Task 11633220
| Name | ParityModified-1639958676-30543-3-0_0 |
| Workunit | 8849568 |
| Created | 16 Feb 2022, 21:49:44 UTC |
| Sent | 27 Feb 2022, 12:05:06 UTC |
| Report deadline | 7 Mar 2022, 12:05:06 UTC |
| Received | 27 Feb 2022, 23:58:28 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1150 |
| Run time | 57 min |
| CPU time | 55 min 21 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 | 2.03 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> 02-27 16:43:38 main:574] : INFO : Epoch 1628 | loss: 0.0308897 | val_loss: 0.0310148 | Time: 1639.22 ms [2022-02-27 16:43:39 main:574] : INFO : Epoch 1629 | loss: 0.0308857 | val_loss: 0.0310114 | Time: 1632.97 ms [2022-02-27 16:43:41 main:574] : INFO : Epoch 1630 | loss: 0.0308763 | val_loss: 0.0310212 | Time: 1639.03 ms [2022-02-27 16:43:43 main:574] : INFO : Epoch 1631 | loss: 0.0308674 | val_loss: 0.0310145 | Time: 1651.39 ms [2022-02-27 16:43:44 main:574] : INFO : Epoch 1632 | loss: 0.0308602 | val_loss: 0.0310114 | Time: 1645.03 ms [2022-02-27 16:43:46 main:574] : INFO : Epoch 1633 | loss: 0.0308697 | val_loss: 0.0309889 | Time: 1641.01 ms [2022-02-27 16:43:48 main:574] : INFO : Epoch 1634 | loss: 0.0308944 | val_loss: 0.0310148 | Time: 1643.03 ms [2022-02-27 16:43:49 main:574] : INFO : Epoch 1635 | loss: 0.0308821 | val_loss: 0.0310042 | Time: 1644.46 ms [2022-02-27 16:43:51 main:574] : INFO : Epoch 1636 | loss: 0.0308802 | val_loss: 0.0310065 | Time: 1636.49 ms [2022-02-27 16:43:53 main:574] : INFO : Epoch 1637 | loss: 0.0308738 | val_loss: 0.0310122 | Time: 1648.48 ms [2022-02-27 16:43:54 main:574] : INFO : Epoch 1638 | loss: 0.0308686 | val_loss: 0.0310143 | Time: 1648.3 ms [2022-02-27 16:43:56 main:574] : INFO : Epoch 1639 | loss: 0.0308687 | val_loss: 0.0310132 | Time: 1641.8 ms [2022-02-27 16:43:58 main:574] : INFO : Epoch 1640 | loss: 0.030862 | val_loss: 0.0310113 | Time: 1628.45 ms [2022-02-27 16:43:59 main:574] : INFO : Epoch 1641 | loss: 0.030873 | val_loss: 0.0310171 | Time: 1644.19 ms [2022-02-27 16:44:01 main:574] : INFO : Epoch 1642 | loss: 0.0308593 | val_loss: 0.031019 | Time: 1634 ms [2022-02-27 16:44:03 main:574] : INFO : Epoch 1643 | loss: 0.0308546 | val_loss: 0.0310227 | Time: 1653.95 ms [2022-02-27 16:44:04 main:574] : INFO : Epoch 1644 | loss: 0.0308518 | val_loss: 0.0310172 | Time: 1656.32 ms [2022-02-27 16:44:06 main:574] : INFO : Epoch 1645 | loss: 0.0308505 | val_loss: 0.0310261 | Time: 1643.47 ms [2022-02-27 16:44:08 main:574] : INFO : Epoch 1646 | loss: 0.0308518 | val_loss: 0.0310245 | Time: 1635.07 ms [2022-02-27 16:44:09 main:574] : INFO : Epoch 1647 | loss: 0.0308535 | val_loss: 0.0310132 | Time: 1641.9 ms [2022-02-27 16:44:11 main:574] : INFO : Epoch 1648 | loss: 0.0308539 | val_loss: 0.0310267 | Time: 1646.01 ms [2022-02-27 16:44:12 main:574] : INFO : Epoch 1649 | loss: 0.030863 | val_loss: 0.0310171 | Time: 1658.55 ms [2022-02-27 16:44:14 main:574] : INFO : Epoch 1650 | loss: 0.0308611 | val_loss: 0.0310044 | Time: 1647.61 ms [2022-02-27 16:44:16 main:574] : INFO : Epoch 1651 | loss: 0.0308704 | val_loss: 0.0310328 | Time: 1647.61 ms [2022-02-27 16:44:17 main:574] : INFO : Epoch 1652 | loss: 0.0308787 | val_loss: 0.0310063 | Time: 1639.59 ms [2022-02-27 16:44:19 main:574] : INFO : Epoch 1653 | loss: 0.0308907 | val_loss: 0.031011 | Time: 1640.34 ms [2022-02-27 16:44:21 main:574] : INFO : Epoch 1654 | loss: 0.0308912 | val_loss: 0.0310022 | Time: 1639.42 ms [2022-02-27 16:44:22 main:574] : INFO : Epoch 1655 | loss: 0.0308831 | val_loss: 0.0311006 | Time: 1648.47 ms [2022-02-27 16:44:24 main:574] : INFO : Epoch 1656 | loss: 0.0318783 | val_loss: 0.0318292 | Time: 1644.76 ms [2022-02-27 16:44:26 main:574] : INFO : Epoch 1657 | loss: 0.0315638 | val_loss: 0.0312947 | Time: 1650.18 ms [2022-02-27 16:44:27 main:574] : INFO : Epoch 1658 | loss: 0.031111 | val_loss: 0.0310326 | Time: 1640.36 ms [2022-02-27 16:44:29 main:574] : INFO : Epoch 1659 | loss: 0.0309642 | val_loss: 0.0310113 | Time: 1638.03 ms [2022-02-27 16:44:31 main:574] : INFO : Epoch 1660 | loss: 0.0309251 | val_loss: 0.031001 | Time: 1640.19 ms [2022-02-27 16:44:32 main:574] : INFO : Epoch 1661 | loss: 0.0309062 | val_loss: 0.0310101 | Time: 1656.96 ms [2022-02-27 16:44:34 main:574] : INFO : Epoch 1662 | loss: 0.0308952 | val_loss: 0.0310047 | Time: 1650.09 ms [2022-02-27 16:44:36 main:574] : INFO : Epoch 1663 | loss: 0.0308863 | val_loss: 0.0310038 | Time: 1637.55 ms [2022-02-27 16:44:37 main:574] : INFO : Epoch 1664 | loss: 0.0308894 | val_loss: 0.0310066 | Time: 1641.77 ms [2022-02-27 16:44:39 main:574] : INFO : Epoch 1665 | loss: 0.03089 | val_loss: 0.0310272 | Time: 1636.68 ms [2022-02-27 16:44:41 main:574] : INFO : Epoch 1666 | loss: 0.0308923 | val_loss: 0.0310125 | Time: 1635.43 ms [2022-02-27 16:44:42 main:574] : INFO : Epoch 1667 | loss: 0.0308879 | val_loss: 0.0310143 | Time: 1642.18 ms [2022-02-27 16:44:44 main:574] : INFO : Epoch 1668 | loss: 0.0308934 | val_loss: 0.0310087 | Time: 1643.83 ms [2022-02-27 16:44:45 main:574] : INFO : Epoch 1669 | loss: 0.0308884 | val_loss: 0.0310075 | Time: 1649.95 ms [2022-02-27 16:44:47 main:574] : INFO : Epoch 1670 | loss: 0.0308782 | val_loss: 0.0310143 | Time: 1645.61 ms [2022-02-27 16:44:49 main:574] : INFO : Epoch 1671 | loss: 0.0308752 | val_loss: 0.0310041 | Time: 1641.88 ms [2022-02-27 16:44:50 main:574] : INFO : Epoch 1672 | loss: 0.0308762 | val_loss: 0.0310119 | Time: 1634.53 ms [2022-02-27 16:44:52 main:574] : INFO : Epoch 1673 | loss: 0.0308766 | val_loss: 0.0310155 | Time: 1638.53 ms [2022-02-27 16:44:54 main:574] : INFO : Epoch 1674 | loss: 0.0308825 | val_loss: 0.0310202 | Time: 1633.95 ms [2022-02-27 16:44:55 main:574] : INFO : Epoch 1675 | loss: 0.0308744 | val_loss: 0.0310227 | Time: 1664.89 ms [2022-02-27 16:44:57 main:574] : INFO : Epoch 1676 | loss: 0.0308716 | val_loss: 0.031024 | Time: 1631.69 ms [2022-02-27 16:44:59 main:574] : INFO : Epoch 1677 | loss: 0.0308681 | val_loss: 0.0310189 | Time: 1642 ms [2022-02-27 16:45:00 main:574] : INFO : Epoch 1678 | loss: 0.0308723 | val_loss: 0.0310286 | Time: 1642.71 ms [2022-02-27 16:45:02 main:574] : INFO : Epoch 1679 | loss: 0.0308744 | val_loss: 0.0310126 | Time: 1641.48 ms [2022-02-27 16:45:04 main:574] : INFO : Epoch 1680 | loss: 0.0308822 | val_loss: 0.0309941 | Time: 1646.31 ms [2022-02-27 16:45:05 main:574] : INFO : Epoch 1681 | loss: 0.0309471 | val_loss: 0.031029 | Time: 1644.62 ms [2022-02-27 16:45:07 main:574] : INFO : Epoch 1682 | loss: 0.0309426 | val_loss: 0.0310105 | Time: 1645.7 ms [2022-02-27 16:45:09 main:574] : INFO : Epoch 1683 | loss: 0.0309197 | val_loss: 0.0310086 | Time: 1640.51 ms [2022-02-27 16:45:10 main:574] : INFO : Epoch 1684 | loss: 0.0309091 | val_loss: 0.0310221 | Time: 1639.49 ms [2022-02-27 16:45:12 main:574] : INFO : Epoch 1685 | loss: 0.0309041 | val_loss: 0.031014 | Time: 1657.39 ms [2022-02-27 16:45:14 main:574] : INFO : Epoch 1686 | loss: 