| Name | ParityModified-1645993328-23399-2-0_0 |
| Workunit | 10000864 |
| Created | 10 Mar 2022, 6:06:36 UTC |
| Sent | 11 Mar 2022, 7:41:59 UTC |
| Report deadline | 19 Mar 2022, 7:41:59 UTC |
| Received | 13 Mar 2022, 9:45:34 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1150 |
| Run time | 56 min 42 sec |
| CPU time | 55 min 15 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 | 2.14 GB |
| Peak swap size | 3.48 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 311739 | Time: 1638.47 ms [2022-03-11 09:56:06 main:574] : INFO : Epoch 1630 | loss: 0.0311767 | val_loss: 0.0311741 | Time: 1635.86 ms [2022-03-11 09:56:08 main:574] : INFO : Epoch 1631 | loss: 0.031176 | val_loss: 0.0311738 | Time: 1635.84 ms [2022-03-11 09:56:09 main:574] : INFO : Epoch 1632 | loss: 0.031176 | val_loss: 0.031174 | Time: 1630.4 ms [2022-03-11 09:56:11 main:574] : INFO : Epoch 1633 | loss: 0.0311748 | val_loss: 0.0311736 | Time: 1623.89 ms [2022-03-11 09:56:13 main:574] : INFO : Epoch 1634 | loss: 0.0311753 | val_loss: 0.0311764 | Time: 1628.7 ms [2022-03-11 09:56:14 main:574] : INFO : Epoch 1635 | loss: 0.0311746 | val_loss: 0.0311746 | Time: 1627.69 ms [2022-03-11 09:56:16 main:574] : INFO : Epoch 1636 | loss: 0.0311739 | val_loss: 0.0311734 | Time: 1635.86 ms [2022-03-11 09:56:17 main:574] : INFO : Epoch 1637 | loss: 0.0311743 | val_loss: 0.0311766 | Time: 1643.86 ms [2022-03-11 09:56:19 main:574] : INFO : Epoch 1638 | loss: 0.0311743 | val_loss: 0.0311741 | Time: 1633.81 ms [2022-03-11 09:56:21 main:574] : INFO : Epoch 1639 | loss: 0.0311756 | val_loss: 0.0311788 | Time: 1637.96 ms [2022-03-11 09:56:22 main:574] : INFO : Epoch 1640 | loss: 0.0311759 | val_loss: 0.0311774 | Time: 1631.5 ms [2022-03-11 09:56:24 main:574] : INFO : Epoch 1641 | loss: 0.0311764 | val_loss: 0.0311731 | Time: 1631.31 ms [2022-03-11 09:56:26 main:574] : INFO : Epoch 1642 | loss: 0.0311744 | val_loss: 0.0311742 | Time: 1646.04 ms [2022-03-11 09:56:27 main:574] : INFO : Epoch 1643 | loss: 0.0311754 | val_loss: 0.0311728 | Time: 1631.94 ms [2022-03-11 09:56:29 main:574] : INFO : Epoch 1644 | loss: 0.0311762 | val_loss: 0.0311761 | Time: 1632.96 ms [2022-03-11 09:56:31 main:574] : INFO : Epoch 1645 | loss: 0.0311787 | val_loss: 0.0311746 | Time: 1632.5 ms [2022-03-11 09:56:32 main:574] : INFO : Epoch 1646 | loss: 0.0311792 | val_loss: 0.0311767 | Time: 1630.67 ms [2022-03-11 09:56:34 main:574] : INFO : Epoch 1647 | loss: 0.0311779 | val_loss: 0.0311767 | Time: 1630.35 ms [2022-03-11 09:56:36 main:574] : INFO : Epoch 1648 | loss: 0.0311772 | val_loss: 0.0311777 | Time: 1629.35 ms [2022-03-11 09:56:37 main:574] : INFO : Epoch 1649 | loss: 0.0311771 | val_loss: 0.0311785 | Time: 1632.06 ms [2022-03-11 09:56:39 main:574] : INFO : Epoch 1650 | loss: 0.0311765 | val_loss: 0.0311799 | Time: 1636.72 ms [2022-03-11 09:56:40 main:574] : INFO : Epoch 1651 | loss: 0.0311769 | val_loss: 0.0311797 | Time: 1634.88 ms [2022-03-11 09:56:42 main:574] : INFO : Epoch 1652 | loss: 0.0311754 | val_loss: 0.0311775 | Time: 1630.65 ms [2022-03-11 09:56:44 main:574] : INFO : Epoch 1653 | loss: 0.0311758 | val_loss: 0.0311758 | Time: 1626.59 ms [2022-03-11 09:56:45 main:574] : INFO : Epoch 1654 | loss: 0.0311756 | val_loss: 0.031177 | Time: 1635.93 ms [2022-03-11 09:56:47 main:574] : INFO : Epoch 1655 | loss: 0.0311744 | val_loss: 0.0311771 | Time: 1638.42 ms [2022-03-11 09:56:49 main:574] : INFO : Epoch 1656 | loss: 0.0311744 | val_loss: 0.0311788 | Time: 1644.03 ms [2022-03-11 09:56:50 main:574] : INFO : Epoch 1657 | loss: 0.0311746 | val_loss: 0.0311792 | Time: 1633.16 ms [2022-03-11 09:56:52 main:574] : INFO : Epoch 1658 | loss: 0.0311755 | val_loss: 0.0311791 | Time: 1628.8 ms [2022-03-11 09:56:54 main:574] : INFO : Epoch 1659 | loss: 0.0311797 | val_loss: 0.0311804 | Time: 1638.18 ms [2022-03-11 09:56:55 main:574] : INFO : Epoch 1660 | loss: 0.0311745 | val_loss: 0.0311757 | Time: 1625.81 ms [2022-03-11 09:56:57 main:574] : INFO : Epoch 1661 | loss: 0.0311725 | val_loss: 0.0311773 | Time: 1637.16 ms [2022-03-11 09:56:58 main:574] : INFO : Epoch 1662 | loss: 0.0311746 | val_loss: 0.0311756 | Time: 1637.08 ms [2022-03-11 09:57:00 main:574] : INFO : Epoch 1663 | loss: 0.0311828 | val_loss: 0.031183 | Time: 1636.88 ms [2022-03-11 09:57:02 main:574] : INFO : Epoch 1664 | loss: 0.0311839 | val_loss: 0.0311771 | Time: 1635.67 ms [2022-03-11 09:57:03 main:574] : INFO : Epoch 1665 | loss: 0.0311771 | val_loss: 0.0311748 | Time: 1630.28 ms [2022-03-11 09:57:05 main:574] : INFO : Epoch 1666 | loss: 0.0311743 | val_loss: 0.0311785 | Time: 1633.04 ms [2022-03-11 09:57:07 main:574] : INFO : Epoch 1667 | loss: 0.0311733 | val_loss: 0.0311745 | Time: 1645.91 ms [2022-03-11 09:57:08 main:574] : INFO : Epoch 1668 | loss: 0.0311728 | val_loss: 0.031173 | Time: 1633.94 ms [2022-03-11 09:57:10 main:574] : INFO : Epoch 1669 | loss: 0.0311735 | val_loss: 0.0311774 | Time: 1640.7 ms [2022-03-11 09:57:12 main:574] : INFO : Epoch 1670 | loss: 0.0311748 | val_loss: 0.0311736 | Time: 1627.46 ms [2022-03-11 09:57:13 main:574] : INFO : Epoch 1671 | loss: 0.0311745 | val_loss: 0.0311736 | Time: 1640.7 ms [2022-03-11 09:57:15 main:574] : INFO : Epoch 1672 | loss: 0.0311749 | val_loss: 0.0311778 | Time: 1627.15 ms [2022-03-11 09:57:17 main:574] : INFO : Epoch 1673 | loss: 0.0311736 | val_loss: 0.031177 | Time: 1643.44 ms [2022-03-11 09:57:18 main:574] : INFO : Epoch 1674 | loss: 0.031175 | val_loss: 0.0311729 | Time: 1648.14 ms [2022-03-11 09:57:20 main:574] : INFO : Epoch 1675 | loss: 0.0311742 | val_loss: 0.0311734 | Time: 1644.66 ms [2022-03-11 09:57:22 main:574] : INFO : Epoch 1676 | loss: 0.0311738 | val_loss: 0.0311714 | Time: 1641.45 ms [2022-03-11 09:57:23 main:574] : INFO : Epoch 1677 | loss: 0.031172 | val_loss: 0.0311749 | Time: 1638.48 ms [2022-03-11 09:57:25 main:574] : INFO : Epoch 1678 | loss: 0.0311712 | val_loss: 0.0311711 | Time: 1625.52 ms [2022-03-11 09:57:26 main:574] : INFO : Epoch 1679 | loss: 0.0311711 | val_loss: 0.0311711 | Time: 1636.46 ms [2022-03-11 09:57:28 main:574] : INFO : Epoch 1680 | loss: 0.0311715 | val_loss: 0.0311717 | Time: 1640.68 ms [2022-03-11 09:57:30 main:574] : INFO : Epoch 1681 | loss: 0.0311707 | val_loss: 0.0311711 | Time: 1636.99 ms [2022-03-11 09:57:31 main:574] : INFO : Epoch 1682 | loss: 0.0311698 | val_loss: 0.0311702 | Time: 1645.04 ms [2022-03-11 09:57:33 main:574] : INFO : Epoch 1683 | loss: 0.0311693 | val_loss: 0.0311702 | Time: 1638.49 ms [2022-03-11 09:57:35 main:574] : INFO : Epoch 1684 | loss: 0.0311693 | val_loss: 0.0311705 | Time: 1632.62 ms [2022-03-11 09:57:36 main:574] : INFO : Epoch 1685 | loss: 0.031168 | val_loss: 0.0311713 | Time: 1636.81 ms [2022-03-11 09:57:38 main:574] : INFO : Epoch 1686 | loss: 0.0311689 | val_loss: 0.0311709 | Time: 1631.21 ms [2022-03-11 09:57:40 main:574] : INFO : Epoch 1687 | loss: 0.0311687 | val_loss: 0.0311703 | Time: 1634.3 ms [2022-03-11 