] : INFO : Epoch 1718 | loss: 0.0311827 | val_loss: 0.0311885 | Time: 1654.89 ms [2022-02-28 21:39:49 main:574] : INFO : Epoch 1719 | loss: 0.0311865 | val_loss: 0.0311956 | Time: 1656.25 ms [2022-02-28 21:39:51 main:574] : INFO : Epoch 1720 | loss: 0.0311848 | val_loss: 0.031184 | Time: 1630.6 ms [2022-02-28 21:39:52 main:574] : INFO : Epoch 1721 | loss: 0.0311848 | val_loss: 0.0311908 | Time: 1644.03 ms [2022-02-28 21:39:54 main:574] : INFO : Epoch 1722 | loss: 0.0311845 | val_loss: 0.0311851 | Time: 1629 ms [2022-02-28 21:39:56 main:574] : INFO : Epoch 1723 | loss: 0.031188 | val_loss: 0.0311879 | Time: 1648.52 ms [2022-02-28 21:39:57 main:574] : INFO : Epoch 1724 | loss: 0.0311827 | val_loss: 0.0311828 | Time: 1651.53 ms [2022-02-28 21:39:59 main:574] : INFO : Epoch 1725 | loss: 0.0311815 | val_loss: 0.0311845 | Time: 1646.99 ms [2022-02-28 21:40:01 main:574] : INFO : Epoch 1726 | loss: 0.0311814 | val_loss: 0.0311916 | Time: 1638.5 ms [2022-02-28 21:40:02 main:574] : INFO : Epoch 1727 | loss: 0.0311839 | val_loss: 0.0311829 | Time: 1642.2 ms [2022-02-28 21:40:04 main:574] : INFO : Epoch 1728 | loss: 0.0311823 | val_loss: 0.0311847 | Time: 1638.39 ms [2022-02-28 21:40:05 main:574] : INFO : Epoch 1729 | loss: 0.0311911 | val_loss: 0.0311867 | Time: 1644.82 ms [2022-02-28 21:40:07 main:574] : INFO : Epoch 1730 | loss: 0.0311839 | val_loss: 0.0311852 | Time: 1639.57 ms [2022-02-28 21:40:09 main:574] : INFO : Epoch 1731 | loss: 0.0311867 | val_loss: 0.0311829 | Time: 1651.2 ms [2022-02-28 21:40:10 main:574] : INFO : Epoch 1732 | loss: 0.0311812 | val_loss: 0.0311837 | Time: 1630.74 ms [2022-02-28 21:40:12 main:574] : INFO : Epoch 1733 | loss: 0.0311857 | val_loss: 0.0311858 | Time: 1645.15 ms [2022-02-28 21:40:14 main:574] : INFO : Epoch 1734 | loss: 0.0311828 | val_loss: 0.0311836 | Time: 1628.22 ms [2022-02-28 21:40:15 main:574] : INFO : Epoch 1735 | loss: 0.031181 | val_loss: 0.0311846 | Time: 1642.15 ms [2022-02-28 21:40:17 main:574] : INFO : Epoch 1736 | loss: 0.0311807 | val_loss: 0.0311841 | Time: 1642.28 ms [2022-02-28 21:40:19 main:574] : INFO : Epoch 1737 | loss: 0.0311801 | val_loss: 0.0311831 | Time: 1669.19 ms [2022-02-28 21:40:20 main:574] : INFO : Epoch 1738 | loss: 0.031184 | val_loss: 0.0311881 | Time: 1645.59 ms [2022-02-28 21:40:22 main:574] : INFO : Epoch 1739 | loss: 0.0311972 | val_loss: 0.0312017 | Time: 1638.49 ms [2022-02-28 21:40:24 main:574] : INFO : Epoch 1740 | loss: 0.0311898 | val_loss: 0.031184 | Time: 1639.68 ms [2022-02-28 21:40:25 main:574] : INFO : Epoch 1741 | loss: 0.0311827 | val_loss: 0.0311923 | Time: 1639.02 ms [2022-02-28 21:40:27 main:574] : INFO : Epoch 1742 | loss: 0.0311855 | val_loss: 0.0311931 | Time: 1652.51 ms [2022-02-28 21:40:29 main:574] : INFO : Epoch 1743 | loss: 0.0311847 | val_loss: 0.0311832 | Time: 1647.25 ms [2022-02-28 21:40:30 main:574] : INFO : Epoch 1744 | loss: 0.0311833 | val_loss: 0.0311882 | Time: 1635.9 ms [2022-02-28 21:40:32 main:574] : INFO : Epoch 1745 | loss: 0.0311831 | val_loss: 0.0311844 | Time: 1636.2 ms [2022-02-28 21:40:34 main:574] : INFO : Epoch 1746 | loss: 0.0311815 | val_loss: 0.0311831 | Time: 1641.63 ms [2022-02-28 21:40:35 main:574] : INFO : Epoch 1747 | loss: 0.031183 | val_loss: 0.0311885 | Time: 1645.5 ms [2022-02-28 21:40:37 main:574] : INFO : Epoch 1748 | loss: 0.0311824 | val_loss: 0.0311892 | Time: 1636.17 ms [2022-02-28 21:40:39 main:574] : INFO : Epoch 1749 | loss: 0.03118 | val_loss: 0.0311864 | Time: 1680.81 ms [2022-02-28 21:40:40 main:574] : INFO : Epoch 1750 | loss: 0.0311799 | val_loss: 0.0311847 | Time: 1635.19 ms [2022-02-28 21:40:42 main:574] : INFO : Epoch 1751 | loss: 0.03118 | val_loss: 0.0311843 | Time: 1636.23 ms [2022-02-28 21:40:43 main:574] : INFO : Epoch 1752 | loss: 0.0311798 | val_loss: 0.0311871 | Time: 1639.21 ms [2022-02-28 21:40:45 main:574] : INFO : Epoch 1753 | loss: 0.0311803 | val_loss: 0.0311979 | Time: 1642.86 ms [2022-02-28 21:40:47 main:574] : INFO : Epoch 1754 | loss: 0.0311854 | val_loss: 0.0311844 | Time: 1639.85 ms [2022-02-28 21:40:48 main:574] : INFO : Epoch 1755 | loss: 0.0311796 | val_loss: 0.0311838 | Time: 1658.51 ms [2022-02-28 21:40:50 main:574] : INFO : Epoch 1756 | loss: 0.0311785 | val_loss: 0.031184 | Time: 1635.74 ms [2022-02-28 21:40:52 main:574] : INFO : Epoch 1757 | loss: 0.0311815 | val_loss: 0.031185 | Time: 1641.58 ms [2022-02-28 21:40:53 main:574] : INFO : Epoch 1758 | loss: 0.0311795 | val_loss: 0.0311868 | Time: 1639.29 ms [2022-02-28 21:40:55 main:574] : INFO : Epoch 1759 | loss: 0.0311812 | val_loss: 0.0311839 | Time: 1641.2 ms [2022-02-28 21:40:57 main:574] : INFO : Epoch 1760 | loss: 0.0311786 | val_loss: 0.0311887 | Time: 1648.84 ms [2022-02-28 21:40:58 main:574] : INFO : Epoch 1761 | loss: 0.0311829 | val_loss: 0.0311916 | Time: 1648.84 ms [2022-02-28 21:41:00 main:574] : INFO : Epoch 1762 | loss: 0.0311797 | val_loss: 0.0311863 | Time: 1652.33 ms [2022-02-28 21:41:02 main:574] : INFO : Epoch 1763 | loss: 0.0311795 | val_loss: 0.0311852 | Time: 1636.08 ms [2022-02-28 21:41:03 main:574] : INFO : Epoch 1764 | loss: 0.0311819 | val_loss: 0.0311916 | Time: 1636.78 ms [2022-02-28 21:41:05 main:574] : INFO : Epoch 1765 | loss: 0.0311822 | val_loss: 0.0311871 | Time: 1647.49 ms [2022-02-28 