0.0308979 | val_loss: 0.0309921 | Time: 1647.11 ms [2022-02-27 16:45:15 main:574] : INFO : Epoch 1687 | loss: 0.030897 | val_loss: 0.0309993 | Time: 1641.08 ms [2022-02-27 16:45:17 main:574] : INFO : Epoch 1688 | loss: 0.0308885 | val_loss: 0.0310217 | Time: 1643.37 ms [2022-02-27 16:45:18 main:574] : INFO : Epoch 1689 | loss: 0.0308837 | val_loss: 0.0310027 | Time: 1639.49 ms [2022-02-27 16:45:20 main:574] : INFO : Epoch 1690 | loss: 0.0308849 | val_loss: 0.0310119 | Time: 1636.58 ms [2022-02-27 16:45:22 main:574] : INFO : Epoch 1691 | loss: 0.0308797 | val_loss: 0.0310086 | Time: 1636.48 ms [2022-02-27 16:45:23 main:574] : INFO : Epoch 1692 | loss: 0.0308913 | val_loss: 0.0310307 | Time: 1653.57 ms [2022-02-27 16:45:25 main:574] : INFO : Epoch 1693 | loss: 0.0308955 | val_loss: 0.0310102 | Time: 1645.02 ms [2022-02-27 16:45:27 main:574] : INFO : Epoch 1694 | loss: 0.0308782 | val_loss: 0.0310311 | Time: 1646.52 ms [2022-02-27 16:45:28 main:574] : INFO : Epoch 1695 | loss: 0.0308754 | val_loss: 0.0309957 | Time: 1629.29 ms [2022-02-27 16:45:30 main:574] : INFO : Epoch 1696 | loss: 0.030874 | val_loss: 0.0310156 | Time: 1648.77 ms [2022-02-27 16:45:32 main:574] : INFO : Epoch 1697 | loss: 0.0308804 | val_loss: 0.0310193 | Time: 1640.08 ms [2022-02-27 16:45:33 main:574] : INFO : Epoch 1698 | loss: 0.0308834 | val_loss: 0.0310168 | Time: 1639.24 ms [2022-02-27 16:45:35 main:574] : INFO : Epoch 1699 | loss: 0.030905 | val_loss: 0.0309924 | Time: 1651.18 ms [2022-02-27 16:45:37 main:574] : INFO : Epoch 1700 | loss: 0.030881 | val_loss: 0.0310149 | Time: 1642.99 ms [2022-02-27 16:45:38 main:574] : INFO : Epoch 1701 | loss: 0.0308772 | val_loss: 0.0310285 | Time: 1630.25 ms [2022-02-27 16:45:40 main:574] : INFO : Epoch 1702 | loss: 0.0308777 | val_loss: 0.0310246 | Time: 1639.65 ms [2022-02-27 16:45:42 main:574] : INFO : Epoch 1703 | loss: 0.030881 | val_loss: 0.0310247 | Time: 1644.19 ms [2022-02-27 16:45:43 main:574] : INFO : Epoch 1704 | loss: 0.030879 | val_loss: 0.0310269 | Time: 1645.36 ms [2022-02-27 16:45:45 main:574] : INFO : Epoch 1705 | loss: 0.0308696 | val_loss: 0.0310174 | Time: 1641.86 ms [2022-02-27 16:45:46 main:574] : INFO : Epoch 1706 | loss: 0.0308636 | val_loss: 0.0310292 | Time: 1645.68 ms [2022-02-27 16:45:48 main:574] : INFO : Epoch 1707 | loss: 0.0308744 | val_loss: 0.0310194 | Time: 1647.65 ms [2022-02-27 16:45:50 main:574] : INFO : Epoch 1708 | loss: 0.0308754 | val_loss: 0.0310233 | Time: 1642.41 ms [2022-02-27 16:45:51 main:574] : INFO : Epoch 1709 | loss: 0.0308636 | val_loss: 0.0310092 | Time: 1635.11 ms [2022-02-27 16:45:53 main:574] : INFO : Epoch 1710 | loss: 0.0308651 | val_loss: 0.0310219 | Time: 1645.98 ms [2022-02-27 16:45:55 main:574] : INFO : Epoch 1711 | loss: 0.0308709 | val_loss: 0.0310328 | Time: 1656.55 ms [2022-02-27 16:45:56 main:574] : INFO : Epoch 1712 | loss: 0.0308724 | val_loss: 0.0310087 | Time: 1641.75 ms [2022-02-27 16:45:58 main:574] : INFO : Epoch 1713 | loss: 0.0308782 | val_loss: 0.0310279 | Time: 1644.67 ms [2022-02-27 16:46:00 main:574] : INFO : Epoch 1714 | loss: 0.0308829 | val_loss: 0.0310233 | Time: 1633.9 ms [2022-02-27 16:46:01 main:574] : INFO : Epoch 1715 | loss: 0.0308869 | val_loss: 0.0310318 | Time: 1646.51 ms [2022-02-27 16:46:03 main:574] : INFO : Epoch 1716 | loss: 0.0308817 | val_loss: 0.0310134 | Time: 1652.62 ms [2022-02-27 16:46:05 main:574] : INFO : Epoch 1717 | loss: 0.0308838 | val_loss: 0.0310189 | Time: 1645.64 ms [2022-02-27 16:46:06 main:574] : INFO : Epoch 1718 | loss: 0.0308855 | val_loss: 0.0310376 | Time: 1644.95 ms [2022-02-27 16:46:08 main:574] : INFO : Epoch 1719 | loss: 0.0308775 | val_loss: 0.031023 | Time: 1639.39 ms [2022-02-27 16:46:10 main:574] : INFO : Epoch 1720 | loss: 0.0308698 | val_loss: 0.0310234 | Time: 1641.35 ms [2022-02-27 16:46:11 main:574] : INFO : Epoch 1721 | loss: 0.0308638 | val_loss: 0.0310259 | Time: 1641.43 ms [2022-02-27 16:46:13 main:574] : INFO : Epoch 1722 | loss: 0.0308639 | val_loss: 0.0310234 | Time: 1658.33 ms [2022-02-27 16:46:15 main:574] : INFO : Epoch 1723 | loss: 0.0308622 | val_loss: 0.0310297 | Time: 1645.91 ms [2022-02-27 16:46:16 main:574] : INFO : Epoch 1724 | loss: 0.030861 | val_loss: 0.0310226 | Time: 1646.11 ms [2022-02-27 16:46:18 main:574] : INFO : Epoch 1725 | loss: 0.0308661 | val_loss: 0.0310089 | Time: 1644.26 ms [2022-02-27 16:46:19 main:574] : INFO : Epoch 1726 | loss: 0.030872 | val_loss: 0.0310204 | Time: 1631 ms [2022-02-27 16:46:21 main:574] : INFO : Epoch 1727 | loss: 0.0308738 | val_loss: 0.0310184 | Time: 1642.19 ms [2022-02-27 16:46:23 main:574] : INFO : Epoch 1728 | loss: 0.0308924 | val_loss: 0.0310224 | Time: 1650.28 ms [2022-02-27 16:46:24 main:574] : INFO : Epoch 1729 | loss: 0.0308822 | val_loss: 0.0310222 | Time: 1643.7 ms [2022-02-27 16:46:26 main:574] : INFO : Epoch 1730 | loss: 0.030892 | val_loss: 0.0310273 | Time: 1649.46 ms [2022-02-27 16:46:28 main:574] : INFO : Epoch 1731 | loss: 0.0308898 | val_loss: 0.0310257 | Time: 1643.41 ms [2022-02-27 16:46:29 main:574] : INFO : Epoch 1732 | loss: 0.0308923 | val_loss: 0.0310304 | Time: 1635.99 ms [2022-02-27 16:46:31 main:574] : INFO : Epoch 1733 | loss: 0.0308908 | val_loss: 0.0310248 | Time: 1641.35 ms [2022-02-27 16:46:33 main:574] : INFO : Epoch 1734 | loss: 0.0308794 | val_loss: 0.0310186 | Time: 1649.24 ms [2022-02-27 16:46:34 main:574] : INFO : Epoch 1735 | loss: 0.0308755 | val_loss: 0.030998 | Time: 1651.57 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-27 16:47:21 main:435] : INFO : Set logging level to 1 [2022-02-27 16:47:21 main:441] : INFO : Running in BOINC Client mode [2022-02-27 16:47:21 main:444] : INFO : Resolving all filenames [2022-02-27 16:47:21 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 16:47:21 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 16:47:21 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 16:47:21 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 16:47:21 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 16:47:21 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 16:47:21 main:474] : INFO : Configuration: [2022-02-27 16:47:21 main:475] : INFO : Model type: GRU [2022-02-27 16:47:21 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 16:47:21 main:477] : INFO : Max Epochs: 2048 [2022-02-27 16:47:21 main:478] : INFO : Batch Size: 128 [2022-02-27 16:47:21 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 16:47:21 main:480] : INFO : Patience: 10 [2022-02-27 16:47:21 main:481] : INFO : Hidden Width: 12 [2022-02-27 16:47:21 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 16:47:21 main:483] : INFO : # Backend Layers: 4 [2022-02-27 16:47:21 main:484] : INFO : # Threads: 1 [2022-02-27 16:47:21 main:486] : INFO : Preparing Dataset [2022-02-27 16:47:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 16:47:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 16:47:23 