09:57:41 main:574] : INFO : Epoch 1688 | loss: 0.031169 | val_loss: 0.0311692 | Time: 1626.25 ms [2022-03-11 09:57:43 main:574] : INFO : Epoch 1689 | loss: 0.0311689 | val_loss: 0.0311691 | Time: 1633.24 ms [2022-03-11 09:57:44 main:574] : INFO : Epoch 1690 | loss: 0.0311688 | val_loss: 0.0311705 | Time: 1635.9 ms [2022-03-11 09:57:46 main:574] : INFO : Epoch 1691 | loss: 0.0311685 | val_loss: 0.0311749 | Time: 1639.65 ms [2022-03-11 09:57:48 main:574] : INFO : Epoch 1692 | loss: 0.0311718 | val_loss: 0.0311735 | Time: 1643.26 ms [2022-03-11 09:57:49 main:574] : INFO : Epoch 1693 | loss: 0.0311701 | val_loss: 0.0311708 | Time: 1643.23 ms [2022-03-11 09:57:51 main:574] : INFO : Epoch 1694 | loss: 0.0311716 | val_loss: 0.0311734 | Time: 1643.31 ms [2022-03-11 09:57:53 main:574] : INFO : Epoch 1695 | loss: 0.031173 | val_loss: 0.0311748 | Time: 1633.64 ms [2022-03-11 09:57:54 main:574] : INFO : Epoch 1696 | loss: 0.0311805 | val_loss: 0.0312097 | Time: 1630.48 ms [2022-03-11 09:57:56 main:574] : INFO : Epoch 1697 | loss: 0.031216 | val_loss: 0.0312163 | Time: 1632.36 ms [2022-03-11 09:57:58 main:574] : INFO : Epoch 1698 | loss: 0.031214 | val_loss: 0.0312133 | Time: 1642.84 ms [2022-03-11 09:57:59 main:574] : INFO : Epoch 1699 | loss: 0.0312108 | val_loss: 0.0312095 | Time: 1634.31 ms [2022-03-11 09:58:01 main:574] : INFO : Epoch 1700 | loss: 0.0312073 | val_loss: 0.0312076 | Time: 1631.75 ms [2022-03-11 09:58:03 main:574] : INFO : Epoch 1701 | loss: 0.031214 | val_loss: 0.0312079 | Time: 1642.07 ms [2022-03-11 09:58:04 main:574] : INFO : Epoch 1702 | loss: 0.0322063 | val_loss: 0.0316619 | Time: 1633.25 ms [2022-03-11 09:58:06 main:574] : INFO : Epoch 1703 | loss: 0.0316192 | val_loss: 0.0312826 | Time: 1632.2 ms [2022-03-11 09:58:07 main:574] : INFO : Epoch 1704 | loss: 0.0312551 | val_loss: 0.0312171 | Time: 1645.83 ms [2022-03-11 09:58:09 main:574] : INFO : Epoch 1705 | loss: 0.0312128 | val_loss: 0.0312077 | Time: 1631.69 ms [2022-03-11 09:58:11 main:574] : INFO : Epoch 1706 | loss: 0.031205 | val_loss: 0.0312055 | Time: 1641.09 ms [2022-03-11 09:58:12 main:574] : INFO : Epoch 1707 | loss: 0.0312029 | val_loss: 0.0312003 | Time: 1630.67 ms [2022-03-11 09:58:14 main:574] : INFO : Epoch 1708 | loss: 0.0312038 | val_loss: 0.0312032 | Time: 1638.51 ms [2022-03-11 09:58:16 main:574] : INFO : Epoch 1709 | loss: 0.0311988 | val_loss: 0.0311984 | Time: 1639.46 ms [2022-03-11 09:58:17 main:574] : INFO : Epoch 1710 | loss: 0.0311978 | val_loss: 0.0311943 | Time: 1645.78 ms [2022-03-11 09:58:19 main:574] : INFO : Epoch 1711 | loss: 0.0311954 | val_loss: 0.0311949 | Time: 1638.24 ms [2022-03-11 09:58:21 main:574] : INFO : Epoch 1712 | loss: 0.031195 | val_loss: 0.0311925 | Time: 1642.82 ms [2022-03-11 09:58:22 main:574] : INFO : Epoch 1713 | loss: 0.0311943 | val_loss: 0.0311919 | Time: 1635.24 ms [2022-03-11 09:58:24 main:574] : INFO : Epoch 1714 | loss: 0.0311943 | val_loss: 0.0311921 | Time: 1636.29 ms [2022-03-11 09:58:26 main:574] : INFO : Epoch 1715 | loss: 0.0311921 | val_loss: 0.0311902 | Time: 1633.46 ms [2022-03-11 09:58:27 main:574] : INFO : Epoch 1716 | loss: 0.0311904 | val_loss: 0.0311905 | Time: 1645.73 ms [2022-03-11 09:58:29 main:574] : INFO : Epoch 1717 | loss: 0.0311899 | val_loss: 0.0311898 | Time: 1641.33 ms [2022-03-11 09:58:31 main:574] : INFO : Epoch 1718 | loss: 0.0311906 | val_loss: 0.0311888 | Time: 1637.99 ms [2022-03-11 09:58:32 main:574] : INFO : Epoch 1719 | loss: 0.0311894 | val_loss: 0.0311887 | Time: 1630.01 ms [2022-03-11 09:58:34 main:574] : INFO : Epoch 1720 | loss: 0.0311879 | val_loss: 0.0311884 | Time: 1639.67 ms [2022-03-11 09:58:35 main:574] : INFO : Epoch 1721 | loss: 0.0311875 | val_loss: 0.031187 | Time: 1640.44 ms [2022-03-11 09:58:37 main:574] : INFO : Epoch 1722 | loss: 0.0311868 | val_loss: 0.0311866 | Time: 1651.78 ms [2022-03-11 09:58:39 main:574] : INFO : Epoch 1723 | loss: 0.0311862 | val_loss: 0.0311891 | Time: 1634.68 ms [2022-03-11 09:58:40 main:574] : INFO : Epoch 1724 | loss: 0.0311875 | val_loss: 0.0311884 | Time: 1641.76 ms [2022-03-11 09:58:42 main:574] : INFO : Epoch 1725 | loss: 0.0311885 | val_loss: 0.0311867 | Time: 1627.77 ms [2022-03-11 09:58:44 main:574] : INFO : Epoch 1726 | loss: 0.0311848 | val_loss: 0.0311876 | Time: 1642.5 ms [2022-03-11 09:58:45 main:574] : INFO : Epoch 1727 | loss: 0.031185 | val_loss: 0.0311853 | Time: 1641.86 ms [2022-03-11 09:58:47 main:574] : INFO : Epoch 1728 | loss: 0.0311851 | val_loss: 0.0311915 | Time: 1640.56 ms [2022-03-11 09:58:49 main:574] : INFO : Epoch 1729 | loss: 0.0311862 | val_loss: 0.0311855 | Time: 1642.74 ms [2022-03-11 09:58:50 main:574] : INFO : Epoch 1730 | loss: 0.0311851 | val_loss: 0.0311856 | Time: 1643.83 ms [2022-03-11 09:58:52 main:574] : INFO : Epoch 1731 | loss: 0.0311838 | val_loss: 0.0311863 | Time: 1636.49 ms [2022-03-11 09:58:54 main:574] : INFO : Epoch 1732 | loss: 0.0311852 | val_loss: 0.0311867 | Time: 1642.03 ms [2022-03-11 09:58:55 main:574] : INFO : Epoch 1733 | loss: 0.0311843 | val_loss: 0.0311857 | Time: 1629.12 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-03-11 09:59:41 main:435] : INFO : Set logging level to 1 [2022-03-11 09:59:41 main:441] : INFO : Running in BOINC Client mode [2022-03-11 09:59:41 main:444] : INFO : Resolving all filenames [2022-03-11 09:59:41 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-11 09:59:41 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-11 09:59:41 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-11 09:59:41 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-11 09:59:41 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-11 09:59:41 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-11 09:59:41 main:474] : INFO : Configuration: [2022-03-11 09:59:41 main:475] : INFO : Model type: GRU [2022-03-11 09:59:41 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-11 09:59:41 main:477] : INFO : Max Epochs: 2048 [2022-03-11 09:59:41 main:478] : INFO : Batch Size: 128 [2022-03-11 09:59:41 main:479] : INFO : Learning Rate: 0.01 [2022-03-11 09:59:41 main:480] : INFO : Patience: 10 [2022-03-11 09:59:41 main:481] : INFO : Hidden Width: 12 [2022-03-11 09:59:41 main:482] : INFO : # Recurrent Layers: 4 [2022-03-11 09:59:41 main:483] : INFO : # Backend Layers: 4 [2022-03-11 09:59:41 main:484] : INFO : # Threads: 1 [2022-03-11 09:59:41 main:486] : INFO : Preparing Dataset [2022-03-11 09:59:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-11 09:59:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-11 09:59:43 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-11 09:59:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-11 09:59:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-11 09:59:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-11 09:59:43 main:494] : INFO : Creating Model [2022-03-11 09:59:43 main:507] : INFO : Preparing config file [2022-03-11 09:59:43 