21:41:07 main:574] : INFO : Epoch 1766 | loss: 0.0311791 | val_loss: 0.0311853 | Time: 1645.31 ms [2022-02-28 21:41:08 main:574] : INFO : Epoch 1767 | loss: 0.0311803 | val_loss: 0.0312016 | Time: 1644.32 ms [2022-02-28 21:41:10 main:574] : INFO : Epoch 1768 | loss: 0.0311833 | val_loss: 0.031188 | Time: 1637.5 ms [2022-02-28 21:41:11 main:574] : INFO : Epoch 1769 | loss: 0.0311782 | val_loss: 0.0311848 | Time: 1637.96 ms [2022-02-28 21:41:13 main:574] : INFO : Epoch 1770 | loss: 0.0311778 | val_loss: 0.031184 | Time: 1635.57 ms [2022-02-28 21:41:15 main:574] : INFO : Epoch 1771 | loss: 0.0311797 | val_loss: 0.0311834 | Time: 1644.66 ms [2022-02-28 21:41:16 main:574] : INFO : Epoch 1772 | loss: 0.031179 | val_loss: 0.0311923 | Time: 1639.83 ms [2022-02-28 21:41:18 main:574] : INFO : Epoch 1773 | loss: 0.0311819 | val_loss: 0.0311845 | Time: 1652.65 ms [2022-02-28 21:41:20 main:574] : INFO : Epoch 1774 | loss: 0.0311791 | val_loss: 0.0311906 | Time: 1644.44 ms [2022-02-28 21:41:21 main:574] : INFO : Epoch 1775 | loss: 0.0311869 | val_loss: 0.0311858 | Time: 1636.24 ms [2022-02-28 21:41:23 main:574] : INFO : Epoch 1776 | loss: 0.0311833 | val_loss: 0.0311872 | Time: 1634.04 ms [2022-02-28 21:41:25 main:574] : INFO : Epoch 1777 | loss: 0.0311795 | val_loss: 0.0311845 | Time: 1654.7 ms [2022-02-28 21:41:26 main:574] : INFO : Epoch 1778 | loss: 0.0311788 | val_loss: 0.0311831 | Time: 1642.92 ms [2022-02-28 21:41:28 main:574] : INFO : Epoch 1779 | loss: 0.0311794 | val_loss: 0.0311822 | Time: 1651.68 ms [2022-02-28 21:41:30 main:574] : INFO : Epoch 1780 | loss: 0.0311818 | val_loss: 0.0311843 | Time: 1641.9 ms [2022-02-28 21:41:31 main:574] : INFO : Epoch 1781 | loss: 0.0311805 | val_loss: 0.0311866 | Time: 1633.62 ms [2022-02-28 21:41:33 main:574] : INFO : Epoch 1782 | loss: 0.0311811 | val_loss: 0.031183 | Time: 1637.15 ms [2022-02-28 21:41:35 main:574] : INFO : Epoch 1783 | loss: 0.0311787 | val_loss: 0.0311868 | Time: 1648.48 ms [2022-02-28 21:41:36 main:574] : INFO : Epoch 1784 | loss: 0.0311806 | val_loss: 0.0311832 | Time: 1641.48 ms [2022-02-28 21:41:38 main:574] : INFO : Epoch 1785 | loss: 0.0311805 | val_loss: 0.0311884 | Time: 1645.47 ms [2022-02-28 21:41:40 main:574] : INFO : Epoch 1786 | loss: 0.0311831 | val_loss: 0.0311877 | Time: 1637.52 ms [2022-02-28 21:41:41 main:574] : INFO : Epoch 1787 | loss: 0.031184 | val_loss: 0.031209 | Time: 1631.13 ms [2022-02-28 21:41:43 main:574] : INFO : Epoch 1788 | loss: 0.0311905 | val_loss: 0.031199 | Time: 1640.06 ms [2022-02-28 21:41:44 main:574] : INFO : Epoch 1789 | loss: 0.0311852 | val_loss: 0.0311875 | Time: 1638.96 ms [2022-02-28 21:41:46 main:574] : INFO : Epoch 1790 | loss: 0.0311797 | val_loss: 0.0311841 | Time: 1646.53 ms [2022-02-28 21:41:48 main:574] : INFO : Epoch 1791 | loss: 0.0311786 | val_loss: 0.0311841 | Time: 1646.17 ms [2022-02-28 21:41:49 main:574] : INFO : Epoch 1792 | loss: 0.031178 | val_loss: 0.0311823 | Time: 1648.42 ms [2022-02-28 21:41:51 main:574] : INFO : Epoch 1793 | loss: 0.0311764 | val_loss: 0.0311832 | Time: 1635.84 ms [2022-02-28 21:41:53 main:574] : INFO : Epoch 1794 | loss: 0.0311779 | val_loss: 0.0311847 | Time: 1645.68 ms [2022-02-28 21:41:54 main:574] : INFO : Epoch 1795 | loss: 0.0311804 | val_loss: 0.0311893 | Time: 1630.63 ms [2022-02-28 21:41:56 main:574] : INFO : Epoch 1796 | loss: 0.0311786 | val_loss: 0.0311853 | Time: 1652.14 ms [2022-02-28 21:41:58 main:574] : INFO : Epoch 1797 | loss: 0.0311774 | val_loss: 0.0311822 | Time: 1651.53 ms [2022-02-28 21:41:59 main:574] : INFO : Epoch 1798 | loss: 0.0311784 | val_loss: 0.0311902 | Time: 1640.67 ms [2022-02-28 21:42:01 main:574] : INFO : Epoch 1799 | loss: 0.0311867 | val_loss: 0.0311867 | Time: 1628.59 ms [2022-02-28 21:42:03 main:574] : INFO : Epoch 1800 | loss: 0.0311803 | val_loss: 0.0311838 | Time: 1639.23 ms [2022-02-28 21:42:04 main:574] : INFO : Epoch 1801 | loss: 0.0311786 | val_loss: 0.0311879 | Time: 1639.05 ms [2022-02-28 21:42:06 main:574] : INFO : Epoch 1802 | loss: 0.0311787 | val_loss: 0.0311825 | Time: 1643.48 ms [2022-02-28 21:42:08 main:574] : INFO : Epoch 1803 | loss: 0.0311786 | val_loss: 0.0311863 | Time: 1645.88 ms [2022-02-28 21:42:09 main:574] : INFO : Epoch 1804 | loss: 0.0311847 | val_loss: 0.0311865 | Time: 1644.23 ms [2022-02-28 21:42:11 main:574] : INFO : Epoch 1805 | loss: 0.0311884 | val_loss: 0.031189 | Time: 1637.84 ms [2022-02-28 21:42:12 main:574] : INFO : Epoch 1806 | loss: 0.0311873 | val_loss: 0.0312061 | Time: 1643.79 ms [2022-02-28 21:42:14 main:574] : INFO : Epoch 1807 | loss: 0.0311881 | val_loss: 0.0311919 | Time: 1642.15 ms [2022-02-28 21:42:16 main:574] : INFO : Epoch 1808 | loss: 0.0311871 | val_loss: 0.0311899 | Time: 1652.3 ms [2022-02-28 21:42:17 main:574] : INFO : Epoch 1809 | loss: 0.0311872 | val_loss: 0.0311934 | Time: 1655.66 ms [2022-02-28 21:42:19 main:574] : INFO : Epoch 1810 | loss: 0.0311841 | val_loss: 0.0311888 | Time: 1647.71 ms [2022-02-28 21:42:21 main:574] : INFO : Epoch 1811 | loss: 0.0311835 | val_loss: 0.0311864 | Time: 1630.51 ms [2022-02-28 21:42:22 main:574] : INFO : Epoch 1812 | loss: 0.0311817 | val_loss: 0.0311871 | Time: 1640.55 ms [2022-02-28 21:42:24 main:574] : INFO : Epoch 1813 | loss: 0.0311841 | val_loss: 0.031192 | Time: 1636.32 ms [2022-02-28 21:42:26 main:574] : INFO : Epoch 1814 | loss: 0.0311879 | val_loss: 0.0311877 | Time: 1643.66 ms [2022-02-28 21:42:27 main:574] : INFO : Epoch 1815 | loss: 0.0311877 | val_loss: 0.0311902 | Time: 1647 ms [2022-02-28 21:42:29 main:574] : INFO : Epoch 1816 | loss: 0.0311849 | val_loss: 0.0311877 | Time: 1648.45 ms [2022-02-28 21:42:31 main:574] : INFO : Epoch 1817 | loss: 0.031185 | val_loss: 0.0311866 | Time: 1641.16 ms [2022-02-28 21:42:32 main:574] : INFO : Epoch 1818 | loss: 0.0311822 | val_loss: 0.0311909 | Time: 1640 ms [2022-02-28 21:42:34 main:574] : INFO : Epoch 1819 | loss: 0.0311846 | val_loss: 0.0311944 | Time: 1648.58 ms [2022-02-28 21:42:36 main:574] : INFO : Epoch 1820 | loss: 0.0311861 | val_loss: 0.0311869 | Time: 1641.97 ms [2022-02-28 21:42:37 main:574] : INFO : Epoch 1821 | loss: 0.0311842 | val_loss: 0.0311873 | Time: 1637.4 ms [2022-02-28 21:42:39 main:574] : INFO : Epoch 1822 | loss: 0.0311852 | val_loss: 0.0311885 | Time: 1647.35 ms [2022-02-28 21:42:40 main:574] : INFO : Epoch 1823 | loss: 0.0311867 | val_loss: 0.0311928 | Time: 1633.86 ms [2022-02-28 21:42:42 main:574] : INFO : Epoch 1824 | loss: 0.0311913 | val_loss: 0.0311912 | Time: 1635.8 ms [2022-02-28 21:42:44 main:574] : INFO : Epoch 1825 | loss: 0.0311877 | val_loss: 0.0311888 | Time: 1645.08 ms [2022-02-28 21:42:45 main:574] : INFO : Epoch 1826 | loss: 0.0311864 | val_loss: 0.0311881 | Time: 1638.54 ms [2022-02-28 21:42:47 main:574] : INFO : Epoch 1827 | loss: 0.031186 | val_loss: 0.0311908 | Time: 1656.17 ms [2022-02-28 21:42:49 main:574] : INFO : Epoch 1828 | loss: 0.0311873 | val_loss: 0.03119 | Time: 1643.97 ms [2022-02-28 21:42:50 main:574] : INFO : Epoch 1829 | loss: 0.0311875 | val_loss: 0.0311879 | Time: 1634.91 ms [2022-02-28 21:42:52 main:574] : INFO : Epoch 1830 | loss: 0.0311861 | val_loss: 0.0311868 | Time: 1644.75 ms [2022-02-28 21:42:54 main:574] : INFO : Epoch 1831 | loss: 0.0311859 | val_loss: 0.0311892 | Time: 1641.58 ms [2022-02-28 21:42:55 main:574] : INFO : Epoch 1832 | loss: 0.0311847 | val_loss: 0.0311897 | Time: 1639.6 ms [2022-02-28 21:42:57 main:574] : INFO : Epoch 1833 | loss: 0.0311873 | val_loss: 0.0311871 | Time: 1642.42 ms [2022-02-28 21:42:59 main:574] : INFO : Epoch 1834 | loss: 0.0311879 | val_loss: 0.0311869 | Time: 1648 ms [2022-02-28 21:43:00 main:574] : INFO : Epoch 1835 | loss: 0.0311868 | val_loss: 0.0311894 | Time: 1638.44 ms [2022-02-28 21:43:02 main:574] : INFO : Epoch 1836 | loss: 0.0311868 | val_loss: 0.0311902 | Time: 1638.56 ms [2022-02-28 21:43:04 main:574] : INFO : Epoch 1837 | loss: 0.0311859 | val_loss: 0.031188 | Time: 1651.03 ms [2022-02-28 21:43:05 main:574] : INFO : Epoch 1838 | loss: 0.0311844 | val_loss: 0.031187 | Time: 1685.49 ms [2022-02-28 21:43:07 main:574] : INFO : Epoch 1839 | loss: 0.0311835 | val_loss: 0.0311863 | Time: 1658.42 ms [2022-02-28 21:43:09 main:574] : INFO : Epoch 1840 | loss: 0.0311837 | val_loss: 0.0311865 | Time: 1658.62 ms [2022-02-28 21:43:10 main:574] : INFO : Epoch 1841 | loss: 0.0311845 | val_loss: 0.0311869 | Time: 1639.54 ms [2022-02-28 21:43:12 main:574] : INFO : Epoch 1842 | loss: 0.0311852 | val_loss: 0.0311854 | Time: 1638 ms [2022-02-28 21:43:14 main:574] : INFO : Epoch 1843 | loss: 0.031184 | val_loss: 0.0311865 | Time: 1645.77 ms [2022-02-28 21:43:15 main:574] : INFO : Epoch 1844 | loss: 0.0311852 | val_loss: 0.0311865 | Time: 1650.05 ms [2022-02-28 21:43:17 main:574] : INFO : Epoch 1845 | loss: 0.0311835 | val_loss: 0.0311867 | Time: 1646.55 ms [2022-02-28 21:43:19 main:574] : INFO : Epoch 1846 | loss: 0.0311862 | val_loss: 0.0311895 | Time: 1684.84 ms [2022-02-28 21:43:20 main:574] : INFO : Epoch 1847 | loss: 0.0311896 | val_loss: 0.0311885 | Time: 1639.06 ms [2022-02-28 21:43:22 main:574] : INFO : Epoch 1848 | loss: 0.0311841 | val_loss: 0.0311882 | Time: 1640.59 ms [2022-02-28 21:43:23 main:574] : INFO : Epoch 1849 | loss: 0.0311836 | val_loss: 0.0311877 | Time: 1637.63 ms [2022-02-28 21:43:25 main:574] : INFO : Epoch 1850 | loss: 0.0311843 | val_loss: 0.0311858 | Time: 1638.65 ms [2022-02-28 21:43:27 main:574] : INFO : Epoch 1851 | loss: 0.0311852 | val_loss: 0.0311919 | Time: 1656.1 ms [2022-02-28 21:43:28 main:574] : INFO : Epoch 1852 | loss: 0.0311883 | val_loss: 0.0311861 | Time: 1643.85 ms [2022-02-28 21:43:30 main:574] : INFO : Epoch 1853 | loss: 0.0311848 | val_loss: 0.0311851 | Time: 1648.77 ms [2022-02-28 21:43:32 main:574] : INFO : Epoch 1854 | loss: 0.0311879 | val_loss: 0.0311949 | Time: 1632.52 ms [2022-02-28 21:43:33 main:574] : INFO : Epoch 1855 | loss: 0.0311876 | val_loss: 0.0311864 | Time: 1643.85 ms [2022-02-28 21:43:35 main:574] : INFO : Epoch 1856 | loss: 0.0311829 | val_loss: 0.0311854 | Time: 1642.39 ms [2022-02-28 21:43:37 main:574] : INFO : Epoch 1857 | loss: 0.0311833 | val_loss: 0.031186 | Time: 1646.75 ms [2022-02-28 21:43:38 main:574] : INFO : Epoch 1858 | loss: 0.0311843 | val_loss: 0.0311876 | Time: 1650.77 ms [2022-02-28 21:43:40 main:574] : INFO : Epoch 1859 | loss: 0.0311845 | val_loss: 0.031191 | Time: 1638.72 ms [2022-02-28 21:43:42 main:574] : INFO : Epoch 1860 | loss: 0.0311837 | val_loss: 0.0311857 | Time: 1639.06 ms [2022-02-28 21:43:43 main:574] : INFO : Epoch 1861 | loss: 0.0311871 | val_loss: 0.0311873 | Time: 1646.91 ms [2022-02-28 21:43:45 main:574] : INFO : Epoch 1862 | loss: 0.031186 | val_loss: 0.0311915 | Time: 1641.45 ms [2022-02-28 21:43:47 main:574] : INFO : Epoch 1863 | loss: 0.0311839 | val_loss: 0.0311863 | Time: 1645.06 ms [2022-02-28 21:43:48 main:574] : INFO : Epoch 1864 | loss: 0.0311828 | val_loss: 0.0311855 | Time: 1679.45 ms [2022-02-28 21:43:50 main:574] : INFO : Epoch 1865 | loss: 0.0311822 | val_loss: 0.0311858 | Time: 1642.22 ms [2022-02-28 21:43:52 main:574] : INFO : Epoch 1866 | loss: 0.0311816 | val_loss: 0.0311872 | Time: 1637.29 ms [2022-02-28 21:43:53 main:574] : INFO : Epoch 1867 | loss: 0.0311842 | val_loss: 0.0311864 | Time: 1636.37 ms [2022-02-28 21:43:55 main:574] : INFO : Epoch 1868 | loss: 0.0311866 | val_loss: 0.0311886 | Time: 1644.26 ms [2022-02-28 21:43:56 main:574] : INFO : Epoch 1869 | loss: 0.0311878 | val_loss: 0.0311991 | Time: 1645.81 ms [2022-02-28 21:43:58 main:574] : INFO : Epoch 1870 | loss: 0.0311856 | val_loss: 0.0311875 | Time: 1645.4 ms [2022-02-28 21:44:00 main:574] : INFO : Epoch 1871 | loss: 0.0311854 | val_loss: 0.0311886 | Time: 1641.17 ms [2022-02-28 21:44:01 main:574] : INFO : Epoch 1872 | loss: 0.0311832 | val_loss: 0.0311904 | Time: 1644.59 ms [2022-02-28 21:44:03 main:574] : INFO : Epoch 1873 | loss: 0.0311825 | val_loss: 0.0311883 | Time: 1638.31 ms [2022-02-28 21:44:05 main:574] : INFO : Epoch 1874 | loss: 0.0311853 | val_loss: 0.0311851 | Time: 1646 ms [2022-02-28 21:44:06 main:574] : INFO : Epoch 1875 | loss: 0.0311868 | val_loss: 0.0311868 | Time: 1648.84 ms [2022-02-28 21:44:08 main:574] : INFO : Epoch 1876 | loss: 0.0311837 | val_loss: 0.0311865 | Time: 1643.72 ms [2022-02-28 21:44:10 main:574] : INFO : Epoch 1877 | loss: 0.0311835 | val_loss: 0.0311883 | Time: 1643.46 ms [2022-02-28 21:44:11 main:574] : INFO : Epoch 1878 | loss: 0.0311842 | val_loss: 0.0311872 | Time: 1634.3 ms [2022-02-28 21:44:13 main:574] : INFO : Epoch 1879 | loss: 0.0311873 | val_loss: 0.0311892 | Time: 1636.01 ms [2022-02-28 21:44:15 main:574] : INFO : Epoch 1880 | loss: 0.0311861 | val_loss: 0.0311865 | Time: 1656.48 ms [2022-02-28 21:44:16 main:574] : INFO : Epoch 1881 | loss: 0.0311822 | val_loss: 0.0311863 | Time: 1652.17 ms [2022-02-28 21:44:18 main:574] : INFO : Epoch 1882 | loss: 0.0311835 | val_loss: 0.0311953 | Time: 1651.67 ms [2022-02-28 21:44:20 main:574] : INFO : Epoch 1883 | loss: 0.031185 | val_loss: 0.0311918 | Time: 1648.33 ms [2022-02-28 21:44:21 main:574] : INFO : Epoch 1884 | loss: 0.0311859 | val_loss: 0.0312037 | Time: 1649.66 ms [2022-02-28 21:44:23 main:574] : INFO : Epoch 1885 | loss: 0.0311891 | val_loss: 0.0311897 | Time: 1636.81 ms [2022-02-28 21:44:25 main:574] : INFO : Epoch 1886 | loss: 0.0311833 | val_loss: 0.0311856 | Time: 1643.95 ms [2022-02-28 21:44:26 main:574] : INFO : Epoch 1887 | loss: 0.0311813 | val_loss: 0.0311871 | Time: 1642.53 ms [2022-02-28 21:44:28 main:574] : INFO : Epoch 1888 | loss: 0.0311821 | val_loss: 0.0311858 | Time: 1654.42 ms [2022-02-28 21:44:30 main:574] : INFO : Epoch 1889 | loss: 0.031185 | val_loss: 0.0311931 | Time: 1658.2 ms [2022-02-28 21:44:31 main:574] : INFO : Epoch 1890 | loss: 0.0311864 | val_loss: 0.0311881 | Time: 1645.4 ms [2022-02-28 21:44:33 main:574] : INFO : Epoch 1891 | loss: 0.0311831 | val_loss: 0.031187 | Time: 1633.09 ms [2022-02-28 21:44:34 main:574] : INFO : Epoch 1892 | loss: 0.0311821 | val_loss: 0.031186 | Time: 1646.71 ms [2022-02-28 21:44:36 main:574] : INFO : Epoch 1893 | loss: 0.0311817 | val_loss: 0.0311863 | Time: 1651.78 ms [2022-02-28 21:44:38 main:574] : INFO : Epoch 1894 | loss: 0.0311815 | val_loss: 0.0311858 | Time: 1653.62 ms [2022-02-28 21:44:39 main:574] : INFO : Epoch 1895 | loss: 0.0311809 | val_loss: 0.0311898 | Time: 1637.28 ms [2022-02-28 21:44:41 main:574] : INFO : Epoch 1896 | loss: 0.0311835 | val_loss: 0.0311858 | Time: 1647.07 ms [2022-02-28 21:44:43 main:574] : INFO : Epoch 1897 | loss: 0.0311858 | val_loss: 0.0311879 | Time: 1635.37 ms [2022-02-28 21:44:44 main:574] : INFO : Epoch 1898 | loss: 0.0311821 | val_loss: 0.03119 | Time: 1636.47 ms [2022-02-28 21:44:46 main:574] : INFO : Epoch 1899 | loss: 0.0311824 | val_loss: 0.0311861 | Time: 1646.53 ms [2022-02-28 21:44:48 main:574] : INFO : Epoch 1900 | loss: 0.0311873 | val_loss: 0.0311878 | Time: 1664.65 ms [2022-02-28 21:44:49 main:574] : INFO : Epoch 1901 | loss: 0.0311841 | val_loss: 0.0311878 | Time: 1646.71 ms [2022-02-28 21:44:51 main:574] : INFO : Epoch 1902 | loss: 0.0311914 | val_loss: 0.0311868 | Time: 1638.16 ms [2022-02-28 21:44:53 main:574] : INFO : Epoch 1903 | loss: 0.0311833 | val_loss: 0.0311869 | Time: 1632.7 ms [2022-02-28 21:44:54 main:574] : INFO : Epoch 1904 | loss: 0.0311833 | val_loss: 0.031187 | Time: 1648.74 ms [2022-02-28 21:44:56 main:574] : INFO : Epoch 1905 | loss: 0.0311845 | val_loss: 0.0311948 | Time: 1645.44 ms [2022-02-28 21:44:58 main:574] : INFO : Epoch 1906 | loss: 0.031184 | val_loss: 0.0311881 | Time: 1668.09 ms [2022-02-28 21:44:59 main:574] : INFO : Epoch 1907 | loss: 0.0311865 | val_loss: 0.0311879 | Time: 1637.25 ms [2022-02-28 21:45:01 main:574] : INFO : Epoch 1908 | loss: 0.0311888 | val_loss: 0.0311896 | Time: 1650.44 ms [2022-02-28 21:45:03 main:574] : INFO : Epoch 