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 16:47:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 16:47:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 16:47:23 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 16:47:23 main:494] : INFO : Creating Model [2022-02-27 16:47:23 main:507] : INFO : Preparing config file [2022-02-27 16:47:23 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 16:47:23 main:512] : INFO : Loading config [2022-02-27 16:47:23 main:514] : INFO : Loading state [2022-02-27 16:47:24 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 16:47:24 main:562] : INFO : Starting Training [2022-02-27 16:47:25 main:574] : INFO : Epoch 1701 | loss: 0.0309932 | val_loss: 0.0310457 | Time: 1824.76 ms [2022-02-27 16:47:27 main:574] : INFO : Epoch 1702 | loss: 0.0308921 | val_loss: 0.0310128 | Time: 1620.34 ms [2022-02-27 16:47:29 main:574] : INFO : Epoch 1703 | loss: 0.0308887 | val_loss: 0.03102 | Time: 1625.85 ms [2022-02-27 16:47:30 main:574] : INFO : Epoch 1704 | loss: 0.030882 | val_loss: 0.0309997 | Time: 1627.44 ms [2022-02-27 16:47:32 main:574] : INFO : Epoch 1705 | loss: 0.0308779 | val_loss: 0.0310194 | Time: 1644 ms [2022-02-27 16:47:34 main:574] : INFO : Epoch 1706 | loss: 0.0308747 | val_loss: 0.0310122 | Time: 1638.02 ms [2022-02-27 16:47:35 main:574] : INFO : Epoch 1707 | loss: 0.0308708 | val_loss: 0.0310143 | Time: 1640.62 ms [2022-02-27 16:47:37 main:574] : INFO : Epoch 1708 | loss: 0.0308673 | val_loss: 0.0310212 | Time: 1635.54 ms [2022-02-27 16:47:39 main:574] : INFO : Epoch 1709 | loss: 0.030877 | val_loss: 0.0310203 | Time: 1635.8 ms [2022-02-27 16:47:40 main:574] : INFO : Epoch 1710 | loss: 0.0308651 | val_loss: 0.0310064 | Time: 1636.7 ms [2022-02-27 16:47:42 main:574] : INFO : Epoch 1711 | loss: 0.0308645 | val_loss: 0.0310108 | Time: 1638.93 ms [2022-02-27 16:47:43 main:574] : INFO : Epoch 1712 | loss: 0.0308717 | val_loss: 0.0310202 | Time: 1647.11 ms [2022-02-27 16:47:45 main:574] : INFO : Epoch 1713 | loss: 0.0308697 | val_loss: 0.0310102 | Time: 1639.02 ms [2022-02-27 16:47:47 main:574] : INFO : Epoch 1714 | loss: 0.0308727 | val_loss: 0.0310137 | Time: 1647.67 ms [2022-02-27 16:47:48 main:574] : INFO : Epoch 1715 | loss: 0.0308695 | val_loss: 0.0310124 | Time: 1633.24 ms [2022-02-27 16:47:50 main:574] : INFO : Epoch 1716 | loss: 0.0308759 | val_loss: 0.0310053 | Time: 1633.1 ms [2022-02-27 16:47:52 main:574] : INFO : Epoch 1717 | loss: 0.0308909 | val_loss: 0.0310187 | Time: 1645.97 ms [2022-02-27 16:47:53 main:574] : INFO : Epoch 1718 | loss: 0.030887 | val_loss: 0.031014 | Time: 1642.77 ms [2022-02-27 16:47:55 main:574] : INFO : Epoch 1719 | loss: 0.0308847 | val_loss: 0.0309834 | Time: 1647.28 ms [2022-02-27 16:47:57 main:574] : INFO : Epoch 1720 | loss: 0.0308746 | val_loss: 0.0310143 | Time: 1639.03 ms [2022-02-27 16:47:58 main:574] : INFO : Epoch 1721 | loss: 0.030868 | val_loss: 0.0310029 | Time: 1636.59 ms [2022-02-27 16:48:00 main:574] : INFO : Epoch 1722 | loss: 0.0308722 | val_loss: 0.0309994 | Time: 1639.12 ms [2022-02-27 16:48:02 main:574] : INFO : Epoch 1723 | loss: 0.0308794 | val_loss: 0.0310097 | Time: 1646.56 ms [2022-02-27 16:48:03 main:574] : INFO : Epoch 1724 | loss: 0.0308919 | val_loss: 0.0310151 | Time: 1646.14 ms [2022-02-27 16:48:05 main:574] : INFO : Epoch 1725 | loss: 0.0308838 | val_loss: 0.0310153 | Time: 1649.93 ms [2022-02-27 16:48:07 main:574] : INFO : Epoch 1726 | loss: 0.0308684 | val_loss: 0.0310173 | Time: 1633.98 ms [2022-02-27 16:48:08 main:574] : INFO : Epoch 1727 | loss: 0.0308785 | val_loss: 0.0310192 | Time: 1640.08 ms [2022-02-27 16:48:10 main:574] : INFO : Epoch 1728 | loss: 0.0308771 | val_loss: 0.031019 | Time: 1635.18 ms [2022-02-27 16:48:11 main:574] : INFO : Epoch 1729 | loss: 0.0308702 | val_loss: 0.0310379 | Time: 1644.16 ms [2022-02-27 16:48:13 main:574] : INFO : Epoch 1730 | loss: 0.0308669 | val_loss: 0.0310276 | Time: 1647.73 ms [2022-02-27 16:48:15 main:574] : INFO : Epoch 1731 | loss: 0.030991 | val_loss: 0.0310229 | Time: 1649.24 ms [2022-02-27 16:48:16 main:574] : INFO : Epoch 1732 | loss: 0.0309427 | val_loss: 0.0310265 | Time: 1644.62 ms [2022-02-27 16:48:18 main:574] : INFO : Epoch 1733 | loss: 0.0309048 | val_loss: 0.0310014 | Time: 1644.92 ms [2022-02-27 16:48:20 main:574] : INFO : Epoch 1734 | loss: 0.0308983 | val_loss: 0.0309971 | Time: 1632.74 ms [2022-02-27 16:48:21 main:574] : INFO : Epoch 1735 | loss: 0.0308825 | val_loss: 0.0310149 | Time: 1642.68 ms [2022-02-27 16:48:23 main:574] : INFO : Epoch 1736 | loss: 0.0308724 | val_loss: 0.031009 | Time: 1640.02 ms [2022-02-27 16:48:25 main:574] : INFO : Epoch 1737 | loss: 0.0308653 | val_loss: 0.0310081 | Time: 1649.27 ms [2022-02-27 16:48:26 main:574] : INFO : Epoch 1738 | loss: 0.0308613 | val_loss: 0.0310032 | Time: 1628.02 ms [2022-02-27 16:48:28 main:574] : INFO : Epoch 1739 | loss: 0.0308586 | val_loss: 0.0310016 | Time: 1637.44 ms [2022-02-27 16:48:30 main:574] : INFO : Epoch 1740 | loss: 0.0308594 | val_loss: 0.0310025 | Time: 1627.41 ms [2022-02-27 16:48:31 main:574] : INFO : Epoch 1741 | loss: 0.0308539 | val_loss: 0.0310046 | Time: 1640.25 ms [2022-02-27 16:48:33 main:574] : INFO : Epoch 1742 | loss: 0.0308517 | val_loss: 0.0310195 | Time: 1642.98 ms [2022-02-27 16:48:35 main:574] : INFO : Epoch 1743 | loss: 0.0308484 | val_loss: 0.0310347 | Time: 1648.63 ms [2022-02-27 16:48:36 main:574] : INFO : Epoch 1744 | loss: 0.0308505 | val_loss: 0.0310206 | Time: 1630 ms [2022-02-27 16:48:38 main:574] : INFO : Epoch 1745 | loss: 0.030851 | val_loss: 0.0310063 | Time: 1639.62 ms [2022-02-27 16:48:39 main:574] : INFO : Epoch 1746 | loss: 0.0308583 | val_loss: 0.0310171 | Time: 1632.92 ms [2022-02-27 16:48:41 main:574] : INFO : Epoch 1747 | loss: 0.0308573 | val_loss: 0.0310182 | Time: 1632.69 ms [2022-02-27 16:48:43 main:574] : INFO : Epoch 1748 | loss: 0.030868 | val_loss: 0.0310128 | Time: 1640.63 ms [2022-02-27 16:48:44 main:574] : INFO : Epoch 1749 | loss: 0.0308819 | val_loss: 0.0310234 | Time: 1650.41 ms [2022-02-27 16:48:46 main:574] : INFO : Epoch 1750 | loss: 0.0308742 | val_loss: 0.0310315 | Time: 1632.87 ms [2022-02-27 16:48:48 main:574] : INFO : Epoch 1751 | loss: 0.0308719 | val_loss: 0.0310215 | Time: 1641.42 ms [2022-02-27 16:48:49 main:574] : INFO : Epoch 1752 | loss: 0.0308678 | val_loss: 0.0310138 | Time: 1624.75 ms [2022-02-27 16:48:51 main:574] : INFO : Epoch 1753 | loss: 0.0308743 | val_loss: 0.0310085 | Time: 1634.64 ms [2022-02-27 16:48:53 main:574] : INFO : Epoch 1754 | loss: 0.0308778 | val_loss: 0.0310027 | Time: 1635.56 ms [2022-02-27 16:48:54 main:574] : INFO : Epoch 1755 | loss: 0.0308705 | val_loss: 0.0310103 | Time: 1640.47 ms [2022-02-27 16:48:56 main:574] : INFO : Epoch 1756 | loss: 0.0308791 | val_loss: 0.0310074 | Time: 1652.64 ms [2022-02-27 16:48:58 main:574] : INFO : Epoch 1757 | loss: 0.03087 | val_loss: 0.0310108 | Time: 1634.25 ms [2022-02-27 16:48:59 main:574] : INFO : Epoch 1758 | loss: 0.0308647 | val_loss: 0.0310268 | Time: 1632.17 ms [2022-02-27 16:49:01 main:574] : INFO : Epoch 1759 | loss: 0.0308782 | val_loss: 0.0310354 | Time: 1639.62 ms [2022-02-27 16:49:02 main:574] : INFO : Epoch 1760 | loss: 0.0308799 | val_loss: 0.0310116 | Time: 1642.32 ms [2022-02-27 16:49:04 main:574] : INFO : Epoch 1761 | loss: 0.030885 | val_loss: 0.0310163 | Time: 1648.02 ms [2022-02-27 16:49:06 main:574] : INFO : Epoch 1762 | loss: 0.0308838 | val_loss: 0.0310081 | Time: 1652.66 ms [2022-02-27 16:49:07 main:574] : INFO : Epoch 1763 | loss: 0.0308779 | val_loss: 0.0310081 | Time: 1636.55 ms [2022-02-27 16:49:09 main:574] : INFO : Epoch 1764 | loss: 0.0308911 | val_loss: 0.0310156 | Time: 1638.4 ms [2022-02-27 16:49:11 main:574] : INFO : Epoch 1765 | loss: 0.0308851 | val_loss: 0.0310035 | Time: 1634.28 ms [2022-02-27 16:49:12 main:574] : INFO : Epoch 1766 | loss: 0.0308784 | val_loss: 0.0310125 | Time: 1648.85 ms [2022-02-27 16:49:14 main:574] : INFO : Epoch 1767 | loss: 0.0308733 | val_loss: 0.0310247 | Time: 1644.23 ms [2022-02-27 16:49:16 main:574] : INFO : Epoch 1768 | loss: 0.030872 | val_loss: 0.0309988 | Time: 1630.17 ms [2022-02-27 16:49:17 main:574] : INFO : Epoch 1769 | loss: 0.0308789 | val_loss: 0.0310046 | Time: 1637.34 ms [2022-02-27 16:49:19 main:574] : INFO : Epoch 1770 | loss: 0.0308688 | val_loss: 0.0310129 | Time: 1631.12 ms [2022-02-27 16:49:21 main:574] : INFO : Epoch 1771 | loss: 0.0308679 | val_loss: 0.0310014 | Time: 1634.52 ms [2022-02-27 16:49:22 main:574] : INFO : Epoch 1772 | loss: 0.0308622 | val_loss: 0.0310096 | Time: 1647.41 ms [2022-02-27 16:49:24 main:574] : INFO : Epoch 1773 | loss: 0.0308677 | val_loss: 0.0310141 | Time: 1646.95 ms [2022-02-27 16:49:26 main:574] : INFO : Epoch 1774 | loss: 0.030866 | val_loss: 0.0310111 | Time: 1650.21 ms [2022-02-27 16:49:27 main:574] : INFO : Epoch 1775 | loss: 0.030865 | val_loss: 0.0310188 | Time: 1642.27 ms [2022-02-27 16:49:29 main:574] : INFO : Epoch 1776 | loss: 0.0308587 | val_loss: 0.030992 | Time: 1638.55 ms [2022-02-27 16:49:30 main:574] : INFO : Epoch 1777 | loss: 0.0308602 | val_loss: 0.0310012 | Time: 1633.37 ms [2022-02-27 16:49:32 main:574] : INFO : Epoch 1778 | loss: 0.0308608 | val_loss: 0.0310071 | Time: 1651.93 ms [2022-02-27 16:49:34 main:574] : INFO : Epoch 1779 | loss: 0.030858 | val_loss: 0.0310076 | Time: 1644.52 ms [2022-02-27 16:49:35 main:574] : INFO : Epoch 1780 | loss: 0.0308608 | val_loss: 0.0310077 | Time: 1641.6 ms [2022-02-27 16:49:37 main:574] : INFO : Epoch 1781 | loss: 0.0308531 | val_loss: 0.0310272 | Time: 1634.53 ms [2022-02-27 16:49:39 main:574] : INFO : Epoch 1782 | loss: 0.0308486 | val_loss: 0.0310347 | Time: 1640.68 ms [2022-02-27 16:49:40 main:574] : INFO : Epoch 1783 | loss: 0.0308545 | val_loss: 0.031011 | Time: 1636.57 ms [2022-02-27 16:49:42 main:574] : INFO : Epoch 1784 | loss: 0.03085 | val_loss: 0.0310176 | Time: 1639.25 ms [2022-02-27 16:49:44 main:574] : INFO : Epoch 1785 | loss: 0.0308574 | val_loss: 0.0310131 | Time: 1637.08 ms [2022-02-27 16:49:45 main:574] : INFO : Epoch 1786 | loss: 0.0308812 | val_loss: 0.0310117 | Time: 1647.54 ms [2022-02-27 16:49:47 main:574] : INFO : Epoch 1787 | loss: 0.0308749 | val_loss: 0.0310277 | Time: 1643.66 ms [2022-02-27 16:49:49 main:574] : INFO : Epoch 1788 | loss: 0.0308671 | val_loss: 0.0310133 | Time: 1643.25 ms [2022-02-27 16:49:50 main:574] : INFO : Epoch 1789 | loss: 0.030872 | val_loss: 0.0310125 | Time: 1631.85 ms [2022-02-27 16:49:52 main:574] : INFO : Epoch 1790 | loss: 0.0308909 | val_loss: 0.0310244 | Time: 1646.82 ms [2022-02-27 16:49:54 main:574] : INFO : Epoch 1791 | loss: 0.0308703 | val_loss: 0.0310142 | Time: 1645.47 ms [2022-02-27 16:49:55 main:574] : INFO : Epoch 1792 | loss: 0.0308671 | val_loss: 0.0310188 | Time: 1640.07 ms [2022-02-27 16:49:57 main:574] : INFO : Epoch 1793 | loss: 0.0308743 | val_loss: 0.0310217 | Time: 1635.21 ms [2022-02-27 16:49:58 main:574] : INFO : Epoch 1794 | loss: 0.0308706 | val_loss: 0.0310331 | Time: 1640.68 ms [2022-02-27 16:50:00 main:574] : INFO : Epoch 1795 | loss: 0.030862 | val_loss: 0.0310248 | Time: 1633.65 ms [2022-02-27 16:50:02 main:574] : INFO : Epoch 1796 | loss: 0.0308673 | val_loss: 0.0310253 | Time: 1651.73 ms [2022-02-27 16:50:03 main:574] : INFO : Epoch 1797 | loss: 0.0308715 | val_loss: 0.0310367 | Time: 1647.64 ms [2022-02-27 16:50:05 main:574] : INFO : Epoch 1798 | loss: 0.0308663 | val_loss: 0.0310139 | Time: 1649.88 ms [2022-02-27 16:50:07 main:574] : INFO : Epoch 1799 | loss: 0.0308729 | val_loss: 0.031019 | Time: 1636.06 ms [2022-02-27 16:50:08 main:574] : INFO : Epoch 1800 | loss: 0.0308742 | val_loss: 0.0310162 | Time: 1642.12 ms [2022-02-27 16:50:10 main:574] : INFO : Epoch 1801 | loss: 0.0308666 | val_loss: 0.0310175 | Time: 1628.7 ms [2022-02-27 16:50:12 main:574] : INFO : Epoch 1802 | loss: 0.03086 | val_loss: 0.0310228 | Time: 1647.03 ms [2022-02-27 16:50:13 main:574] : INFO : Epoch 1803 | loss: 0.0308516 | val_loss: 0.0310093 | Time: 1648.84 ms [2022-02-27 16:50:15 main:574] : INFO : Epoch 1804 | loss: 0.0308513 | val_loss: 0.0310222 | Time: 1644.66 ms [2022-02-27 16:50:17 main:574] : INFO : Epoch 1805 | loss: 0.0308542 | val_loss: 0.0310239 | Time: 1639.6 ms [2022-02-27 16:50:18 main:574] : INFO : Epoch 1806 | loss: 0.0308513 | val_loss: 0.0310145 | Time: 1647.15 ms [2022-02-27 16:50:20 main:574] : INFO : Epoch 1807 | loss: 0.0308642 | val_loss: 0.0310212 | Time: 1629.34 ms [2022-02-27 16:50:22 main:574] : INFO : Epoch 1808 | loss: 0.0308884 | val_loss: 0.0310179 | Time: 1636.72 ms [2022-02-27 16:50:23 main:574] : INFO : Epoch 1809 | loss: 0.0308845 | val_loss: 0.0310157 | Time: 1638.14 ms [2022-02-27 16:50:25 main:574] : INFO : Epoch 1810 | loss: 0.0308843 | val_loss: 0.0310059 | Time: 1647.56 ms [2022-02-27 16:50:26 main:574] : INFO : Epoch 1811 | loss: 0.03087 | val_loss: 0.0310121 | Time: 1638.78 ms [2022-02-27 16:50:28 main:574] : INFO : Epoch 1812 | loss: 0.030889 | val_loss: 0.0310065 | Time: 1647.41 ms [2022-02-27 16:50:30 main:574] : INFO : Epoch 1813 | loss: 0.030899 | val_loss: 0.0310247 | Time: 1642.73 ms [2022-02-27 16:50:31 main:574] : INFO : Epoch 1814 | loss: 0.0308773 | val_loss: 0.0310155 | Time: 1645.61 ms [2022-02-27 16:50:33 main:574] : INFO : Epoch 1815 | loss: 0.030868 | val_loss: 0.0310195 | Time: 1640.45 ms [2022-02-27 16:50:35 main:574] : INFO : Epoch 1816 | loss: 0.0308607 | val_loss: 0.0310197 | Time: 1650.61 ms [2022-02-27 16:50:36 main:574] : INFO : Epoch 1817 | loss: 0.0308564 | val_loss: 0.0310271 | Time: 1634.15 ms [2022-02-27 16:50:38 main:574] : INFO : Epoch 1818 | loss: 0.0308705 | val_loss: 0.031039 | Time: 1638.67 ms [2022-02-27 16:50:40 main:574] : INFO : Epoch 1819 | loss: 0.0309324 | val_loss: 0.0310146 | Time: 1634.69 ms [2022-02-27 16:50:41 main:574] : INFO : Epoch 1820 | loss: 0.0309059 | val_loss: 