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-11 09:59:43 main:512] : INFO : Loading config [2022-03-11 09:59:43 main:514] : INFO : Loading state [2022-03-11 09:59:43 main:559] : INFO : Loading DataLoader into Memory [2022-03-11 09:59:43 main:562] : INFO : Starting Training [2022-03-11 09:59:45 main:574] : INFO : Epoch 1714 | loss: 0.0313082 | val_loss: 0.0312413 | Time: 1833.43 ms [2022-03-11 09:59:47 main:574] : INFO : Epoch 1715 | loss: 0.0312048 | val_loss: 0.0311888 | Time: 1631.66 ms [2022-03-11 09:59:49 main:574] : INFO : Epoch 1716 | loss: 0.0311858 | val_loss: 0.0311817 | Time: 1623.79 ms [2022-03-11 09:59:50 main:574] : INFO : Epoch 1717 | loss: 0.0311838 | val_loss: nan | Time: 1642.89 ms [2022-03-11 09:59:52 main:574] : INFO : Epoch 1718 | loss: nan | val_loss: nan | Time: 1635.26 ms [2022-03-11 09:59:53 main:574] : INFO : Epoch 1719 | loss: nan | val_loss: nan | Time: 1636.3 ms [2022-03-11 09:59:55 main:574] : INFO : Epoch 1720 | loss: nan | val_loss: nan | Time: 1633.44 ms [2022-03-11 09:59:57 main:574] : INFO : Epoch 1721 | loss: nan | val_loss: nan | Time: 1644.67 ms [2022-03-11 09:59:58 main:574] : INFO : Epoch 1722 | loss: nan | val_loss: nan | Time: 1646.16 ms [2022-03-11 10:00:00 main:574] : INFO : Epoch 1723 | loss: nan | val_loss: nan | Time: 1633.29 ms [2022-03-11 10:00:02 main:574] : INFO : Epoch 1724 | loss: nan | val_loss: nan | Time: 1636.93 ms [2022-03-11 10:00:03 main:574] : INFO : Epoch 1725 | loss: nan | val_loss: nan | Time: 1633.33 ms [2022-03-11 10:00:05 main:574] : INFO : Epoch 1726 | loss: nan | val_loss: nan | Time: 1641.12 ms [2022-03-11 10:00:07 main:574] : INFO : Epoch 1727 | loss: nan | val_loss: nan | Time: 1634.57 ms [2022-03-11 10:00:08 main:574] : INFO : Epoch 1728 | loss: nan | val_loss: nan | Time: 1844.39 ms [2022-03-11 10:00:10 main:574] : INFO : Epoch 1729 | loss: nan | val_loss: nan | Time: 1638.23 ms [2022-03-11 10:00:12 main:574] : INFO : Epoch 1730 | loss: nan | val_loss: nan | Time: 1671.23 ms [2022-03-11 10:00:13 main:574] : INFO : Epoch 1731 | loss: nan | val_loss: nan | Time: 1647.87 ms [2022-03-11 10:00:15 main:574] : INFO : Epoch 1732 | loss: nan | val_loss: nan | Time: 1637.21 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-03-13 04:00:21 main:435] : INFO : Set logging level to 1 [2022-03-13 04:00:21 main:441] : INFO : Running in BOINC Client mode [2022-03-13 04:00:21 main:444] : INFO : Resolving all filenames [2022-03-13 04:00:21 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-13 04:00:21 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-13 04:00:21 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-13 04:00:21 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-13 04:00:21 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-13 04:00:21 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-13 04:00:21 main:474] : INFO : Configuration: [2022-03-13 04:00:21 main:475] : INFO : Model type: GRU [2022-03-13 04:00:21 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 04:00:21 main:477] : INFO : Max Epochs: 2048 [2022-03-13 04:00:21 main:478] : INFO : Batch Size: 128 [2022-03-13 04:00:21 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 04:00:21 main:480] : INFO : Patience: 10 [2022-03-13 04:00:21 main:481] : INFO : Hidden Width: 12 [2022-03-13 04:00:21 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 04:00:21 main:483] : INFO : # Backend Layers: 4 [2022-03-13 04:00:21 main:484] : INFO : # Threads: 1 [2022-03-13 04:00:21 main:486] : INFO : Preparing Dataset [2022-03-13 04:00:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 04:00:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 04:00:23 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 04:00:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 04:00:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 04:00:23 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 04:00:23 main:494] : INFO : Creating Model [2022-03-13 04:00:23 main:507] : INFO : Preparing config file [2022-03-13 04:00:23 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 04:00:23 main:512] : INFO : Loading config [2022-03-13 04:00:23 main:514] : INFO : Loading state [2022-03-13 04:00:24 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 04:00:24 main:562] : INFO : Starting Training [2022-03-13 04:00:26 main:574] : INFO : Epoch 1714 | loss: 0.0314125 | val_loss: 0.0312649 | Time: 2005.1 ms [2022-03-13 04:00:27 main:574] : INFO : Epoch 1715 | loss: 0.0312347 | val_loss: 0.0312037 | Time: 1615.3 ms [2022-03-13 04:00:29 main:574] : INFO : Epoch 1716 | loss: 0.0311921 | val_loss: 0.0311858 | Time: 1632.07 ms [2022-03-13 04:00:31 main:574] : INFO : Epoch 1717 | loss: 0.0311833 | val_loss: 0.0311871 | Time: 1621.28 ms [2022-03-13 04:00:32 main:574] : INFO : Epoch 1718 | loss: 0.0311828 | val_loss: 0.0311786 | Time: 1629.62 ms [2022-03-13 04:00:34 main:574] : INFO : Epoch 1719 | loss: 0.0311827 | val_loss: 0.0311771 | Time: 1630.51 ms [2022-03-13 04:00:36 main:574] : INFO : Epoch 1720 | loss: 0.0311796 | val_loss: 0.031176 | Time: 1633.73 ms [2022-03-13 04:00:37 main:574] : INFO : Epoch 1721 | loss: 0.0311778 | val_loss: 0.031175 | Time: 1640.65 ms [2022-03-13 04:00:39 main:574] : INFO : Epoch 1722 | loss: 0.0311764 | val_loss: 0.031174 | Time: 1641.91 ms [2022-03-13 04:00:40 main:574] : INFO : Epoch 1723 | loss: 0.0311754 | val_loss: 0.0311756 | Time: 1637.11 ms [2022-03-13 04:00:42 main:574] : INFO : Epoch 1724 | loss: 0.0311755 | val_loss: 0.0311729 | Time: 1630.51 ms [2022-03-13 04:00:44 main:574] : INFO : Epoch 1725 | loss: 0.0311712 | val_loss: 0.0311721 | Time: 1644.51 ms [2022-03-13 04:00:45 main:574] : INFO : Epoch 1726 | loss: 0.0311701 | val_loss: 0.0311695 | Time: 1633.5 ms [2022-03-13 04:00:47 main:574] : INFO : Epoch 1727 | loss: 0.0311686 | val_loss: 0.0311679 | Time: 1642.71 ms [2022-03-13 04:00:49 main:574] : INFO : Epoch 1728 | loss: 0.0311682 | val_loss: 0.031167 | Time: 1644.23 ms [2022-03-13 04:00:50 main:574] : INFO : Epoch 1729 | loss: 0.031168 | val_loss: 0.0311683 | Time: 1642.21 ms [2022-03-13 04:00:52 main:574] : INFO : Epoch 1730 | loss: 0.0311676 | val_loss: 0.0311678 | Time: 1638.78 ms [2022-03-13 04:00:54 main:574] : INFO : Epoch 1731 | loss: 0.0311687 | val_loss: 0.031167 | Time: 1647.17 ms [2022-03-13 04:00:55 main:574] : INFO : Epoch 1732 | loss: 0.0311687 | val_loss: 0.0311676 | Time: 1632.55 ms [2022-03-13 04:00:57 main:574] : INFO : Epoch 1733 | loss: 0.0311676 | val_loss: 0.0311667 | Time: 1647.73 ms [2022-03-13 04:00:59 main:574] : INFO : Epoch 1734 | loss: 0.0311665 | val_loss: 0.0311681 | Time: 1637.56 ms [2022-03-13 04:01:00 main:574] : INFO : Epoch 1735 | loss: 0.0311682 | val_loss: 0.0311717 | Time: 1642 ms [2022-03-13 04:01:02 main:574] : INFO : Epoch 1736 | loss: 0.0311699 | val_loss: 0.0311693 | Time: 1631.05 ms [2022-03-13 04:01:04 main:574] : INFO : Epoch 1737 | loss: 0.0311665 | val_loss: 