1909 | loss: 0.031185 | val_loss: 0.0311895 | Time: 1630.01 ms [2022-02-28 21:45:04 main:574] : INFO : Epoch 1910 | loss: 0.0311853 | val_loss: 0.0311967 | Time: 1644.54 ms [2022-02-28 21:45:06 main:574] : INFO : Epoch 1911 | loss: 0.0311883 | val_loss: 0.0311933 | Time: 1647.46 ms [2022-02-28 21:45:07 main:574] : INFO : Epoch 1912 | loss: 0.0311922 | val_loss: 0.0311939 | Time: 1644.51 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-28 21:46:04 main:435] : INFO : Set logging level to 1 [2022-02-28 21:46:04 main:441] : INFO : Running in BOINC Client mode [2022-02-28 21:46:04 main:444] : INFO : Resolving all filenames [2022-02-28 21:46:04 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-28 21:46:04 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-28 21:46:04 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-28 21:46:04 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-28 21:46:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-28 21:46:04 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-28 21:46:04 main:474] : INFO : Configuration: [2022-02-28 21:46:04 main:475] : INFO : Model type: GRU [2022-02-28 21:46:04 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-28 21:46:04 main:477] : INFO : Max Epochs: 2048 [2022-02-28 21:46:04 main:478] : INFO : Batch Size: 128 [2022-02-28 21:46:04 main:479] : INFO : Learning Rate: 0.01 [2022-02-28 21:46:04 main:480] : INFO : Patience: 10 [2022-02-28 21:46:04 main:481] : INFO : Hidden Width: 12 [2022-02-28 21:46:04 main:482] : INFO : # Recurrent Layers: 4 [2022-02-28 21:46:04 main:483] : INFO : # Backend Layers: 4 [2022-02-28 21:46:04 main:484] : INFO : # Threads: 1 [2022-02-28 21:46:04 main:486] : INFO : Preparing Dataset [2022-02-28 21:46:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-28 21:46:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-28 21:46:06 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-28 21:46:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-28 21:46:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-28 21:46:06 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-28 21:46:06 main:494] : INFO : Creating Model [2022-02-28 21:46:06 main:507] : INFO : Preparing config file [2022-02-28 21:46:06 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-28 21:46:06 main:512] : INFO : Loading config [2022-02-28 21:46:06 main:514] : INFO : Loading state [2022-02-28 21:46:07 main:559] : INFO : Loading DataLoader into Memory [2022-02-28 21:46:07 main:562] : INFO : Starting Training [2022-02-28 21:46:09 main:574] : INFO : Epoch 1904 | loss: 0.0313554 | val_loss: 0.0312489 | Time: 1836.47 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-28 21:46:25 main:435] : INFO : Set logging level to 1 [2022-02-28 21:46:25 main:441] : INFO : Running in BOINC Client mode [2022-02-28 21:46:25 main:444] : INFO : Resolving all filenames [2022-02-28 21:46:25 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-28 21:46:25 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-28 21:46:25 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-28 21:46:25 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-28 21:46:25 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-28 21:46:25 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-28 21:46:25 main:474] : INFO : Configuration: [2022-02-28 21:46:25 main:475] : INFO : Model type: GRU [2022-02-28 21:46:25 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-28 21:46:25 main:477] : INFO : Max Epochs: 2048 [2022-02-28 21:46:25 main:478] : INFO : Batch Size: 128 [2022-02-28 21:46:25 main:479] : INFO : Learning Rate: 0.01 [2022-02-28 21:46:25 main:480] : INFO : Patience: 10 [2022-02-28 21:46:25 main:481] : INFO : Hidden Width: 12 [2022-02-28 21:46:25 main:482] : INFO : # Recurrent Layers: 4 [2022-02-28 21:46:25 main:483] : INFO : # Backend Layers: 4 [2022-02-28 21:46:25 main:484] : INFO : # Threads: 1 [2022-02-28 21:46:25 main:486] : INFO : Preparing Dataset [2022-02-28 21:46:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-28 21:46:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-28 21:46:26 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-28 21:46:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-28 21:46:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-28 21:46:26 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-28 21:46:26 main:494] : INFO : Creating Model [2022-02-28 21:46:26 main:507] : INFO : Preparing config file [2022-02-28 21:46:26 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-28 21:46:26 main:512] : INFO : Loading config [2022-02-28 21:46:26 main:514] : INFO : Loading state [2022-02-28 21:46:27 main:559] : INFO : Loading DataLoader into Memory [2022-02-28 21:46:27 main:562] : INFO : Starting Training [2022-02-28 21:46:29 main:574] : INFO : Epoch 1904 | loss: 0.0314109 | val_loss: 0.0312437 | Time: 1842.48 ms [2022-02-28 21:46:30 main:574] : INFO : Epoch 1905 | loss: 0.0312202 | val_loss: 0.0312076 | Time: 1623.46 ms [2022-02-28 21:46:32 main:574] : INFO : Epoch 1906 | loss: 0.0311923 | val_loss: 0.0311879 | Time: 1620.17 ms [2022-02-28 21:46:34 main:574] : INFO : Epoch 1907 | loss: 0.0311866 | val_loss: 0.0311852 | Time: 1632.39 ms [2022-02-28 21:46:35 main:574] : INFO : Epoch 1908 | loss: 0.0311836 | val_loss: 0.0311815 | Time: 1638.84 ms [2022-02-28 21:46:37 main:574] : INFO : Epoch 1909 | loss: 0.0311818 | val_loss: 0.0311865 | Time: 1639.93 ms [2022-02-28 21:46:39 main:574] : INFO : Epoch 1910 | loss: 0.0311864 | val_loss: 0.0311878 | Time: 1643.23 ms [2022-02-28 21:46:40 main:574] : INFO : Epoch 1911 | loss: 0.031182 | val_loss: 0.0311804 | Time: 1626.9 ms [2022-02-28 21:46:42 main:574] : INFO : Epoch 1912 | loss: 0.0311795 | val_loss: 0.031181 | Time: 1631.51 ms [2022-02-28 21:46:43 main:574] : INFO : Epoch 1913 | loss: 0.0311799 | val_loss: 0.0311834 | Time: 1627.38 ms [2022-02-28 21:46:45 main:574] : INFO : Epoch 1914 | loss: 0.0311814 | val_loss: 0.0311806 | Time: 1643.93 ms [2022-02-28 21:46:47 main:574] : INFO : Epoch 1915 | loss: 0.0311801 | val_loss: 0.0311801 | Time: 1635.39 ms [2022-02-28 21:46:48 main:574] : INFO : Epoch 1916 | loss: 0.0311813 | val_loss: 0.0311857 | Time: 1644.32 ms [2022-02-28 21:46:50 main:574] : INFO : Epoch 1917 | loss: 0.0311814 | val_loss: 0.0311823 | Time: 1631.52 ms [2022-02-28 21:46:52 main:574] : INFO : Epoch 1918 | loss: 0.0311792 | val_loss: 0.0311795 | Time: 1640.48 ms [2022-02-28 21:46:53 main:574] : INFO : Epoch 1919 | loss: 0.0311788 | val_loss: 0.0311801 | Time: 1624.37 ms [2022-02-28 21:46:55 main:574] : INFO : Epoch 1920 | loss: 0.0311792 | val_loss: 0.0311827 | Time: 1648.51 ms [2022-02-28 21:46:57 main:574] : INFO : Epoch 1921 | loss: 0.0311813 | val_loss: 0.0311825 | Time: 1634.75 ms [2022-02-28 21:46:58 main:574] : INFO : Epoch 1922 | loss: 0.0311783 | val_loss: 0.0311829 | Time: 1651.55 ms [2022-02-28 21:47:00 main:574] : INFO : Epoch 1923 | loss: 0.0311861 | val_loss: 0.0311822 | Time: 1631.91 ms [2022-02-28 21:47:02 main:574] : INFO : Epoch 1924 | loss: 0.0311795 | val_loss: 0.0311822 | Time: 1632.93 ms [2022-02-28 21:47:03 main:574] : INFO : Epoch 1925 | loss: 0.0311827 | val_loss: 0.0311812 | Time: 1628.57 ms [2022-02-28 21:47:05 main:574] : INFO : Epoch 1926 | loss: 0.0311776 | val_loss: 0.0311816 | Time: 1642.85 ms [2022-02-28 21:47:06 main:574] : INFO : Epoch 1927 | loss: 0.0311785 | val_loss: 0.031184 | Time: 1638.24 ms [2022-02-28 21:47:08 main:574] : INFO : Epoch 1928 | loss: 0.0311757 | val_loss: 0.0311792 | Time: 1654.43 ms [2022-02-28 21:47:10 main:574] : INFO : Epoch 1929 | loss: 0.0311754 | val_loss: 0.0311795 | Time: 1626.24 ms [2022-02-28 21:47:11 main:574] : INFO : Epoch 1930 | loss: 0.0311771 | val_loss: 0.0311795 | Time: 1630.81 ms [2022-02-28 21:47:13 main:574] : INFO : Epoch 1931 | loss: 0.0311774 | val_loss: 0.0311822 | Time: 1628.36 ms [2022-02-28 21:47:15 main:574] : INFO : Epoch 1932 | loss: 0.0311765 | val_loss: 0.0311817 | Time: 1645.52 ms [2022-02-28 21:47:16 main:574] : INFO : Epoch 1933 | loss: 0.0311767 | val_loss: 0.0311813 | Time: 1638.35 ms [2022-02-28 21:47:18 main:574] : INFO : Epoch 1934 | loss: 0.0311824 | val_loss: 0.0312001 | Time: 1655.81 ms [2022-02-28 21:47:20 main:574] : INFO : Epoch 1935 | loss: 0.0311921 | val_loss: 0.0311883 | Time: 1649.23 ms [2022-02-28 21:47:21 main:574] : INFO : Epoch 1936 | loss: 0.0311804 | val_loss: 0.0311804 | Time: 1637.21 ms [2022-02-28 21:47:23 main:574] : INFO : Epoch 1937 | loss: 0.0311772 | val_loss: 0.0311826 | Time: 1627.81 ms [2022-02-28 21:47:25 main:574] : INFO : Epoch 1938 | loss: 0.0311825 | val_loss: 0.0311897 | Time: 1634.13 ms [2022-02-28 21:47:26 main:574] : INFO : Epoch 1939 | loss: 0.0311789 | val_loss: 0.0311807 | Time: 1649.2 ms [2022-02-28 21:47:28 main:574] : INFO : Epoch 1940 | loss: 0.0311808 | val_loss: 0.0311825 | Time: 1650.06 ms [2022-02-28 21:47:29 main:574] : INFO : Epoch 1941 | loss: 0.0311783 | val_loss: 0.0311848 | Time: 1637.84 ms [2022-02-28 21:47:31 main:574] : INFO : Epoch 1942 | loss: 0.0311768 | val_loss: 0.0311811 | Time: 1640.97 ms [2022-02-28 21:47:33 main:574] : INFO : Epoch 1943 | loss: 0.0311757 | val_loss: 0.0311806 | Time: 1631.76 ms [2022-02-28 21:47:34 main:574] : INFO : Epoch 1944 | loss: 0.0311769 | val_loss: 0.0311793 | Time: 1641.36 ms [2022-02-28 21:47:36 main:574] : INFO : Epoch 1945 | loss: 0.031177 | val_loss: 0.0311785 | Time: 1633.32 ms [2022-02-28 21:47:38 main:574] : INFO : Epoch 1946 | loss: 0.0311752 | val_loss: 0.0311794 | Time: 1642.14 ms [2022-02-28 21:47:39 main:574] : INFO : Epoch 1947 | loss: 0.031175 | val_loss: 0.0311797 | Time: 1638.88 ms [2022-02-28 21:47:41 main:574] : INFO : Epoch 1948 | loss: 0.0311765 | val_loss: 0.0311785 | Time: 1637.14 ms [2022-02-28 21:47:43 main:574] : INFO : Epoch 1949 | loss: 0.0311765 | val_loss: 0.031184 | Time: 1628.92 ms [2022-02-28 21:47:44 main:574] : INFO : Epoch 1950 | loss: 0.0311767 | val_loss: 0.031179 | Time: 1634.07 ms [2022-02-28 21:47:46 main:574] : INFO : Epoch 1951 | loss: 0.0311748 | val_loss: 0.0311794 | Time: 1632.97 ms [2022-02-28 21:47:48 main:574] : INFO : Epoch 1952 | loss: 0.0311754 | val_loss: 0.0311787 | Time: 1651.36 ms [2022-02-28 21:47:49 main:574] : INFO : Epoch 1953 | loss: 0.031178 | val_loss: 0.0311788 | Time: 1657.02 ms [2022-02-28 21:47:51 main:574] : INFO : Epoch 1954 | loss: 0.0311747 | val_loss: 0.0311779 | Time: 1639.12 ms [2022-02-28 21:47:53 main:574] : INFO : Epoch 1955 | loss: 0.0311759 | val_loss: 0.0311795 | Time: 1627.51 ms [2022-02-28 21:47:54 main:574] : INFO : Epoch 1956 | loss: 0.0311783 | val_loss: 0.0311856 | Time: 1634.18 ms [2022-02-28 21:47:56 main:574] : INFO : Epoch 1957 | loss: 0.0311792 | val_loss: 0.0311798 | Time: 1641.52 ms [2022-02-28 21:47:57 main:574] : INFO : Epoch 1958 | loss: 0.0311815 | val_loss: 0.0311879 | Time: 1655.2 ms [2022-02-28 21:47:59 main:574] : INFO : Epoch 1959 | loss: 0.0311836 | val_loss: 0.0311807 | Time: 1635.66 ms [2022-02-28 21:48:01 main:574] : INFO : Epoch 1960 | loss: 0.0311786 | val_loss: 0.0311912 | Time: 1638.17 ms [2022-02-28 21:48:02 main:574] : INFO : Epoch 1961 | loss: 0.0311832 | val_loss: 0.031186 | Time: 1626.74 ms [2022-02-28 21:48:04 main:574] : INFO : Epoch 1962 | loss: 0.0311789 | val_loss: 0.0311836 | Time: 1635.61 ms [2022-02-28 21:48:06 main:574] : INFO : Epoch 1963 | loss: 0.0311779 | val_loss: 0.0311831 | Time: 1640.05 ms [2022-02-28 21:48:07 main:574] : INFO : Epoch 1964 | loss: 0.0311806 | val_loss: 0.0311977 | Time: 1645.87 ms [2022-02-28 21:48:09 main:574] : INFO : Epoch 1965 | loss: 0.0311809 | val_loss: 0.031181 | Time: 1640.86 ms [2022-02-28 21:48:11 main:574] : INFO : Epoch 1966 | loss: 0.0311793 | val_loss: 0.0311984 | Time: 1630.02 ms [2022-02-28 21:48:12 main:574] : INFO : Epoch 1967 | loss: 0.0311818 | val_loss: 0.0311987 | Time: 1640.55 ms [2022-02-28 21:48:14 main:574] : INFO : Epoch 1968 | loss: 0.0311804 | val_loss: 0.0311843 | Time: 1630.85 ms [2022-02-28 21:48:16 main:574] : INFO : Epoch 1969 | loss: 0.0311798 | val_loss: 0.0311812 | Time: 1649.05 ms [2022-02-28 21:48:17 main:574] : INFO : Epoch 1970 | loss: 0.0311769 | val_loss: 0.0311813 | Time: 1635.05 ms [2022-02-28 21:48:19 main:574] : INFO : Epoch 1971 | loss: 0.0311767 | val_loss: 0.0311804 | Time: 1670.8 ms [2022-02-28 21:48:21 main:574] : INFO : Epoch 1972 | loss: 0.0311765 | val_loss: 0.03118 | Time: 1634.68 ms [2022-02-28 21:48:22 main:574] : INFO : Epoch 1973 | loss: 0.0311781 | val_loss: 0.0311809 | Time: 1637.56 ms [2022-02-28 21:48:24 main:574] : INFO : Epoch 1974 | loss: 0.0311792 | val_loss: 0.0312089 | Time: 1626.28 ms [2022-02-28 21:48:25 main:574] : INFO : Epoch 1975 | loss: 0.031185 | val_loss: 0.0311829 | Time: 1641.13 ms [2022-02-28 21:48:27 main:574] : INFO : Epoch 1976 | loss: 0.031178 | val_loss: 0.0311804 | Time: 1645.6 ms [2022-02-28 21:48:29 main:574] : INFO : Epoch 1977 | loss: 0.0311778 | val_loss: 0.0311809 | Time: 1643.68 ms [2022-02-28 21:48:30 main:574] : INFO : Epoch 1978 | loss: 0.031178 | val_loss: 0.0311805 | Time: 1631.02 ms [2022-02-28 21:48:32 main:574] : INFO : Epoch 1979 | loss: 0.0311784 | val_loss: 0.0311813 | Time: 1634.67 ms [2022-02-28 21:48:34 main:574] : INFO : Epoch 1980 | loss: 0.031181 | val_loss: 0.0311805 | Time: 1648.05 ms [2022-02-28 21:48:35 main:574] : INFO : Epoch 1981 | loss: 0.031181 | val_loss: 0.0311797 | Time: 1641.26 ms [2022-02-28 21:48:37 main:574] : INFO : Epoch 1982 | loss: 0.0311768 | val_loss: 0.0311794 | Time: 1635.03 ms [2022-02-28 21:48:39 main:574] : INFO : Epoch 1983 | loss: 0.0311768 | val_loss: 0.0311802 | Time: 1645.87 ms [2022-02-28 21:48:40 main:574] : INFO : Epoch 1984 | loss: 0.0311785 | val_loss: 0.0312038 | Time: 1626.18 ms [2022-02-28 21:48:42 main:574] : INFO : Epoch 1985 | loss: 0.0311858 | val_loss: 0.0311815 | Time: 1633.24 ms [2022-02-28 21:48:44 main:574] : INFO : Epoch 1986 | loss: 0.0311804 | val_loss: 0.0311831 | Time: 1625.57 ms [2022-02-28 21:48:45 main:574] : INFO : Epoch 1987 | loss: 0.0311789 | val_loss: 0.0311791 | Time: 1646.89 ms [2022-02-28 21:48:47 main:574] : INFO : Epoch 1988 | loss: 0.0311766 | val_loss: 0.0311783 | Time: 1637.14 ms [2022-02-28 21:48:48 main:574] : INFO : Epoch 1989 | loss: 0.0311791 | val_loss: 0.031181 | Time: 1648.34 ms [2022-02-28 21:48:50 main:574] : INFO : Epoch 1990 | loss: 0.0311784 | val_loss: 0.0311792 | Time: 1626.76 ms [2022-02-28 21:48:52 main:574] : INFO : Epoch 1991 | loss: 0.0311802 | val_loss: 0.0311959 | Time: 1636.9 ms [2022-02-28 21:48:53 main:574] : INFO : Epoch 1992 | loss: 0.0311827 | val_loss: 0.031183 | Time: 1627.41 ms [2022-02-28 21:48:55 main:574] : INFO : Epoch 1993 | loss: 0.0311783 | val_loss: 0.0311802 | Time: 1639.39 ms [2022-02-28 21:48:57 main:574] : INFO : Epoch 1994 | loss: 0.0311787 | val_loss: 0.0311793 | Time: 1640.26 ms [2022-02-28 21:48:58 main:574] : INFO : Epoch 1995 | loss: 0.0311799 | val_loss: 0.0311807 | Time: 1652.17 ms [2022-02-28 21:49:00 main:574] : INFO : Epoch 1996 | loss: 0.0311788 | val_loss: 0.0311806 | Time: 1625 ms [2022-02-28 21:49:02 main:574] : INFO : Epoch 1997 | loss: 0.0311754 | val_loss: 0.0311799 | Time: 1635.09 ms [2022-02-28 21:49:03 main:574] : INFO : Epoch 1998 | loss: 0.0311755 | val_loss: 0.0311794 | Time: 1626.43 ms [2022-02-28 21:49:05 main:574] : INFO : Epoch 1999 | loss: 0.0311789 | val_loss: 0.031182 | Time: 1636.76 ms [2022-02-28 21:49:07 main:574] : INFO : Epoch 2000 | loss: 0.0311776 | val_loss: 0.0311788 | Time: 1652.11 ms [2022-02-28 21:49:08 main:574] : INFO : Epoch 2001 | loss: 0.0311771 | val_loss: 0.0311817 | Time: 1650.09 ms [2022-02-28 21:49:10 main:574] : INFO : Epoch 2002 | loss: 0.0311756 | val_loss: 0.0311852 | Time: 1632.19 ms [2022-02-28 21:49:11 main:574] : INFO : Epoch 2003 | loss: 0.0311773 | val_loss: 0.0311853 | Time: 1635.87 ms [2022-02-28 21:49:13 main:574] : INFO : Epoch 2004 | loss: 0.0311782 | val_loss: 0.0311821 | Time: 1625.51 ms [2022-02-28 21:49:15 main:574] : INFO : Epoch 2005 | loss: 0.0311756 | val_loss: 0.0311796 | Time: 1634.49 ms [2022-02-28 21:49:16 main:574] : INFO : Epoch 2006 | loss: 0.0311753 | val_loss: 0.0311791 | Time: 1646.96 ms [2022-02-28 21:49:18 main:574] : INFO : Epoch 2007 | loss: 0.0311745 | val_loss: 0.0311804 | Time: 1651.5 ms [2022-02-28 21:49:20 main:574] : INFO : Epoch 2008 | loss: 0.0311761 | val_loss: 0.0311814 | Time: 1638.19 ms [2022-02-28 21:49:21 main:574] : INFO : Epoch 2009 | loss: 0.0311754 | val_loss: 0.0311807 | Time: 1630.13 ms [2022-02-28 21:49:23 main:574] : INFO : Epoch 2010 | loss: 0.0311745 | val_loss: 0.0311797 | Time: 1639.98 ms [2022-02-28 21:49:25 main:574] : INFO : Epoch 2011 | loss: 0.0311754 | val_loss: 0.0311787 | Time: 1640.4 ms [2022-02-28 21:49:26 main:574] : INFO : Epoch 2012 | loss: 0.0311771 | val_loss: 0.0311906 | Time: 1643 ms [2022-02-28 21:49:28 main:574] : INFO : Epoch 2013 | loss: 0.0311773 | val_loss: 0.0311786 | Time: 1667.94 ms [2022-02-28 21:49:30 main:574] : INFO : Epoch 2014 | loss: 0.0311751 | val_loss: 0.0311787 | Time: 1629.4 ms [2022-02-28 21:49:31 main:574] : INFO : Epoch 2015 | loss: 0.0311762 | val_loss: 0.0311813 | Time: 1641.27 ms [2022-02-28 21:49:33 main:574] : INFO : Epoch 2016 | loss: 0.031179 | val_loss: 0.0311903 | Time: 1631.68 ms [2022-02-28 21:49:34 main:574] : INFO : Epoch 2017 | loss: 0.0311798 | val_loss: 0.031188 | Time: 1637.13 ms [2022-02-28 21:49:36 main:574] : INFO : Epoch 2018 | loss: 0.0311784 | val_loss: 0.0311782 | Time: 1642.94 ms [2022-02-28 21:49:38 main:574] : INFO : Epoch 2019 | loss: 0.0311752 | val_loss: 0.0311787 | Time: 1646.29 ms [2022-02-28 21:49:39 main:574] : INFO : Epoch 2020 | loss: 0.0311769 | val_loss: 0.0311881 | Time: 1645.35 ms [2022-02-28 21:49:41 main:574] : INFO : Epoch 2021 | loss: 0.0311856 | val_loss: 0.0311975 | Time: 1639.21 ms [2022-02-28 21:49:43 main:574] : INFO : Epoch 2022 | loss: 0.0311789 | val_loss: 0.0311804 | Time: 1632.23 ms [2022-02-28 21:49:44 main:574] : INFO : Epoch 2023 | loss: 0.0311776 | val_loss: 0.0311789 | Time: 1630.25 ms [2022-02-28 21:49:46 main:574] : INFO : Epoch 2024 | loss: 0.0311792 | val_loss: 0.031179 | Time: 1650.04 ms [2022-02-28 21:49:48 main:574] : INFO : Epoch 2025 | loss: 0.031182 | val_loss: 0.0311786 | Time: 1653.62 ms [2022-02-28 21:49:49 main:574] : INFO : Epoch 2026 | loss: 0.0311776 | val_loss: 0.0311883 | Time: 1650 ms [2022-02-28 21:49:51 main:574] : INFO : Epoch 2027 | loss: 0.0311834 | val_loss: 0.0311839 | Time: 1640.87 ms [2022-02-28 21:49:53 main:574] : INFO : Epoch 2028 | loss: 0.0311802 | val_loss: 0.0311816 | Time: 1640.37 ms [2022-02-28 21:49:54 main:574] : INFO : Epoch 2029 | loss: 0.0311789 | val_loss: 0.0311778 | Time: 1628.93 ms [2022-02-28 21:49:56 main:574] : INFO : Epoch 2030 | loss: 0.0311747 | val_loss: 0.0311791 | Time: 1645.5 ms [2022-02-28 21:49:58 main:574] : INFO : Epoch 2031 | loss: 0.0311779 | val_loss: 0.0311807 | Time: 1638.29 ms [2022-02-28 21:49:59 main:574] : INFO : Epoch 2032 | loss: 0.0311762 | val_loss: 0.0311786 | Time: 1651.87 ms [2022-02-28 21:50:01 main:574] : INFO : Epoch 2033 | loss: 0.0311764 | val_loss: 0.0311785 | Time: 1637.44 ms [2022-02-28 21:50:03 main:574] : INFO : Epoch 2034 | loss: 0.0311756 | val_loss: 0.0311774 | Time: 1638.26 ms [2022-02-28 21:50:04 main:574] : INFO : Epoch 2035 | loss: 0.0311748 | val_loss: 0.031178 | Time: 1643.17 ms [2022-02-28 21:50:06 main:574] : INFO : Epoch 2036 | loss: 0.0311751 | val_loss: 0.0311766 | Time: 1643.59 ms [2022-02-28 21:50:07 main:574] : INFO : Epoch 2037 | loss: 0.031177 | val_loss: 0.0311776 | Time: 1646.59 ms [2022-02-28 21:50:09 main:574] : INFO : Epoch 2038 | loss: 0.0311826 | val_loss: 0.0311795 | Time: 1648.5 ms [2022-02-28 21:50:11 main:574] : INFO : Epoch 2039 | loss: 0.0311772 | val_loss: 0.0311767 | Time: 1635.12 ms [2022-02-28 21:50:12 main:574] : INFO : Epoch 2040 | loss: 0.0311766 | val_loss: 0.0311898 | Time: 1642.63 ms [2022-02-28 21:50:14 main:574] : INFO : Epoch 2041 | loss: 0.031176 | val_loss: 0.0311778 | Time: 1645.55 ms [2022-02-28 21:50:16 main:574] : INFO : Epoch 2042 | loss: 0.0311749 | val_loss: 0.0311771 | Time: 1638.48 ms [2022-02-28 21:50:17 main:574] : INFO : Epoch 2043 | loss: 0.0311752 | val_loss: 0.0311783 | Time: 1637.99 ms [2022-02-28 21:50:19 main:574] : INFO : Epoch 2044 | loss: 0.0311736 | val_loss: 0.0311781 | Time: 1654.47 ms [2022-02-28 21:50:21 main:574] : INFO : Epoch 2045 | loss: 0.0311754 | val_loss: 0.0311787 | Time: 1630.27 ms [2022-02-28 21:50:22 main:574] : INFO : Epoch 2046 | loss: 0.0311748 | val_loss: 0.0311812 | Time: 1636.46 ms [2022-02-28 21:50:24 main:574] : INFO : Epoch 2047 | loss: 0.0311755 | val_loss: 0.0311785 | Time: 1640.17 ms [2022-02-28 21:50:26 main:574] : INFO : Epoch 2048 | loss: 0.0311766 | val_loss: 0.0311796 | Time: 1644.38 ms [2022-02-28 21:50:26 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311796 [2022-02-28 21:50:26 main:603] : INFO : Saving end state to config to file [2022-02-28 21:50:26 main:608] : INFO : Success, exiting.. 21:50:26 (9968): 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)