0.031013 | Time: 1631.84 ms [2022-02-27 16:50:43 main:574] : INFO : Epoch 1821 | loss: 0.0309043 | val_loss: 0.0310136 | Time: 1641.37 ms [2022-02-27 16:50:45 main:574] : INFO : Epoch 1822 | loss: 0.0309079 | val_loss: 0.0310061 | Time: 1646.67 ms [2022-02-27 16:50:46 main:574] : INFO : Epoch 1823 | loss: 0.0308866 | val_loss: 0.0310145 | Time: 1649.33 ms [2022-02-27 16:50:48 main:574] : INFO : Epoch 1824 | loss: 0.0308746 | val_loss: 0.0310163 | Time: 1643.55 ms [2022-02-27 16:50:50 main:574] : INFO : Epoch 1825 | loss: 0.0308788 | val_loss: 0.031009 | Time: 1636.85 ms [2022-02-27 16:50:51 main:574] : INFO : Epoch 1826 | loss: 0.0308834 | val_loss: 0.0309943 | Time: 1633.77 ms [2022-02-27 16:50:53 main:574] : INFO : Epoch 1827 | loss: 0.0308859 | val_loss: 0.0309999 | Time: 1643 ms [2022-02-27 16:50:54 main:574] : INFO : Epoch 1828 | loss: 0.0308772 | val_loss: 0.0310062 | Time: 1641.56 ms [2022-02-27 16:50:56 main:574] : INFO : Epoch 1829 | loss: 0.0308746 | val_loss: 0.0309973 | Time: 1652.86 ms [2022-02-27 16:50:58 main:574] : INFO : Epoch 1830 | loss: 0.0308687 | val_loss: 0.0309991 | Time: 1642.27 ms [2022-02-27 16:50:59 main:574] : INFO : Epoch 1831 | loss: 0.0308587 | val_loss: 0.0310039 | Time: 1631.73 ms [2022-02-27 16:51:01 main:574] : INFO : Epoch 1832 | loss: 0.0308603 | val_loss: 0.0310011 | Time: 1640.51 ms [2022-02-27 16:51:03 main:574] : INFO : Epoch 1833 | loss: 0.0308589 | val_loss: 0.0310223 | Time: 1643.12 ms [2022-02-27 16:51:04 main:574] : INFO : Epoch 1834 | loss: 0.0308713 | val_loss: 0.031027 | Time: 1647 ms [2022-02-27 16:51:06 main:574] : INFO : Epoch 1835 | loss: 0.0308694 | val_loss: 0.0310188 | Time: 1643.24 ms [2022-02-27 16:51:08 main:574] : INFO : Epoch 1836 | loss: 0.0308631 | val_loss: 0.031007 | Time: 1639.79 ms [2022-02-27 16:51:09 main:574] : INFO : Epoch 1837 | loss: 0.0308703 | val_loss: 0.0310076 | Time: 1632.59 ms [2022-02-27 16:51:11 main:574] : INFO : Epoch 1838 | loss: 0.0308643 | val_loss: 0.0310156 | Time: 1635.99 ms [2022-02-27 16:51:13 main:574] : INFO : Epoch 1839 | loss: 0.0308629 | val_loss: 0.031032 | Time: 1647.83 ms [2022-02-27 16:51:14 main:574] : INFO : Epoch 1840 | loss: 0.0308649 | val_loss: 0.0310267 | Time: 1642.22 ms [2022-02-27 16:51:16 main:574] : INFO : Epoch 1841 | loss: 0.0308738 | val_loss: 0.0310162 | Time: 1648.33 ms [2022-02-27 16:51:18 main:574] : INFO : Epoch 1842 | loss: 0.0308798 | val_loss: 0.0310235 | Time: 1643.47 ms [2022-02-27 16:51:19 main:574] : INFO : Epoch 1843 | loss: 0.0308737 | val_loss: 0.0310094 | Time: 1642.16 ms [2022-02-27 16:51:21 main:574] : INFO : Epoch 1844 | loss: 0.0308758 | val_loss: 0.0310113 | Time: 1634.83 ms [2022-02-27 16:51:22 main:574] : INFO : Epoch 1845 | loss: 0.0308666 | val_loss: 0.0310062 | Time: 1646.06 ms [2022-02-27 16:51:24 main:574] : INFO : Epoch 1846 | loss: 0.0308614 | val_loss: 0.0310201 | Time: 1647.72 ms [2022-02-27 16:51:26 main:574] : INFO : Epoch 1847 | loss: 0.0308916 | val_loss: 0.0310324 | Time: 1643.39 ms [2022-02-27 16:51:27 main:574] : INFO : Epoch 1848 | loss: 0.0309208 | val_loss: 0.031012 | Time: 1633.99 ms [2022-02-27 16:51:29 main:574] : INFO : Epoch 1849 | loss: 0.0309001 | val_loss: 0.0309965 | Time: 1639.52 ms [2022-02-27 16:51:31 main:574] : INFO : Epoch 1850 | loss: 0.0308829 | val_loss: 0.0310037 | Time: 1629.93 ms [2022-02-27 16:51:32 main:574] : INFO : Epoch 1851 | loss: 0.0308701 | val_loss: 0.0310071 | Time: 1648.73 ms [2022-02-27 16:51:34 main:574] : INFO : Epoch 1852 | loss: 0.030864 | val_loss: 0.0310139 | Time: 1642.84 ms [2022-02-27 16:51:36 main:574] : INFO : Epoch 1853 | loss: 0.0308687 | val_loss: 0.0310354 | Time: 1647.11 ms [2022-02-27 16:51:37 main:574] : INFO : Epoch 1854 | loss: 0.0308663 | val_loss: 0.0310221 | Time: 1642.31 ms [2022-02-27 16:51:39 main:574] : INFO : Epoch 1855 | loss: 0.0308645 | val_loss: 0.0310215 | Time: 1642.97 ms [2022-02-27 16:51:41 main:574] : INFO : Epoch 1856 | loss: 0.0308625 | val_loss: 0.0310159 | Time: 1644.11 ms [2022-02-27 16:51:42 main:574] : INFO : Epoch 1857 | loss: 0.030859 | val_loss: 0.0310142 | Time: 1647.8 ms [2022-02-27 16:51:44 main:574] : INFO : Epoch 1858 | loss: 0.0308596 | val_loss: 0.0310117 | Time: 1635.08 ms [2022-02-27 16:51:46 main:574] : INFO : Epoch 1859 | loss: 0.0308714 | val_loss: 0.0310315 | Time: 1654.01 ms [2022-02-27 16:51:47 main:574] : INFO : Epoch 1860 | loss: 0.0308816 | val_loss: 0.0310219 | Time: 1632.95 ms [2022-02-27 16:51:49 main:574] : INFO : Epoch 1861 | loss: 0.0308671 | val_loss: 0.0310041 | Time: 1639.76 ms [2022-02-27 16:51:50 main:574] : INFO : Epoch 1862 | loss: 0.0308653 | val_loss: 0.031021 | Time: 1626.16 ms [2022-02-27 16:51:52 main:574] : INFO : Epoch 1863 | loss: 0.0308678 | val_loss: 0.0310083 | Time: 1651.44 ms [2022-02-27 16:51:54 main:574] : INFO : Epoch 1864 | loss: 0.0308659 | val_loss: 0.0310129 | Time: 1638.75 ms [2022-02-27 16:51:55 main:574] : INFO : Epoch 1865 | loss: 0.0309128 | val_loss: 0.0310199 | Time: 1653.09 ms [2022-02-27 16:51:57 main:574] : INFO : Epoch 1866 | loss: 0.0309556 | val_loss: 0.0310263 | Time: 1630.3 ms [2022-02-27 16:51:59 main:574] : INFO : Epoch 1867 | loss: 0.0309177 | val_loss: 0.0310093 | Time: 1648.99 ms [2022-02-27 16:52:00 main:574] : INFO : Epoch 1868 | loss: 0.0308927 | val_loss: 0.0310161 | Time: 1636.27 ms [2022-02-27 16:52:02 main:574] : INFO : Epoch 1869 | loss: 0.0308821 | val_loss: 0.031006 | Time: 1652.61 ms [2022-02-27 16:52:04 main:574] : INFO : Epoch 1870 | loss: 0.0308759 | val_loss: 0.0309984 | Time: 1631.88 ms [2022-02-27 16:52:05 main:574] : INFO : Epoch 1871 | loss: 0.0308734 | val_loss: 0.0310282 | Time: 1654.64 ms [2022-02-27 16:52:07 main:574] : INFO : Epoch 1872 | loss: 0.0308701 | val_loss: 0.0310189 | Time: 1629.42 ms [2022-02-27 16:52:09 main:574] : INFO : Epoch 1873 | loss: 0.0308685 | val_loss: 0.0310026 | Time: 1638.53 ms [2022-02-27 16:52:10 main:574] : INFO : Epoch 1874 | loss: 0.0308614 | val_loss: 0.0310065 | Time: 1624.93 ms [2022-02-27 16:52:12 main:574] : INFO : Epoch 1875 | loss: 0.0308591 | val_loss: 0.0310012 | Time: 1649.86 ms [2022-02-27 16:52:14 main:574] : INFO : Epoch 1876 | loss: 0.0308557 | val_loss: 0.0310384 | Time: 1637.82 ms [2022-02-27 16:52:15 main:574] : INFO : Epoch 1877 | loss: 0.0308528 | val_loss: 0.0310382 | Time: 1643.68 ms [2022-02-27 16:52:17 main:574] : INFO : Epoch 1878 | loss: 0.030882 | val_loss: 0.0310582 | Time: 1629.07 ms [2022-02-27 16:52:18 main:574] : INFO : Epoch 1879 | loss: 0.0310186 | val_loss: 0.0310357 | Time: 1642.16 ms [2022-02-27 16:52:20 main:574] : INFO : Epoch 1880 | loss: 0.0309715 | val_loss: 0.0309896 | Time: 1632.16 ms [2022-02-27 16:52:22 main:574] : INFO : Epoch 1881 | loss: 0.0309317 | val_loss: 0.0309931 | Time: 1635.88 ms [2022-02-27 16:52:23 main:574] : INFO : Epoch 1882 | loss: 0.0309113 | val_loss: 0.0310025 | Time: 1646.47 ms [2022-02-27 16:52:25 main:574] : INFO : Epoch 1883 | loss: 0.0308976 | val_loss: 0.030996 | Time: 1651.78 ms [2022-02-27 16:52:27 main:574] : INFO : Epoch 1884 | loss: 0.0308864 | val_loss: 0.0310062 | Time: 1642.55 ms [2022-02-27 16:52:28 main:574] : INFO : Epoch 1885 | loss: 0.0308764 | val_loss: 0.0310223 | Time: 1641.61 ms [2022-02-27 16:52:30 main:574] : INFO : Epoch 1886 | loss: 0.0308679 | val_loss: 0.031022 | Time: 1640.55 ms [2022-02-27 16:52:32 main:574] : INFO : Epoch 1887 | loss: 0.0308711 | val_loss: 0.0310117 | Time: 1647.33 ms [2022-02-27 16:52:33 main:574] : INFO : Epoch 1888 | loss: 0.0308683 | val_loss: 0.0310116 | Time: 1646.18 ms [2022-02-27 16:52:35 main:574] : INFO : Epoch 1889 | loss: 0.0308646 | val_loss: 0.0310217 | Time: 1656.46 ms [2022-02-27 16:52:37 main:574] : INFO : Epoch 1890 | loss: 0.0308573 | val_loss: 0.0310318 | Time: 1636.1 ms [2022-02-27 16:52:38 main:574] : INFO : Epoch 1891 | loss: 0.0308691 | val_loss: 0.0310127 | Time: 1641.99 ms [2022-02-27 16:52:40 main:574] : INFO : Epoch 1892 | loss: 0.0308655 | val_loss: 0.0310184 | Time: 1631.85 ms [2022-02-27 16:52:42 main:574] : INFO : Epoch 1893 | loss: 0.0308659 | val_loss: 0.0310158 | Time: 1639.6 ms [2022-02-27 16:52:43 main:574] : INFO : Epoch 1894 | loss: 0.0308787 | val_loss: 0.0309985 | Time: 1643.76 ms [2022-02-27 16:52:45 main:574] : INFO : Epoch 1895 | loss: 0.0308709 | val_loss: 0.0310158 | Time: 1646.43 ms [2022-02-27 16:52:47 main:574] : INFO : Epoch 1896 | loss: 0.0308611 | val_loss: 0.0310304 | Time: 1646.98 ms [2022-02-27 16:52:48 main:574] : INFO : Epoch 1897 | loss: 0.0308578 | val_loss: 0.031021 | Time: 1641.21 ms [2022-02-27 16:52:50 main:574] : INFO : Epoch 1898 | loss: 0.0308565 | val_loss: 0.0310283 | Time: 1637.38 ms [2022-02-27 16:52:51 main:574] : INFO : Epoch 1899 | loss: 0.0308601 | val_loss: 0.0310261 | Time: 1645.96 ms [2022-02-27 16:52:53 main:574] : INFO : Epoch 1900 | loss: 0.0308577 | val_loss: 0.031029 | Time: 1646.35 ms [2022-02-27 16:52:55 main:574] : INFO : Epoch 1901 | loss: 0.0308514 | val_loss: 0.0310313 | Time: 1656.98 ms [2022-02-27 16:52:56 main:574] : INFO : Epoch 1902 | loss: 0.0308484 | val_loss: 0.0310154 | Time: 1637.42 ms [2022-02-27 16:52:58 main:574] : INFO : Epoch 1903 | loss: 0.0308479 | val_loss: 0.0310183 | Time: 1636.4 ms [2022-02-27 16:53:00 main:574] : INFO : Epoch 1904 | loss: 0.0308567 | val_loss: 0.0310137 | Time: 1641.04 ms [2022-02-27 16:53:01 main:574] : INFO : Epoch 1905 | loss: 0.0308658 | val_loss: 0.0310405 | Time: 1631.36 ms [2022-02-27 16:53:03 main:574] : INFO : Epoch 1906 | loss: 0.0308612 | val_loss: 0.0310194 | Time: 1641.43 ms [2022-02-27 16:53:05 main:574] : INFO : Epoch 1907 | loss: 0.0308507 | val_loss: 0.0310306 | Time: 1654.26 ms [2022-02-27 16:53:06 main:574] : INFO : Epoch 1908 | loss: 0.0308572 | val_loss: 0.031005 | Time: 1645.94 ms [2022-02-27 16:53:08 main:574] : INFO : Epoch 1909 | loss: 0.0308573 | val_loss: 0.0310219 | Time: 1633.75 ms [2022-02-27 16:53:10 main:574] : INFO : Epoch 1910 | loss: 0.030853 | val_loss: 0.0310174 | Time: 1644.28 ms [2022-02-27 16:53:11 main:574] : INFO : Epoch 1911 | loss: 0.0308576 | val_loss: 0.0310228 | Time: 1640.52 ms [2022-02-27 16:53:13 main:574] : INFO : Epoch 1912 | loss: 0.0308595 | val_loss: 0.0310228 | Time: 1652.44 ms [2022-02-27 16:53:15 main:574] : INFO : Epoch 1913 | loss: 0.0308508 | val_loss: 0.0310156 | Time: 1640.79 ms [2022-02-27 16:53:16 main:574] : INFO : Epoch 1914 | loss: 0.0308563 | val_loss: 0.0310081 | Time: 1658.04 ms [2022-02-27 16:53:18 main:574] : INFO : Epoch 1915 | loss: 0.0309063 | val_loss: 0.0310422 | Time: 1652.27 ms [2022-02-27 16:53:20 main:574] : INFO : Epoch 1916 | loss: 0.0309382 | val_loss: 0.0310225 | Time: 1644.8 ms [2022-02-27 16:53:21 main:574] : INFO : Epoch 1917 | loss: 0.0309262 | val_loss: 0.0309916 | Time: 1633.11 ms [2022-02-27 16:53:23 main:574] : INFO : Epoch 1918 | loss: 0.030919 | val_loss: 0.031001 | Time: 1647.61 ms [2022-02-27 16:53:24 main:574] : INFO : Epoch 1919 | loss: 0.0309022 | val_loss: 0.0310191 | Time: 1638.32 ms [2022-02-27 16:53:26 main:574] : INFO : Epoch 1920 | loss: 0.0308859 | val_loss: 0.0310033 | Time: 1652.75 ms [2022-02-27 16:53:28 main:574] : INFO : Epoch 1921 | loss: 0.0308654 | val_loss: 0.0309998 | Time: 1631.1 ms [2022-02-27 16:53:29 main:574] : INFO : Epoch 1922 | loss: 0.0308942 | val_loss: 0.0310182 | Time: 1644.66 ms [2022-02-27 16:53:31 main:574] : INFO : Epoch 1923 | loss: 0.0308807 | val_loss: 0.031017 | Time: 1637.28 ms [2022-02-27 16:53:33 main:574] : INFO : Epoch 1924 | loss: 0.0308691 | val_loss: 0.0310201 | Time: 1651.73 ms [2022-02-27 16:53:34 main:574] : INFO : Epoch 1925 | loss: 0.0308655 | val_loss: 0.0310078 | Time: 1632.34 ms [2022-02-27 16:53:36 main:574] : INFO : Epoch 1926 | loss: 0.0308564 | val_loss: 0.0310078 | Time: 1646.73 ms [2022-02-27 16:53:38 main:574] : INFO : Epoch 1927 | loss: 0.030854 | val_loss: 0.0310365 | Time: 1635.19 ms [2022-02-27 16:53:39 main:574] : INFO : Epoch 1928 | loss: 0.0309103 | val_loss: 0.0309972 | Time: 1637.86 ms [2022-02-27 16:53:41 main:574] : INFO : Epoch 1929 | loss: 0.030919 | val_loss: 0.0310094 | Time: 1631.33 ms [2022-02-27 16:53:43 main:574] : INFO : Epoch 1930 | loss: 0.0309171 | val_loss: 0.0310264 | Time: 1650 ms [2022-02-27 16:53:44 main:574] : INFO : Epoch 1931 | loss: 0.0309071 | val_loss: 0.0309972 | Time: 1637.45 ms [2022-02-27 16:53:46 main:574] : INFO : Epoch 1932 | loss: 0.0308908 | val_loss: 0.0310144 | Time: 1646.46 ms [2022-02-27 16:53:48 main:574] : INFO : Epoch 1933 | loss: 0.0308918 | val_loss: 0.0310123 | Time: 1635.84 ms [2022-02-27 16:53:49 main:574] : INFO : Epoch 1934 | loss: 0.030884 | val_loss: 0.0310128 | Time: 1645.72 ms [2022-02-27 16:53:51 main:574] : INFO : Epoch 1935 | loss: 0.0308684 | val_loss: 0.0310184 | Time: 1631.34 ms [2022-02-27 16:53:52 main:574] : INFO : Epoch 1936 | loss: 0.0308635 | val_loss: 0.0310155 | Time: 1643.07 ms [2022-02-27 16:53:54 main:574] : INFO : Epoch 1937 | loss: 0.0308614 | val_loss: 0.0310033 | Time: 1637.62 ms [2022-02-27 16:53:56 main:574] : INFO : Epoch 1938 | loss: 0.0308607 | val_loss: 0.0310211 | Time: 1651.19 ms [2022-02-27 16:53:57 main:574] : INFO : Epoch 1939 | loss: 0.030856 | val_loss: 0.0310325 | Time: 1643.43 ms [2022-02-27 16:53:59 main:574] : INFO : Epoch 1940 | loss: 0.0308614 | val_loss: 0.0310283 | Time: 1643.75 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-27 16:54:35 main:435] : INFO : Set logging level to 1 [2022-02-27 16:54:35 main:441] : INFO : Running in BOINC Client mode [2022-02-27 16:54:35 main:444] : INFO : Resolving all filenames [2022-02-27 16:54:35 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 16:54:35 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 16:54:35 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 16:54:35 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 16:54:35 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 