0.0311654 | Time: 1640.3 ms [2022-03-13 04:01:05 main:574] : INFO : Epoch 1738 | loss: 0.0311654 | val_loss: 0.0311654 | Time: 1632.39 ms [2022-03-13 04:01:07 main:574] : INFO : Epoch 1739 | loss: 0.031166 | val_loss: 0.0311696 | Time: 1641.8 ms [2022-03-13 04:01:08 main:574] : INFO : Epoch 1740 | loss: 0.0311715 | val_loss: 0.0311688 | Time: 1640.53 ms [2022-03-13 04:01:10 main:574] : INFO : Epoch 1741 | loss: 0.031169 | val_loss: 0.0311685 | Time: 1640.71 ms [2022-03-13 04:01:12 main:574] : INFO : Epoch 1742 | loss: 0.0311688 | val_loss: 0.0311696 | Time: 1634.04 ms [2022-03-13 04:01:13 main:574] : INFO : Epoch 1743 | loss: 0.0311669 | val_loss: 0.0311672 | Time: 1644.2 ms [2022-03-13 04:01:15 main:574] : INFO : Epoch 1744 | loss: 0.031167 | val_loss: 0.031167 | Time: 1632.92 ms [2022-03-13 04:01:17 main:574] : INFO : Epoch 1745 | loss: 0.0311666 | val_loss: 0.0311675 | Time: 1643.11 ms [2022-03-13 04:01:18 main:574] : INFO : Epoch 1746 | loss: 0.0311665 | val_loss: 0.0311656 | Time: 1655.56 ms [2022-03-13 04:01:20 main:574] : INFO : Epoch 1747 | loss: 0.0311664 | val_loss: 0.031167 | Time: 1638.94 ms [2022-03-13 04:01:22 main:574] : INFO : Epoch 1748 | loss: 0.0311666 | val_loss: 0.031168 | Time: 1644.5 ms [2022-03-13 04:01:23 main:574] : INFO : Epoch 1749 | loss: 0.0311655 | val_loss: 0.0311666 | Time: 1645.86 ms [2022-03-13 04:01:25 main:574] : INFO : Epoch 1750 | loss: 0.0311654 | val_loss: 0.031168 | Time: 1632.55 ms [2022-03-13 04:01:27 main:574] : INFO : Epoch 1751 | loss: 0.031165 | val_loss: 0.0311656 | Time: 1647.3 ms [2022-03-13 04:01:28 main:574] : INFO : Epoch 1752 | loss: 0.0311647 | val_loss: 0.0311669 | Time: 1645.84 ms [2022-03-13 04:01:30 main:574] : INFO : Epoch 1753 | loss: 0.0311651 | val_loss: 0.0311674 | Time: 1637.17 ms [2022-03-13 04:01:31 main:574] : INFO : Epoch 1754 | loss: 0.0311658 | val_loss: 0.031169 | Time: 1635.52 ms [2022-03-13 04:01:33 main:574] : INFO : Epoch 1755 | loss: 0.0311668 | val_loss: 0.0311699 | Time: 1641.09 ms [2022-03-13 04:01:35 main:574] : INFO : Epoch 1756 | loss: 0.0311676 | val_loss: 0.031165 | Time: 1638.74 ms [2022-03-13 04:01:36 main:574] : INFO : Epoch 1757 | loss: 0.0311654 | val_loss: 0.0311688 | Time: 1639.77 ms [2022-03-13 04:01:38 main:574] : INFO : Epoch 1758 | loss: 0.0311703 | val_loss: 0.0311678 | Time: 1646.17 ms [2022-03-13 04:01:40 main:574] : INFO : Epoch 1759 | loss: 0.0311711 | val_loss: 0.0311709 | Time: 1638.33 ms [2022-03-13 04:01:41 main:574] : INFO : Epoch 1760 | loss: 0.0311797 | val_loss: 0.0311852 | Time: 1642.31 ms [2022-03-13 04:01:43 main:574] : INFO : Epoch 1761 | loss: 0.0311847 | val_loss: 0.0311806 | Time: 1639.89 ms [2022-03-13 04:01:45 main:574] : INFO : Epoch 1762 | loss: 0.031181 | val_loss: 0.0311818 | Time: 1641.52 ms [2022-03-13 04:01:46 main:574] : INFO : Epoch 1763 | loss: 0.0311816 | val_loss: 0.0311806 | Time: 1646.93 ms [2022-03-13 04:01:48 main:574] : INFO : Epoch 1764 | loss: 0.0311795 | val_loss: 0.0311814 | Time: 1640.04 ms [2022-03-13 04:01:50 main:574] : INFO : Epoch 1765 | loss: 0.0311791 | val_loss: 0.0311793 | Time: 1641.04 ms [2022-03-13 04:01:51 main:574] : INFO : Epoch 1766 | loss: 0.031177 | val_loss: 0.0311792 | Time: 1640.9 ms [2022-03-13 04:01:53 main:574] : INFO : Epoch 1767 | loss: 0.0311765 | val_loss: 0.0311803 | Time: 1638.35 ms [2022-03-13 04:01:55 main:574] : INFO : Epoch 1768 | loss: 0.031177 | val_loss: 0.031178 | Time: 1638.67 ms [2022-03-13 04:01:56 main:574] : INFO : Epoch 1769 | loss: 0.0311778 | val_loss: 0.0311813 | Time: 1640.37 ms [2022-03-13 04:01:58 main:574] : INFO : Epoch 1770 | loss: 0.0311763 | val_loss: 0.0311777 | Time: 1638.89 ms [2022-03-13 04:01:59 main:574] : INFO : Epoch 1771 | loss: 0.0311756 | val_loss: 0.0311778 | Time: 1636.68 ms [2022-03-13 04:02:01 main:574] : INFO : Epoch 1772 | loss: 0.0311767 | val_loss: 0.0311792 | Time: 1642.14 ms [2022-03-13 04:02:03 main:574] : INFO : Epoch 1773 | loss: 0.0311767 | val_loss: 0.0311795 | Time: 1661.06 ms [2022-03-13 04:02:04 main:574] : INFO : Epoch 1774 | loss: 0.0311761 | val_loss: 0.0311791 | Time: 1651.01 ms [2022-03-13 04:02:06 main:574] : INFO : Epoch 1775 | loss: 0.0311765 | val_loss: 0.0311797 | Time: 1640.75 ms [2022-03-13 04:02:08 main:574] : INFO : Epoch 1776 | loss: 0.0311756 | val_loss: 0.0311799 | Time: 1654.13 ms [2022-03-13 04:02:09 main:574] : INFO : Epoch 1777 | loss: 0.0311759 | val_loss: 0.0311787 | Time: 1636.94 ms [2022-03-13 04:02:11 main:574] : INFO : Epoch 1778 | loss: 0.0311754 | val_loss: 0.0311787 | Time: 1633.09 ms [2022-03-13 04:02:13 main:574] : INFO : Epoch 1779 | loss: 0.0311755 | val_loss: 0.0311783 | Time: 1634.67 ms [2022-03-13 04:02:14 main:574] : INFO : Epoch 1780 | loss: 0.0311754 | val_loss: 0.0311791 | Time: 1635.26 ms [2022-03-13 04:02:16 main:574] : INFO : Epoch 1781 | loss: 0.0311743 | val_loss: 0.0311741 | Time: 1638.97 ms [2022-03-13 04:02:18 main:574] : INFO : Epoch 1782 | loss: 0.0311737 | val_loss: 0.031176 | Time: 1644.25 ms [2022-03-13 04:02:19 main:574] : INFO : Epoch 1783 | loss: 0.0311738 | val_loss: 0.0311747 | Time: 1644.32 ms [2022-03-13 04:02:21 main:574] : INFO : Epoch 1784 | loss: 0.0311741 | val_loss: 0.0311756 | Time: 1641.63 ms [2022-03-13 04:02:23 main:574] : INFO : Epoch 1785 | loss: 0.0311743 | val_loss: 0.031176 | Time: 1640.25 ms [2022-03-13 04:02:24 main:574] : INFO : Epoch 1786 | loss: 0.0311715 | val_loss: 0.0311715 | Time: 1635.34 ms [2022-03-13 04:02:26 main:574] : INFO : Epoch 1787 | loss: 0.0311718 | val_loss: 0.0311763 | Time: 1638.1 ms [2022-03-13 04:02:27 main:574] : INFO : Epoch 1788 | loss: 0.0311726 | val_loss: 0.0311758 | Time: 1647.66 ms [2022-03-13 04:02:29 main:574] : INFO : Epoch 1789 | loss: 0.031177 | val_loss: 0.0311744 | Time: 1648.97 ms [2022-03-13 04:02:31 main:574] : INFO : Epoch 1790 | loss: 0.0311741 | val_loss: 0.0311725 | Time: 1643.24 ms [2022-03-13 04:02:32 main:574] : INFO : Epoch 1791 | loss: 0.0311731 | val_loss: 0.031172 | Time: 1642.39 ms [2022-03-13 04:02:34 main:574] : INFO : Epoch 1792 | loss: 0.0311726 | val_loss: 0.031173 | Time: 1638.93 ms [2022-03-13 04:02:36 main:574] : INFO : Epoch 1793 | loss: 0.0311725 | val_loss: 0.0311739 | Time: 1638.85 ms [2022-03-13 04:02:37 main:574] : INFO : Epoch 1794 | loss: 0.0311724 | val_loss: 0.031171 | Time: 1647.48 ms [2022-03-13 04:02:39 main:574] : INFO : Epoch 1795 | loss: 0.0311703 | val_loss: 0.031171 | Time: 1642.95 ms [2022-03-13 04:02:41 main:574] : INFO : Epoch 1796 | loss: 0.0311708 | val_loss: 0.0311751 | Time: 1637.94 ms [2022-03-13 04:02:42 main:574] : INFO : Epoch 1797 | loss: 0.0311708 | val_loss: 0.0311719 | Time: 1635.36 ms [2022-03-13 04:02:44 main:574] : INFO : Epoch 1798 | loss: 0.0311719 | val_loss: 0.0311772 | Time: 1645.52 ms [2022-03-13 04:02:46 main:574] : INFO : Epoch 1799 | loss: 0.0311721 | val_loss: 0.0311706 | Time: 1648.34 ms [2022-03-13 04:02:47 main:574] : INFO : Epoch 1800 | loss: 