16:54:35 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 16:54:35 main:474] : INFO : Configuration: [2022-02-27 16:54:35 main:475] : INFO : Model type: GRU [2022-02-27 16:54:35 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 16:54:35 main:477] : INFO : Max Epochs: 2048 [2022-02-27 16:54:35 main:478] : INFO : Batch Size: 128 [2022-02-27 16:54:35 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 16:54:35 main:480] : INFO : Patience: 10 [2022-02-27 16:54:35 main:481] : INFO : Hidden Width: 12 [2022-02-27 16:54:35 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 16:54:35 main:483] : INFO : # Backend Layers: 4 [2022-02-27 16:54:35 main:484] : INFO : # Threads: 1 [2022-02-27 16:54:35 main:486] : INFO : Preparing Dataset [2022-02-27 16:54:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 16:54:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 16:54:37 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 16:54:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 16:54:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 16:54:37 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 16:54:37 main:494] : INFO : Creating Model [2022-02-27 16:54:37 main:507] : INFO : Preparing config file [2022-02-27 16:54:37 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 16:54:37 main:512] : INFO : Loading config [2022-02-27 16:54:37 main:514] : INFO : Loading state [2022-02-27 16:54:37 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 16:54:37 main:562] : INFO : Starting Training [2022-02-27 16:54:39 main:574] : INFO : Epoch 1940 | loss: 0.0308983 | val_loss: 0.0310251 | Time: 1818.86 ms [2022-02-27 16:54:41 main:574] : INFO : Epoch 1941 | loss: 0.0308781 | val_loss: 0.0310127 | Time: 1627.5 ms [2022-02-27 16:54:42 main:574] : INFO : Epoch 1942 | loss: 0.030876 | val_loss: 0.0310312 | Time: 1630.22 ms [2022-02-27 16:54:44 main:574] : INFO : Epoch 1943 | loss: 0.0308732 | val_loss: 0.0310148 | Time: 1629.86 ms [2022-02-27 16:54:46 main:574] : INFO : Epoch 1944 | loss: 0.0308654 | val_loss: 0.0310216 | Time: 1641.72 ms [2022-02-27 16:54:47 main:574] : INFO : Epoch 1945 | loss: 0.0308588 | val_loss: 0.0310209 | Time: 1636.05 ms [2022-02-27 16:54:49 main:574] : INFO : Epoch 1946 | loss: 0.0308529 | val_loss: 0.0310261 | Time: 1637.62 ms [2022-02-27 16:54:51 main:574] : INFO : Epoch 1947 | loss: 0.0308535 | val_loss: 0.0310263 | Time: 1630.06 ms [2022-02-27 16:54:52 main:574] : INFO : Epoch 1948 | loss: 0.0308794 | val_loss: 0.0310306 | Time: 1643.15 ms [2022-02-27 16:54:54 main:574] : INFO : Epoch 1949 | loss: 0.0308681 | val_loss: 0.0310188 | Time: 1639.52 ms [2022-02-27 16:54:56 main:574] : INFO : Epoch 1950 | loss: 0.030866 | val_loss: 0.0310158 | Time: 1649.56 ms [2022-02-27 16:54:57 main:574] : INFO : Epoch 1951 | loss: 0.030864 | val_loss: 0.031019 | Time: 1642.44 ms [2022-02-27 16:54:59 main:574] : INFO : Epoch 1952 | loss: 0.0308595 | val_loss: 0.0310097 | Time: 1640.87 ms [2022-02-27 16:55:01 main:574] : INFO : Epoch 1953 | loss: 0.0308589 | val_loss: 0.0310359 | Time: 1648.68 ms [2022-02-27 16:55:02 main:574] : INFO : Epoch 1954 | loss: 0.0308543 | val_loss: 0.0310207 | Time: 1656.2 ms [2022-02-27 16:55:04 main:574] : INFO : Epoch 1955 | loss: 0.0308512 | val_loss: 0.0310293 | Time: 1641.62 ms [2022-02-27 16:55:05 main:574] : INFO : Epoch 1956 | loss: 0.0308482 | val_loss: 0.0310201 | Time: 1648.07 ms [2022-02-27 16:55:07 main:574] : INFO : Epoch 1957 | loss: 0.0308488 | val_loss: 0.0310162 | Time: 1641.45 ms [2022-02-27 16:55:09 main:574] : INFO : Epoch 1958 | loss: 0.0308619 | val_loss: 0.0310109 | Time: 1629.13 ms [2022-02-27 16:55:10 main:574] : INFO : Epoch 1959 | loss: 0.0308849 | val_loss: 0.0309998 | Time: 1646.25 ms [2022-02-27 16:55:12 main:574] : INFO : Epoch 1960 | loss: 0.0308784 | val_loss: 0.0310186 | Time: 1646.08 ms [2022-02-27 16:55:14 main:574] : INFO : Epoch 1961 | loss: 0.0308652 | val_loss: 0.0310212 | Time: 1645.89 ms [2022-02-27 16:55:15 main:574] : INFO : Epoch 1962 | loss: 0.0308645 | val_loss: 0.0310139 | Time: 1642.86 ms [2022-02-27 16:55:17 main:574] : INFO : Epoch 1963 | loss: 0.0308756 | val_loss: 0.0310153 | Time: 1655.6 ms [2022-02-27 16:55:19 main:574] : INFO : Epoch 1964 | loss: 0.0308655 | val_loss: 0.0310251 | Time: 1637.51 ms [2022-02-27 16:55:20 main:574] : INFO : Epoch 1965 | loss: 0.030862 | val_loss: 0.0309918 | Time: 1646.14 ms [2022-02-27 16:55:22 main:574] : INFO : Epoch 1966 | loss: 0.0308571 | val_loss: 0.0310089 | Time: 1633.31 ms [2022-02-27 16:55:24 main:574] : INFO : Epoch 1967 | loss: 0.0308597 | val_loss: 0.0310204 | Time: 1648.75 ms [2022-02-27 16:55:25 main:574] : INFO : Epoch 1968 | loss: 0.0308564 | val_loss: 0.0310201 | Time: 1650.22 ms [2022-02-27 16:55:27 main:574] : INFO : Epoch 1969 | loss: 0.0308757 | val_loss: 0.0310248 | Time: 1642.29 ms [2022-02-27 16:55:29 main:574] : INFO : Epoch 1970 | loss: 0.0308817 | val_loss: 0.031005 | Time: 1636.44 ms [2022-02-27 16:55:30 main:574] : INFO : Epoch 1971 | loss: 0.0308711 | val_loss: 0.0310158 | Time: 1638.03 ms [2022-02-27 16:55:32 main:574] : INFO : Epoch 1972 | loss: 0.0308825 | val_loss: 0.0310006 | Time: 1641.68 ms [2022-02-27 16:55:33 main:574] : INFO : Epoch 1973 | loss: 0.0308846 | val_loss: 0.0310082 | Time: 1647.66 ms [2022-02-27 16:55:35 main:574] : INFO : Epoch 1974 | loss: 0.0308713 | val_loss: 0.0310167 | Time: 1643.84 ms [2022-02-27 16:55:37 main:574] : INFO : Epoch 1975 | loss: 0.030863 | val_loss: 0.0310043 | Time: 1637.32 ms [2022-02-27 16:55:38 main:574] : INFO : Epoch 1976 | loss: 0.0308681 | val_loss: 0.0310383 | Time: 1634.8 ms [2022-02-27 16:55:40 main:574] : INFO : Epoch 1977 | loss: 0.0308726 | val_loss: 0.0310061 | Time: 1636.57 ms [2022-02-27 16:55:42 main:574] : INFO : Epoch 1978 | loss: 0.0308725 | val_loss: 0.0310093 | Time: 1631.3 ms [2022-02-27 16:55:43 main:574] : INFO : Epoch 1979 | loss: 0.030875 | val_loss: 0.0310319 | Time: 1642.6 ms [2022-02-27 16:55:45 main:574] : INFO : Epoch 1980 | loss: 0.0308789 | val_loss: 0.031016 | Time: 1637.93 ms [2022-02-27 16:55:47 main:574] : INFO : Epoch 1981 | loss: 0.0308837 | val_loss: 0.0310067 | Time: 1654.18 ms [2022-02-27 16:55:48 main:574] : INFO : Epoch 1982 | loss: 0.0308747 | val_loss: 0.0310108 | Time: 1628.84 ms [2022-02-27 16:55:50 main:574] : INFO : Epoch 1983 | loss: 0.0308636 | val_loss: 0.031006 | Time: 1644.5 ms [2022-02-27 16:55:52 main:574] : INFO : Epoch 1984 | loss: 0.0308677 | val_loss: 0.0310038 | Time: 1647.38 ms [2022-02-27 16:55:53 main:574] : INFO : Epoch 1985 | loss: 0.0308596 | val_loss: 0.0310274 | Time: 1642.71 ms [2022-02-27 16:55:55 main:574] : INFO : Epoch 1986 | loss: 0.0308549 | val_loss: 0.0310101 | Time: 1638.79 ms [2022-02-27 16:55:57 main:574] : INFO : Epoch 1987 | loss: 0.0308555 | val_loss: 0.0310225 | Time: 1649.34 ms [2022-02-27 16:55:58 main:574] : INFO : Epoch 1988 | loss: 0.0308651 | val_loss: 0.0310207 | Time: 