0.0311693 | val_loss: 0.0311722 | Time: 1643.48 ms [2022-03-13 04:02:49 main:574] : INFO : Epoch 1801 | loss: 0.0311731 | val_loss: 0.0311724 | Time: 1646.66 ms [2022-03-13 04:02:51 main:574] : INFO : Epoch 1802 | loss: 0.0311709 | val_loss: 0.0311746 | Time: 1641.49 ms [2022-03-13 04:02:52 main:574] : INFO : Epoch 1803 | loss: 0.0311695 | val_loss: 0.03117 | Time: 1633.25 ms [2022-03-13 04:02:54 main:574] : INFO : Epoch 1804 | loss: 0.031169 | val_loss: 0.0311693 | Time: 1638.27 ms [2022-03-13 04:02:56 main:574] : INFO : Epoch 1805 | loss: 0.0311696 | val_loss: 0.0311714 | Time: 1636.54 ms [2022-03-13 04:02:57 main:574] : INFO : Epoch 1806 | loss: 0.0311684 | val_loss: 0.031172 | Time: 1645.41 ms [2022-03-13 04:02:59 main:574] : INFO : Epoch 1807 | loss: 0.0311689 | val_loss: 0.03117 | Time: 1644.54 ms [2022-03-13 04:03:00 main:574] : INFO : Epoch 1808 | loss: 0.0311706 | val_loss: 0.0311726 | Time: 1649.9 ms [2022-03-13 04:03:02 main:574] : INFO : Epoch 1809 | loss: 0.0311711 | val_loss: 0.0311739 | Time: 1633.98 ms [2022-03-13 04:03:04 main:574] : INFO : Epoch 1810 | loss: 0.0311699 | val_loss: 0.0311702 | Time: 1653.98 ms [2022-03-13 04:03:05 main:574] : INFO : Epoch 1811 | loss: 0.0311707 | val_loss: 0.0311693 | Time: 1628.58 ms [2022-03-13 04:03:07 main:574] : INFO : Epoch 1812 | loss: 0.0311709 | val_loss: 0.0311699 | Time: 1647.55 ms [2022-03-13 04:03:09 main:574] : INFO : Epoch 1813 | loss: 0.0311713 | val_loss: 0.0311764 | Time: 1650.38 ms [2022-03-13 04:03:10 main:574] : INFO : Epoch 1814 | loss: 0.0311733 | val_loss: 0.0311734 | Time: 1633 ms [2022-03-13 04:03:12 main:574] : INFO : Epoch 1815 | loss: 0.0311703 | val_loss: 0.0311697 | Time: 1634.81 ms [2022-03-13 04:03:14 main:574] : INFO : Epoch 1816 | loss: 0.0311689 | val_loss: 0.0311709 | Time: 1634.78 ms [2022-03-13 04:03:15 main:574] : INFO : Epoch 1817 | loss: 0.0311695 | val_loss: 0.0311689 | Time: 1646.57 ms [2022-03-13 04:03:17 main:574] : INFO : Epoch 1818 | loss: 0.0311688 | val_loss: 0.0311693 | Time: 1639.97 ms [2022-03-13 04:03:19 main:574] : INFO : Epoch 1819 | loss: 0.0311698 | val_loss: 0.0311701 | Time: 1643.98 ms [2022-03-13 04:03:20 main:574] : INFO : Epoch 1820 | loss: 0.0311678 | val_loss: 0.031169 | Time: 1642.28 ms [2022-03-13 04:03:22 main:574] : INFO : Epoch 1821 | loss: 0.0311686 | val_loss: 0.0311757 | Time: 1635.56 ms [2022-03-13 04:03:24 main:574] : INFO : Epoch 1822 | loss: 0.0311711 | val_loss: 0.0311682 | Time: 1636.1 ms [2022-03-13 04:03:25 main:574] : INFO : Epoch 1823 | loss: 0.0311703 | val_loss: 0.0311717 | Time: 1645.57 ms [2022-03-13 04:03:27 main:574] : INFO : Epoch 1824 | loss: 0.03117 | val_loss: 0.0311723 | Time: 1649.96 ms [2022-03-13 04:03:28 main:574] : INFO : Epoch 1825 | loss: 0.0311741 | val_loss: 0.0311736 | Time: 1644.33 ms [2022-03-13 04:03:30 main:574] : INFO : Epoch 1826 | loss: 0.0311719 | val_loss: 0.0311729 | Time: 1635.92 ms [2022-03-13 04:03:32 main:574] : INFO : Epoch 1827 | loss: 0.0311751 | val_loss: 0.031173 | Time: 1637.01 ms [2022-03-13 04:03:33 main:574] : INFO : Epoch 1828 | loss: 0.0311739 | val_loss: 0.031173 | Time: 1633.98 ms [2022-03-13 04:03:35 main:574] : INFO : Epoch 1829 | loss: 0.0311744 | val_loss: 0.0311731 | Time: 1638.17 ms [2022-03-13 04:03:37 main:574] : INFO : Epoch 1830 | loss: 0.0311763 | val_loss: 0.031173 | Time: 1638.47 ms [2022-03-13 04:03:38 main:574] : INFO : Epoch 1831 | loss: 0.0311735 | val_loss: 0.0311751 | Time: 1651.92 ms [2022-03-13 04:03:40 main:574] : INFO : Epoch 1832 | loss: 0.0311728 | val_loss: 0.0311727 | Time: 1634.79 ms [2022-03-13 04:03:42 main:574] : INFO : Epoch 1833 | loss: 0.0311728 | val_loss: 0.0311738 | Time: 1633.71 ms [2022-03-13 04:03:43 main:574] : INFO : Epoch 1834 | loss: 0.0311703 | val_loss: 0.0311731 | Time: 1636.44 ms [2022-03-13 04:03:45 main:574] : INFO : Epoch 1835 | loss: 0.0311699 | val_loss: 0.031174 | Time: 1635.41 ms [2022-03-13 04:03:47 main:574] : INFO : Epoch 1836 | loss: 0.0311696 | val_loss: 0.0311718 | Time: 1640.5 ms [2022-03-13 04:03:48 main:574] : INFO : Epoch 1837 | loss: 0.0311707 | val_loss: 0.0311737 | Time: 1652.28 ms [2022-03-13 04:03:50 main:574] : INFO : Epoch 1838 | loss: 0.0311699 | val_loss: 0.0311737 | Time: 1639.43 ms [2022-03-13 04:03:52 main:574] : INFO : Epoch 1839 | loss: 0.0311701 | val_loss: 0.0311721 | Time: 1643.68 ms [2022-03-13 04:03:53 main:574] : INFO : Epoch 1840 | loss: 0.0311696 | val_loss: 0.0311721 | Time: 1631.97 ms [2022-03-13 04:03:55 main:574] : INFO : Epoch 1841 | loss: 0.0311691 | val_loss: 0.0311727 | Time: 1635.19 ms [2022-03-13 04:03:56 main:574] : INFO : Epoch 1842 | loss: 0.0311686 | val_loss: 0.0311723 | Time: 1647.42 ms [2022-03-13 04:03:58 main:574] : INFO : Epoch 1843 | loss: 0.0311685 | val_loss: 0.0311727 | Time: 1652.26 ms [2022-03-13 04:04:00 main:574] : INFO : Epoch 1844 | loss: 0.0311685 | val_loss: 0.0311724 | Time: 1639.77 ms [2022-03-13 04:04:01 main:574] : INFO : Epoch 1845 | loss: 0.031169 | val_loss: 0.0311726 | Time: 1642.54 ms [2022-03-13 04:04:03 main:574] : INFO : Epoch 1846 | loss: 0.0311701 | val_loss: 0.0311733 | Time: 1633.57 ms [2022-03-13 04:04:05 main:574] : INFO : Epoch 1847 | loss: 0.0311691 | val_loss: 0.0311723 | Time: 1641.56 ms [2022-03-13 04:04:06 main:574] : INFO : Epoch 1848 | loss: 0.0311683 | val_loss: 0.031174 | Time: 1632.95 ms [2022-03-13 04:04:08 main:574] : INFO : Epoch 1849 | loss: 0.0311695 | val_loss: 0.0311729 | Time: 1642.28 ms [2022-03-13 04:04:10 main:574] : INFO : Epoch 1850 | loss: 0.0311678 | val_loss: 0.0311713 | Time: 1637.83 ms [2022-03-13 04:04:11 main:574] : INFO : Epoch 1851 | loss: 0.0311672 | val_loss: 0.0311722 | Time: 1643.46 ms [2022-03-13 04:04:13 main:574] : INFO : Epoch 1852 | loss: 0.0311666 | val_loss: 0.0311717 | Time: 1635.95 ms [2022-03-13 04:04:15 main:574] : INFO : Epoch 1853 | loss: 0.0311662 | val_loss: 0.0311718 | Time: 1643.05 ms [2022-03-13 04:04:16 main:574] : INFO : Epoch 1854 | loss: 0.0311659 | val_loss: 0.0311701 | Time: 1636.47 ms [2022-03-13 04:04:18 main:574] : INFO : Epoch 1855 | loss: 0.0311662 | val_loss: 0.0311697 | Time: 1649.01 ms [2022-03-13 04:04:19 main:574] : INFO : Epoch 1856 | loss: 0.0311671 | val_loss: 0.0311725 | Time: 1634.21 ms [2022-03-13 04:04:21 main:574] : INFO : Epoch 1857 | loss: 0.0311677 | val_loss: 0.0311756 | Time: 1636.21 ms [2022-03-13 04:04:23 main:574] : INFO : Epoch 1858 | loss: 0.0311695 | val_loss: 0.0311774 | Time: 1633.39 ms [2022-03-13 04:04:24 main:574] : INFO : Epoch 1859 | loss: 0.0311735 | val_loss: 0.0311754 | Time: 1648.22 ms [2022-03-13 04:04:26 main:574] : INFO : Epoch 1860 | loss: 0.0311811 | val_loss: 0.0311876 | Time: 1639.57 ms [2022-03-13 04:04:28 main:574] : INFO : Epoch 1861 | loss: 0.0311891 | val_loss: 0.0311873 | Time: 1646.99 ms [2022-03-13 04:04:29 main:574] : INFO : Epoch 1862 | loss: 0.0311868 | val_loss: 0.0311822 | Time: 1631.74 ms [2022-03-13 04:04:31 main:574] : INFO : Epoch 1863 | loss: 0.031183 | val_loss: 0.0311824 | Time: 1638.96 ms [2022-03-13 04:04:33 main:574] : INFO : Epoch 1864 | loss: 0.0311851 | val_loss: 0.0311812 | Time: 1635.3 ms [2022-03-13 04:04:34 main:574] : INFO : Epoch 1865 | loss: 0.0311862 | val_loss: 0.0311819 | Time: 1639.69 ms [2022-03-13 04:04:36 main:574] : INFO : Epoch 1866 | loss: 0.0311841 | val_loss: 0.0311816 | Time: 1645.67 ms [2022-03-13 04:04:38 main:574] : INFO : Epoch 1867 | loss: 0.0311854 | val_loss: 0.0311831 | Time: 1646.2 ms [2022-03-13 04:04:39 main:574] : INFO : Epoch 1868 | loss: 0.0311842 | val_loss: 0.031181 | Time: 1650.61 ms [2022-03-13 04:04:41 main:574] : INFO : Epoch 1869 | loss: 0.031184 | val_loss: 0.0311825 | Time: 1639.71 ms [2022-03-13 04:04:43 main:574] : INFO : Epoch 1870 | loss: 0.0311825 | val_loss: 0.0311807 | Time: 1643.08 ms [2022-03-13 04:04:44 main:574] : INFO : Epoch 1871 | loss: 0.0311824 | val_loss: 0.0311808 | Time: 1645.25 ms [2022-03-13 04:04:46 main:574] : INFO : Epoch 1872 | loss: 0.0311823 | val_loss: 0.0311795 | Time: 1644.06 ms [2022-03-13 04:04:47 main:574] : INFO : Epoch 1873 | loss: 0.0311817 | val_loss: 0.0311801 | Time: 1642.21 ms [2022-03-13 04:04:49 main:574] : INFO : Epoch 1874 | loss: 0.0311818 | val_loss: 0.0311821 | Time: 1639.98 ms [2022-03-13 04:04:51 main:574] : INFO : Epoch 1875 | loss: 0.0311821 | val_loss: 0.0311826 | Time: 1643.99 ms [2022-03-13 04:04:52 main:574] : INFO : Epoch 1876 | loss: 0.0311871 | val_loss: 0.0311819 | Time: 1644.21 ms [2022-03-13 04:04:54 main:574] : INFO : Epoch 1877 | loss: 0.0311839 | val_loss: 0.0311825 | Time: 1646.08 ms [2022-03-13 04:04:56 main:574] : INFO : Epoch 1878 | loss: 0.031183 | val_loss: 0.0311859 | Time: 1646.84 ms [2022-03-13 04:04:57 main:574] : INFO : Epoch 1879 | loss: 0.0311813 | val_loss: 0.0311778 | Time: 1651.44 ms [2022-03-13 04:04:59 main:574] : INFO : Epoch 1880 | loss: 0.0311783 | val_loss: 0.0311771 | Time: 1643.16 ms [2022-03-13 04:05:01 main:574] : INFO : Epoch 1881 | loss: 0.0311801 | val_loss: 0.0311779 | Time: 1642.06 ms [2022-03-13 04:05:02 main:574] : INFO : Epoch 1882 | loss: 0.03118 | val_loss: 0.0311864 | Time: 1629.77 ms [2022-03-13 04:05:04 main:574] : INFO : Epoch 1883 | loss: 0.0311805 | val_loss: 0.0311779 | Time: 1644.14 ms [2022-03-13 04:05:06 main:574] : INFO : Epoch 1884 | loss: 0.0311787 | val_loss: 0.0311818 | Time: 1638.1 ms [2022-03-13 04:05:07 main:574] : INFO : Epoch 1885 | loss: 0.0311786 | val_loss: 0.0311781 | Time: 1647.12 ms [2022-03-13 04:05:09 main:574] : INFO : Epoch 1886 | loss: 0.0311776 | val_loss: 0.0311777 | Time: 1645.34 ms [2022-03-13 04:05:11 main:574] : INFO : Epoch 1887 | loss: 0.0311795 | val_loss: 0.0311798 | Time: 1640.67 ms [2022-03-13 04:05:12 main:574] : INFO : Epoch 1888 | loss: 0.0311792 | val_loss: 0.0311776 | Time: 1635.04 ms [2022-03-13 04:05:14 main:574] : INFO : Epoch 1889 | loss: 0.0311777 | val_loss: 0.0311773 | Time: 1635.81 ms [2022-03-13 04:05:15 main:574] : INFO : Epoch 1890 | loss: 0.0311768 | val_loss: 0.0311773 | Time: 1638.84 ms [2022-03-13 04:05:17 main:574] : INFO : Epoch 1891 | loss: 0.0311778 | val_loss: 0.0311772 | Time: 1651.57 ms [2022-03-13 04:05:19 main:574] : INFO : Epoch 1892 | loss: 0.0311766 | val_loss: 0.0311774 | Time: 1645.42 ms [2022-03-13 04:05:20 main:574] : INFO : Epoch 1893 | loss: 0.0311764 | val_loss: 0.0311778 | Time: 1638.19 ms [2022-03-13 04:05:22 main:574] : INFO : Epoch 1894 | loss: 0.0311768 | val_loss: 0.031179 | Time: 1635.37 ms [2022-03-13 04:05:24 main:574] : INFO : Epoch 1895 | loss: 0.0311779 | val_loss: 0.0311791 | Time: 1637.14 ms [2022-03-13 04:05:25 main:574] : INFO : Epoch 1896 | loss: 0.0311792 | val_loss: 0.0311859 | Time: 1634.89 ms [2022-03-13 04:05:27 main:574] : INFO : Epoch 1897 | loss: 0.0311787 | val_loss: 0.0311778 | Time: 1637.71 ms [2022-03-13 04:05:29 main:574] : INFO : Epoch 1898 | loss: 0.0311764 | val_loss: 0.0311782 | Time: 1642.63 ms [2022-03-13 04:05:30 main:574] : INFO : Epoch 1899 | loss: 0.0311773 | val_loss: 0.0311783 | Time: 1634.46 ms [2022-03-13 04:05:32 main:574] : INFO : Epoch 1900 | loss: 0.0311767 | val_loss: 0.0311788 | Time: 1637.57 ms [2022-03-13 04:05:34 main:574] : INFO : Epoch 1901 | loss: 0.031177 | val_loss: 0.0311776 | Time: 1636.75 ms [2022-03-13 04:05:35 main:574] : INFO : Epoch 1902 | loss: 0.0311768 | val_loss: 0.0311779 | Time: 1641.26 ms [2022-03-13 04:05:37 main:574] : INFO : Epoch 1903 | loss: 0.0311766 | val_loss: 0.0311796 | Time: 1646.29 ms [2022-03-13 04:05:39 main:574] : INFO : Epoch 1904 | loss: 0.0311767 | val_loss: 0.0311795 | Time: 1651.94 ms [2022-03-13 04:05:40 main:574] : INFO : Epoch 1905 | loss: 0.0311775 | val_loss: 0.0311805 | Time: 1644.38 ms [2022-03-13 04:05:42 main:574] : INFO : Epoch 1906 | loss: 0.0311777 | val_loss: 0.0311823 | Time: 1638.46 ms [2022-03-13 04:05:43 main:574] : INFO : Epoch 1907 | loss: 0.0311766 | val_loss: 0.0311778 | Time: 1647.39 ms [2022-03-13 04:05:45 main:574] : INFO : Epoch 1908 | loss: 0.0311767 | val_loss: 0.0311788 | Time: 1640.04 ms [2022-03-13 04:05:47 main:574] : INFO : Epoch 1909 | loss: 0.0311761 | val_loss: 0.0311777 | Time: 1639.92 ms [2022-03-13 04:05:48 main:574] : INFO : Epoch 1910 | loss: 0.0311755 | val_loss: 0.0311774 | Time: 1656.14 ms [2022-03-13 04:05:50 main:574] : INFO : Epoch 1911 | loss: 0.0311757 | val_loss: 0.0311777 | Time: 1629.16 ms [2022-03-13 04:05:52 main:574] : INFO : Epoch 1912 | loss: 0.0311756 | val_loss: 0.0311783 | Time: 1636.49 ms [2022-03-13 04:05:53 main:574] : INFO : Epoch 1913 | loss: 0.0311777 | val_loss: 0.0311828 | Time: 1638.81 ms [2022-03-13 04:05:55 main:574] : INFO : Epoch 1914 | loss: 0.0311786 | val_loss: 0.0311787 | Time: 1641.82 ms [2022-03-13 04:05:57 main:574] : INFO : Epoch 1915 | loss: 0.0311776 | val_loss: 0.0311779 | Time: 1635.15 ms [2022-03-13 04:05:58 main:574] : INFO : Epoch 1916 | loss: 0.0311798 | val_loss: 0.0311793 | Time: 1644.24 ms [2022-03-13 04:06:00 main:574] : INFO : Epoch 1917 | loss: 0.0311765 | val_loss: 0.0311783 | Time: 1638.82 ms [2022-03-13 04:06:02 main:574] : INFO : Epoch 1918 | loss: 0.0311772 | val_loss: 0.0311797 | Time: 1645.42 ms [2022-03-13 04:06:03 main:574] : INFO : Epoch 1919 | loss: 0.031177 | val_loss: 0.0311807 | Time: 1629.58 ms [2022-03-13 04:06:05 main:574] : INFO : Epoch 1920 | loss: 0.031177 | val_loss: 0.0311844 | Time: 1642.81 ms [2022-03-13 04:06:07 main:574] : INFO : Epoch 1921 | loss: 0.0311781 | val_loss: 0.0311784 | Time: 1634.26 ms [2022-03-13 04:06:08 main:574] : INFO : Epoch 1922 | loss: 0.0311757 | val_loss: 0.0311794 | Time: 1651.72 ms [2022-03-13 04:06:10 main:574] : INFO : Epoch 1923 | loss: 0.0311771 | val_loss: 0.0311774 | Time: 1631.17 ms [2022-03-13 04:06:11 main:574] : INFO : Epoch 1924 | loss: 0.0311754 | val_loss: 0.0311773 | Time: 1642.33 ms [2022-03-13 04:06:13 main:574] : INFO : Epoch 1925 | loss: 0.0311752 | val_loss: 0.0311785 | Time: 1642.84 ms [2022-03-13 