1633.73 ms [2022-02-27 16:56:00 main:574] : INFO : Epoch 1989 | loss: 0.0308564 | val_loss: 0.0310324 | Time: 1637.06 ms [2022-02-27 16:56:01 main:574] : INFO : Epoch 1990 | loss: 0.0308576 | val_loss: 0.0310285 | Time: 1636.33 ms [2022-02-27 16:56:03 main:574] : INFO : Epoch 1991 | loss: 0.0308521 | val_loss: 0.0310243 | Time: 1639.56 ms [2022-02-27 16:56:05 main:574] : INFO : Epoch 1992 | loss: 0.0308573 | val_loss: 0.031015 | Time: 1638.94 ms [2022-02-27 16:56:06 main:574] : INFO : Epoch 1993 | loss: 0.0308595 | val_loss: 0.0310159 | Time: 1647.85 ms [2022-02-27 16:56:08 main:574] : INFO : Epoch 1994 | loss: 0.0308575 | val_loss: 0.0310279 | Time: 1637.53 ms [2022-02-27 16:56:10 main:574] : INFO : Epoch 1995 | loss: 0.0308584 | val_loss: 0.0310625 | Time: 1644.85 ms [2022-02-27 16:56:11 main:574] : INFO : Epoch 1996 | loss: 0.0309221 | val_loss: 0.0310134 | Time: 1640.55 ms [2022-02-27 16:56:13 main:574] : INFO : Epoch 1997 | loss: 0.0308972 | val_loss: 0.0309976 | Time: 1646.11 ms [2022-02-27 16:56:15 main:574] : INFO : Epoch 1998 | loss: 0.0308831 | val_loss: 0.031042 | Time: 1657.17 ms [2022-02-27 16:56:16 main:574] : INFO : Epoch 1999 | loss: 0.0309295 | val_loss: 0.0310146 | Time: 1638.18 ms [2022-02-27 16:56:18 main:574] : INFO : Epoch 2000 | loss: 0.0308861 | val_loss: 0.0309952 | Time: 1642.15 ms [2022-02-27 16:56:20 main:574] : INFO : Epoch 2001 | loss: 0.030865 | val_loss: 0.0309977 | Time: 1642.24 ms [2022-02-27 16:56:21 main:574] : INFO : Epoch 2002 | loss: 0.0308601 | val_loss: 0.0310154 | Time: 1631.96 ms [2022-02-27 16:56:23 main:574] : INFO : Epoch 2003 | loss: 0.0308571 | val_loss: 0.0310063 | Time: 1645.14 ms [2022-02-27 16:56:25 main:574] : INFO : Epoch 2004 | loss: 0.0308593 | val_loss: 0.0310057 | Time: 1641.69 ms [2022-02-27 16:56:26 main:574] : INFO : Epoch 2005 | loss: 0.0308558 | val_loss: 0.0310031 | Time: 1641.93 ms [2022-02-27 16:56:28 main:574] : INFO : Epoch 2006 | loss: 0.0308494 | val_loss: 0.0310104 | Time: 1637.49 ms [2022-02-27 16:56:29 main:574] : INFO : Epoch 2007 | loss: 0.0308588 | val_loss: 0.030997 | Time: 1635.74 ms [2022-02-27 16:56:31 main:574] : INFO : Epoch 2008 | loss: 0.0308559 | val_loss: 0.0310143 | Time: 1641.9 ms [2022-02-27 16:56:33 main:574] : INFO : Epoch 2009 | loss: 0.0308514 | val_loss: 0.0310112 | Time: 1643.59 ms [2022-02-27 16:56:34 main:574] : INFO : Epoch 2010 | loss: 0.0308495 | val_loss: 0.0310189 | Time: 1648.2 ms [2022-02-27 16:56:36 main:574] : INFO : Epoch 2011 | loss: 0.0308577 | val_loss: 0.0310034 | Time: 1650.24 ms [2022-02-27 16:56:38 main:574] : INFO : Epoch 2012 | loss: 0.0308523 | val_loss: 0.0309979 | Time: 1647.76 ms [2022-02-27 16:56:39 main:574] : INFO : Epoch 2013 | loss: 0.0308414 | val_loss: 0.0310383 | Time: 1631.18 ms [2022-02-27 16:56:41 main:574] : INFO : Epoch 2014 | loss: 0.0308405 | val_loss: 0.0310245 | Time: 1641.33 ms [2022-02-27 16:56:43 main:574] : INFO : Epoch 2015 | loss: 0.0308522 | val_loss: 0.0310342 | Time: 1636.16 ms [2022-02-27 16:56:44 main:574] : INFO : Epoch 2016 | loss: 0.0308586 | val_loss: 0.0310238 | Time: 1650.14 ms [2022-02-27 16:56:46 main:574] : INFO : Epoch 2017 | loss: 0.0308517 | val_loss: 0.0310177 | Time: 1641.51 ms [2022-02-27 16:56:48 main:574] : INFO : Epoch 2018 | loss: 0.0308514 | val_loss: 0.0310198 | Time: 1647.49 ms [2022-02-27 16:56:49 main:574] : INFO : Epoch 2019 | loss: 0.0308559 | val_loss: 0.0310351 | Time: 1635.27 ms [2022-02-27 16:56:51 main:574] : INFO : Epoch 2020 | loss: 0.0309868 | val_loss: 0.0311051 | Time: 1642 ms [2022-02-27 16:56:53 main:574] : INFO : Epoch 2021 | loss: 0.0310863 | val_loss: 0.0310734 | Time: 1636.4 ms [2022-02-27 16:56:54 main:574] : INFO : Epoch 2022 | loss: 0.0310611 | val_loss: 0.0310656 | Time: 1642.81 ms [2022-02-27 16:56:56 main:574] : INFO : Epoch 2023 | loss: 0.0311394 | val_loss: 0.0312037 | Time: 1656 ms [2022-02-27 16:56:58 main:574] : INFO : Epoch 2024 | loss: 0.0313677 | val_loss: 0.0311761 | Time: 1636.96 ms [2022-02-27 16:56:59 main:574] : INFO : Epoch 2025 | loss: 0.0310712 | val_loss: 0.0310627 | Time: 1632.61 ms [2022-02-27 16:57:01 main:574] : INFO : Epoch 2026 | loss: 0.0309781 | val_loss: 0.0310149 | Time: 1634.45 ms [2022-02-27 16:57:02 main:574] : INFO : Epoch 2027 | loss: 0.0309426 | val_loss: 0.0310093 | Time: 1644.33 ms [2022-02-27 16:57:04 main:574] : INFO : Epoch 2028 | loss: 0.0309271 | val_loss: 0.0310129 | Time: 1651.45 ms [2022-02-27 16:57:06 main:574] : INFO : Epoch 2029 | loss: 0.0309119 | val_loss: 0.0310223 | Time: 1651.52 ms [2022-02-27 16:57:07 main:574] : INFO : Epoch 2030 | loss: 0.0309008 | val_loss: 0.0309893 | Time: 1640.6 ms [2022-02-27 16:57:09 main:574] : INFO : Epoch 2031 | loss: 0.0308906 | val_loss: 0.0310053 | Time: 1633.76 ms [2022-02-27 16:57:11 main:574] : INFO : Epoch 2032 | loss: 0.0308833 | val_loss: 0.0310174 | Time: 1646.73 ms [2022-02-27 16:57:12 main:574] : INFO : Epoch 2033 | loss: 0.0308722 | val_loss: 0.0310125 | Time: 1635.61 ms [2022-02-27 16:57:14 main:574] : INFO : Epoch 2034 | loss: 0.0308734 | val_loss: 0.0310126 | Time: 1654.86 ms [2022-02-27 16:57:16 main:574] : INFO : Epoch 2035 | loss: 0.0308732 | val_loss: 0.0309964 | Time: 1639.03 ms [2022-02-27 16:57:17 main:574] : INFO : Epoch 2036 | loss: 0.0308664 | val_loss: 0.030998 | Time: 1650.03 ms [2022-02-27 16:57:19 main:574] : INFO : Epoch 2037 | loss: 0.0308806 | val_loss: 0.0310173 | Time: 1632.37 ms [2022-02-27 16:57:21 main:574] : INFO : Epoch 2038 | loss: 0.0308645 | val_loss: 0.0310151 | Time: 1640.8 ms [2022-02-27 16:57:22 main:574] : INFO : Epoch 2039 | loss: 0.0309131 | val_loss: 0.0310152 | Time: 1635.29 ms [2022-02-27 16:57:24 main:574] : INFO : Epoch 2040 | loss: 0.030887 | val_loss: 0.0310012 | Time: 1646.46 ms [2022-02-27 16:57:26 main:574] : INFO : Epoch 2041 | loss: 0.030872 | val_loss: 0.031009 | Time: 1645.97 ms [2022-02-27 16:57:27 main:574] : INFO : Epoch 2042 | loss: 0.0308622 | val_loss: 0.0310088 | Time: 1652.05 ms [2022-02-27 16:57:29 main:574] : INFO : Epoch 2043 | loss: 0.0308638 | val_loss: 0.0309992 | Time: 1631.71 ms [2022-02-27 16:57:30 main:574] : INFO : Epoch 2044 | loss: 0.0308657 | val_loss: 0.0310277 | Time: 1642.67 ms [2022-02-27 16:57:32 main:574] : INFO : Epoch 2045 | loss: 0.0308595 | val_loss: 0.0310116 | Time: 1641.25 ms [2022-02-27 16:57:34 main:574] : INFO : Epoch 2046 | loss: 0.0308535 | val_loss: 0.0310051 | Time: 1652.16 ms [2022-02-27 16:57:35 main:574] : INFO : Epoch 2047 | loss: 0.030849 | val_loss: 0.0310402 | Time: 1664.99 ms [2022-02-27 16:57:37 main:574] : INFO : Epoch 2048 | loss: 0.0308647 | val_loss: 0.0310393 | Time: 1646.27 ms [2022-02-27 16:57:37 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0310393 [2022-02-27 16:57:37 main:603] : INFO : Saving end state to config to file [2022-02-27 16:57:37 main:608] : INFO : Success, exiting.. 16:57:37 (2880): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)