04:06:15 main:574] : INFO : Epoch 1926 | loss: 0.0311755 | val_loss: 0.0311796 | Time: 1645.79 ms [2022-03-13 04:06:16 main:574] : INFO : Epoch 1927 | loss: 0.0311759 | val_loss: 0.031178 | Time: 1645.64 ms [2022-03-13 04:06:18 main:574] : INFO : Epoch 1928 | loss: 0.0311756 | val_loss: 0.031181 | Time: 1647.76 ms [2022-03-13 04:06:20 main:574] : INFO : Epoch 1929 | loss: 0.0311769 | val_loss: 0.0311778 | Time: 1638.38 ms [2022-03-13 04:06:21 main:574] : INFO : Epoch 1930 | loss: 0.0311754 | val_loss: 0.0311791 | Time: 1639.49 ms [2022-03-13 04:06:23 main:574] : INFO : Epoch 1931 | loss: 0.0311753 | val_loss: 0.031178 | Time: 1631.05 ms [2022-03-13 04:06:25 main:574] : INFO : Epoch 1932 | loss: 0.0311749 | val_loss: 0.0311772 | Time: 1636.38 ms [2022-03-13 04:06:26 main:574] : INFO : Epoch 1933 | loss: 0.0311755 | val_loss: 0.0311775 | Time: 1638.69 ms [2022-03-13 04:06:28 main:574] : INFO : Epoch 1934 | loss: 0.031177 | val_loss: 0.0311778 | Time: 1645.59 ms [2022-03-13 04:06:30 main:574] : INFO : Epoch 1935 | loss: 0.0311777 | val_loss: 0.0311791 | Time: 1645.98 ms [2022-03-13 04:06:31 main:574] : INFO : Epoch 1936 | loss: 0.0311752 | val_loss: 0.0311776 | Time: 1632.47 ms [2022-03-13 04:06:33 main:574] : INFO : Epoch 1937 | loss: 0.0311745 | val_loss: 0.0311786 | Time: 1639.24 ms [2022-03-13 04:06:35 main:574] : INFO : Epoch 1938 | loss: 0.0311756 | val_loss: 0.0311782 | Time: 1644.78 ms [2022-03-13 04:06:36 main:574] : INFO : Epoch 1939 | loss: 0.0311762 | val_loss: 0.0311786 | Time: 1644.3 ms [2022-03-13 04:06:38 main:574] : INFO : Epoch 1940 | loss: 0.0311759 | val_loss: 0.031178 | Time: 1643.54 ms [2022-03-13 04:06:39 main:574] : INFO : Epoch 1941 | loss: 0.0311756 | val_loss: 0.0311788 | Time: 1646.51 ms [2022-03-13 04:06:41 main:574] : INFO : Epoch 1942 | loss: 0.0311757 | val_loss: 0.031177 | Time: 1638.15 ms [2022-03-13 04:06:43 main:574] : INFO : Epoch 1943 | loss: 0.0311748 | val_loss: 0.0311782 | Time: 1640.01 ms [2022-03-13 04:06:44 main:574] : INFO : Epoch 1944 | loss: 0.0311759 | val_loss: 0.0311796 | Time: 1642.49 ms [2022-03-13 04:06:46 main:574] : INFO : Epoch 1945 | loss: 0.031176 | val_loss: 0.0311795 | Time: 1630.37 ms [2022-03-13 04:06:48 main:574] : INFO : Epoch 1946 | loss: 0.0311752 | val_loss: 0.0311781 | Time: 1637.86 ms [2022-03-13 04:06:49 main:574] : INFO : Epoch 1947 | loss: 0.0311754 | val_loss: 0.0311778 | Time: 1644.8 ms [2022-03-13 04:06:51 main:574] : INFO : Epoch 1948 | loss: 0.0311749 | val_loss: 0.0311796 | Time: 1636.64 ms [2022-03-13 04:06:53 main:574] : INFO : Epoch 1949 | loss: 0.031178 | val_loss: 0.0311786 | Time: 1631.01 ms [2022-03-13 04:06:54 main:574] : INFO : Epoch 1950 | loss: 0.0311756 | val_loss: 0.0311776 | Time: 1630.56 ms [2022-03-13 04:06:56 main:574] : INFO : Epoch 1951 | loss: 0.0311745 | val_loss: 0.0311775 | Time: 1645.67 ms [2022-03-13 04:06:58 main:574] : INFO : Epoch 1952 | loss: 0.0311761 | val_loss: 0.0311806 | Time: 1641.02 ms [2022-03-13 04:06:59 main:574] : INFO : Epoch 1953 | loss: 0.0311769 | val_loss: 0.0311821 | Time: 1643.43 ms [2022-03-13 04:07:01 main:574] : INFO : Epoch 1954 | loss: 0.0311748 | val_loss: 0.0311807 | Time: 1631.76 ms [2022-03-13 04:07:02 main:574] : INFO : Epoch 1955 | loss: 0.0311757 | val_loss: 0.0311777 | Time: 1639.32 ms [2022-03-13 04:07:04 main:574] : INFO : Epoch 1956 | loss: 0.0311748 | val_loss: 0.0311784 | Time: 1632.05 ms [2022-03-13 04:07:06 main:574] : INFO : Epoch 1957 | loss: 0.031174 | val_loss: 0.0311772 | Time: 1639.49 ms [2022-03-13 04:07:07 main:574] : INFO : Epoch 1958 | loss: 0.0311735 | val_loss: 0.0311772 | Time: 1656.48 ms [2022-03-13 04:07:09 main:574] : INFO : Epoch 1959 | loss: 0.0311734 | val_loss: 0.0311774 | Time: 1647.45 ms [2022-03-13 04:07:11 main:574] : INFO : Epoch 1960 | loss: 0.031174 | val_loss: 0.0311808 | Time: 1637.13 ms [2022-03-13 04:07:12 main:574] : INFO : Epoch 1961 | loss: 0.0311757 | val_loss: 0.0311789 | Time: 1649.74 ms [2022-03-13 04:07:14 main:574] : INFO : Epoch 1962 | loss: 0.0311745 | val_loss: 0.0311775 | Time: 1638.78 ms [2022-03-13 04:07:16 main:574] : INFO : Epoch 1963 | loss: 0.0311742 | val_loss: 0.031183 | Time: 1643.02 ms [2022-03-13 04:07:17 main:574] : INFO : Epoch 1964 | loss: 0.0311773 | val_loss: 0.0311773 | Time: 1644.93 ms [2022-03-13 04:07:19 main:574] : INFO : Epoch 1965 | loss: 0.0311752 | val_loss: 0.031181 | Time: 1652.47 ms [2022-03-13 04:07:21 main:574] : INFO : Epoch 1966 | loss: 0.031176 | val_loss: 0.0311799 | Time: 1635.11 ms [2022-03-13 04:07:22 main:574] : INFO : Epoch 1967 | loss: 0.0311748 | val_loss: 0.0311791 | Time: 1643.58 ms [2022-03-13 04:07:24 main:574] : INFO : Epoch 1968 | loss: 0.0311768 | val_loss: 0.0311783 | Time: 1647.32 ms [2022-03-13 04:07:26 main:574] : INFO : Epoch 1969 | loss: 0.0311792 | val_loss: 0.0311865 | Time: 1640.86 ms [2022-03-13 04:07:27 main:574] : INFO : Epoch 1970 | loss: 0.0311766 | val_loss: 0.0311815 | Time: 1645.65 ms [2022-03-13 04:07:29 main:574] : INFO : Epoch 1971 | loss: 0.0311741 | val_loss: 0.0311777 | Time: 1646.65 ms [2022-03-13 04:07:31 main:574] : INFO : Epoch 1972 | loss: 0.0311748 | val_loss: 0.0311773 | Time: 1624.51 ms [2022-03-13 04:07:32 main:574] : INFO : Epoch 1973 | loss: 0.0311735 | val_loss: 0.0311773 | Time: 1631.36 ms [2022-03-13 04:07:34 main:574] : INFO : Epoch 1974 | loss: 0.0311739 | val_loss: 0.0311772 | Time: 1637.74 ms [2022-03-13 04:07:35 main:574] : INFO : Epoch 1975 | loss: 0.0311735 | val_loss: 0.0311768 | Time: 1642.04 ms [2022-03-13 04:07:37 main:574] : INFO : Epoch 1976 | loss: 0.0311732 | val_loss: 0.0311778 | Time: 1640.68 ms [2022-03-13 04:07:39 main:574] : INFO : Epoch 1977 | loss: 0.0311735 | val_loss: 0.0311766 | Time: 1647.8 ms [2022-03-13 04:07:40 main:574] : INFO : Epoch 1978 | loss: 0.0311753 | val_loss: 0.031181 | Time: 1632.54 ms [2022-03-13 04:07:42 main:574] : INFO : Epoch 1979 | loss: 0.0311741 | val_loss: 0.0311777 | Time: 1641.96 ms [2022-03-13 04:07:44 main:574] : INFO : Epoch 1980 | loss: 0.0311738 | val_loss: 0.0311772 | Time: 1631.27 ms [2022-03-13 04:07:45 main:574] : INFO : Epoch 1981 | loss: 0.0311729 | val_loss: 0.031178 | Time: 1650.67 ms [2022-03-13 04:07:47 main:574] : INFO : Epoch 1982 | loss: 0.0311732 | val_loss: 0.0311772 | Time: 1634.45 ms [2022-03-13 04:07:49 main:574] : INFO : Epoch 1983 | loss: 0.0311734 | val_loss: 0.0311773 | Time: 1645.59 ms [2022-03-13 04:07:50 main:574] : INFO : Epoch 1984 | loss: 0.0311737 | val_loss: 0.0311835 | Time: 1646.29 ms [2022-03-13 04:07:52 main:574] : INFO : Epoch 1985 | loss: 0.0311744 | val_loss: 0.0311797 | Time: 1643.02 ms [2022-03-13 04:07:54 main:574] : INFO : Epoch 1986 | loss: 0.0311746 | val_loss: 0.031177 | Time: 1635.47 ms [2022-03-13 04:07:55 main:574] : INFO : Epoch 1987 | loss: 0.031174 | val_loss: 0.0311774 | Time: 1645.49 ms [2022-03-13 04:07:57 main:574] : INFO : Epoch 1988 | loss: 0.031177 | val_loss: 0.0311802 | Time: 1637.63 ms [2022-03-13 04:07:59 main:574] : INFO : Epoch 1989 | loss: 0.0311736 | val_loss: 0.0311782 | Time: 1648.02 ms [2022-03-13 04:08:00 main:574] : INFO : Epoch 1990 | loss: 0.0311729 | val_loss: 0.0311782 | Time: 1642.66 ms [2022-03-13 04:08:02 main:574] : INFO : Epoch 1991 | loss: 0.0311727 | val_loss: 0.0311768 | Time: 1640.91 ms [2022-03-13 04:08:03 main:574] : INFO : Epoch 1992 | loss: 0.031173 | val_loss: 0.0311768 | Time: 1632.38 ms [2022-03-13 04:08:05 main:574] : INFO : Epoch 1993 | loss: 0.0311732 | val_loss: 0.0311783 | Time: 1639.27 ms [2022-03-13 04:08:07 main:574] : INFO : Epoch 1994 | loss: 0.0311731 | val_loss: 0.0311778 | Time: 1635.46 ms [2022-03-13 04:08:08 main:574] : INFO : Epoch 1995 | loss: 0.0311731 | val_loss: 0.0311781 | Time: 1648.53 ms [2022-03-13 04:08:10 main:574] : INFO : Epoch 1996 | loss: 0.0311773 | val_loss: 0.0311841 | Time: 1629.21 ms [2022-03-13 04:08:12 main:574] : INFO : Epoch 1997 | loss: 0.0311746 | val_loss: 0.0311776 | Time: 1637.72 ms [2022-03-13 04:08:13 main:574] : INFO : Epoch 1998 | loss: 0.0311724 | val_loss: 0.0311768 | Time: 1632.95 ms [2022-03-13 04:08:15 main:574] : INFO : Epoch 1999 | loss: 0.0311721 | val_loss: 0.031177 | Time: 1639.45 ms [2022-03-13 04:08:17 main:574] : INFO : Epoch 2000 | loss: 0.0311723 | val_loss: 0.031177 | Time: 1642.27 ms [2022-03-13 04:08:18 main:574] : INFO : Epoch 2001 | loss: 0.0311741 | val_loss: 0.0311794 | Time: 1641.92 ms [2022-03-13 04:08:20 main:574] : INFO : Epoch 2002 | loss: 0.0311743 | val_loss: 0.0311785 | Time: 1646.41 ms [2022-03-13 04:08:22 main:574] : INFO : Epoch 2003 | loss: 0.031174 | val_loss: 0.0311768 | Time: 1643.09 ms [2022-03-13 04:08:23 main:574] : INFO : Epoch 2004 | loss: 0.0311738 | val_loss: 0.0311778 | Time: 1642.63 ms [2022-03-13 04:08:25 main:574] : INFO : Epoch 2005 | loss: 0.0311726 | val_loss: 0.0311774 | Time: 1647.88 ms [2022-03-13 04:08:27 main:574] : INFO : Epoch 2006 | loss: 0.0311727 | val_loss: 0.0311773 | Time: 1643.88 ms [2022-03-13 04:08:28 main:574] : INFO : Epoch 2007 | loss: 0.0311723 | val_loss: 0.0311775 | Time: 1645.54 ms [2022-03-13 04:08:30 main:574] : INFO : Epoch 2008 | loss: 0.031173 | val_loss: 0.0311794 | Time: 1641.18 ms [2022-03-13 04:08:31 main:574] : INFO : Epoch 2009 | loss: 0.0311743 | val_loss: 0.0311767 | Time: 1637.38 ms [2022-03-13 04:08:33 main:574] : INFO : Epoch 2010 | loss: 0.0311745 | val_loss: 0.0311789 | Time: 1638.31 ms [2022-03-13 04:08:35 main:574] : INFO : Epoch 2011 | loss: 0.031173 | val_loss: 0.0311777 | Time: 1634.19 ms [2022-03-13 04:08:36 main:574] : INFO : Epoch 2012 | loss: 0.0311726 | val_loss: 0.0311768 | Time: 1642.34 ms [2022-03-13 04:08:38 main:574] : INFO : Epoch 2013 | loss: 0.0311725 | val_loss: 0.0311784 | Time: 1643.34 ms [2022-03-13 04:08:40 main:574] : INFO : Epoch 2014 | loss: 0.0311719 | val_loss: 0.0311775 | Time: 1645.04 ms [2022-03-13 04:08:41 main:574] : INFO : Epoch 2015 | loss: 0.0311727 | val_loss: 0.0311769 | Time: 1636.51 ms [2022-03-13 04:08:43 main:574] : INFO : Epoch 2016 | loss: 0.0311716 | val_loss: 0.0311767 | Time: 1639.53 ms [2022-03-13 04:08:45 main:574] : INFO : Epoch 2017 | loss: 0.0311725 | val_loss: 0.0311767 | Time: 1633.58 ms [2022-03-13 04:08:46 main:574] : INFO : Epoch 2018 | loss: 0.0311716 | val_loss: 0.0311769 | Time: 1643.35 ms [2022-03-13 04:08:48 main:574] : INFO : Epoch 2019 | loss: 0.0311724 | val_loss: 0.0311768 | Time: 1636.61 ms [2022-03-13 04:08:50 main:574] : INFO : Epoch 2020 | loss: 0.0311734 | val_loss: 0.0311774 | Time: 1648.75 ms [2022-03-13 04:08:51 main:574] : INFO : Epoch 2021 | loss: 0.0311725 | val_loss: 0.0311773 | Time: 1636.36 ms [2022-03-13 04:08:53 main:574] : INFO : Epoch 2022 | loss: 0.0311728 | val_loss: 0.0311774 | Time: 1636.38 ms [2022-03-13 04:08:54 main:574] : INFO : Epoch 2023 | loss: 0.0311729 | val_loss: 0.0311782 | Time: 1632.05 ms [2022-03-13 04:08:56 main:574] : INFO : Epoch 2024 | loss: 0.0311718 | val_loss: 0.0311772 | Time: 1635.59 ms [2022-03-13 04:08:58 main:574] : INFO : Epoch 2025 | loss: 0.0311719 | val_loss: 0.0311782 | Time: 1636.61 ms [2022-03-13 04:08:59 main:574] : INFO : Epoch 2026 | loss: 0.0311723 | val_loss: 0.031181 | Time: 1646.11 ms [2022-03-13 04:09:01 main:574] : INFO : Epoch 2027 | loss: 0.0311729 | val_loss: 0.0311771 | Time: 1644.47 ms [2022-03-13 04:09:03 main:574] : INFO : Epoch 2028 | loss: 0.0311727 | val_loss: 0.0311791 | Time: 1644.64 ms [2022-03-13 04:09:04 main:574] : INFO : Epoch 2029 | loss: 0.0311717 | val_loss: 0.0311771 | Time: 1638.27 ms [2022-03-13 04:09:06 main:574] : INFO : Epoch 2030 | loss: 0.031172 | val_loss: 0.03118 | Time: 1640.87 ms [2022-03-13 04:09:08 main:574] : INFO : Epoch 2031 | loss: 0.0311728 | val_loss: 0.0311789 | Time: 1642.25 ms [2022-03-13 04:09:09 main:574] : INFO : Epoch 2032 | loss: 0.0311721 | val_loss: 0.0311799 | Time: 1652.55 ms [2022-03-13 04:09:11 main:574] : INFO : Epoch 2033 | loss: 0.0311734 | val_loss: 0.0311769 | Time: 1631.82 ms [2022-03-13 04:09:13 main:574] : INFO : Epoch 2034 | loss: 0.0311718 | val_loss: 0.0311795 | Time: 1647.55 ms [2022-03-13 04:09:14 main:574] : INFO : Epoch 2035 | loss: 0.0311725 | val_loss: 0.0311794 | Time: 1630.26 ms [2022-03-13 04:09:16 main:574] : INFO : Epoch 2036 | loss: 0.0311746 | val_loss: 0.0311774 | Time: 1648.85 ms [2022-03-13 04:09:18 main:574] : INFO : Epoch 2037 | loss: 0.0311712 | val_loss: 0.031177 | Time: 1650.69 ms [2022-03-13 04:09:19 main:574] : INFO : Epoch 2038 | loss: 0.0311723 | val_loss: 0.0311795 | Time: 1651.22 ms [2022-03-13 04:09:21 main:574] : INFO : Epoch 2039 | loss: 0.0311717 | val_loss: 0.0311813 | Time: 1650.09 ms [2022-03-13 04:09:23 main:574] : INFO : Epoch 2040 | loss: 0.0311713 | val_loss: 0.0311777 | Time: 1646.64 ms [2022-03-13 04:09:24 main:574] : INFO : Epoch 2041 | loss: 0.0311711 | val_loss: 0.0311777 | Time: 1633.79 ms [2022-03-13 04:09:26 main:574] : INFO : Epoch 2042 | loss: 0.0311715 | val_loss: 0.0311776 | Time: 1640.35 ms [2022-03-13 04:09:27 main:574] : INFO : Epoch 2043 | loss: 0.0311712 | val_loss: 0.0311766 | Time: 1635.11 ms [2022-03-13 04:09:29 main:574] : INFO : Epoch 2044 | loss: 0.0311714 | val_loss: 0.0311775 | Time: 1648.04 ms [2022-03-13 04:09:31 main:574] : INFO : Epoch 2045 | loss: 0.0311712 | val_loss: 0.0311782 | Time: 1634.74 ms [2022-03-13 04:09:32 main:574] : INFO : Epoch 2046 | loss: 0.0311708 | val_loss: 0.0311797 | Time: 1636.78 ms [2022-03-13 04:09:34 main:574] : INFO : Epoch 2047 | loss: 0.0311705 | val_loss: 0.0311767 | Time: 1637.47 ms [2022-03-13 04:09:36 main:574] : INFO : Epoch 2048 | loss: 0.0311707 | val_loss: 0.0311781 | Time: 1638.61 ms [2022-03-13 04:09:36 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311781 [2022-03-13 04:09:36 main:603] : INFO : Saving end state to config to file [2022-03-13 04:09:36 main:608] : INFO : Success, exiting.. 04:09:36 (15196): 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)