Task 7018044
| Name | ParityModified-1630360296-31102-0_0 |
| Workunit | 4727461 |
| Created | 30 Aug 2021, 21:51:38 UTC |
| Sent | 4 Sep 2021, 18:21:51 UTC |
| Report deadline | 12 Sep 2021, 18:21:51 UTC |
| Received | 4 Sep 2021, 23:16:59 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6019 |
| Run time | 50 min 13 sec |
| CPU time | 46 min 48 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 6,807.29 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.65 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> ww.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 15:37:07 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-09-04 15:37:07 main:494] : INFO : Creating Model [2021-09-04 15:37:07 main:507] : INFO : Preparing config file [2021-09-04 15:37:07 main:511] : INFO : Found checkpoint, attempting to load... [2021-09-04 15:37:07 main:512] : INFO : Loading config [2021-09-04 15:37:07 main:514] : INFO : Loading state [2021-09-04 15:37:07 main:559] : INFO : Loading DataLoader into Memory [2021-09-04 15:37:07 main:562] : INFO : Starting Training [2021-09-04 15:37:09 main:574] : INFO : Epoch 1664 | loss: 0.0311067 | val_loss: 0.0312785 | Time: 1523.63 ms [2021-09-04 15:37:10 main:574] : INFO : Epoch 1665 | loss: 0.0310416 | val_loss: 0.0313004 | Time: 1323.11 ms [2021-09-04 15:37:12 main:574] : INFO : Epoch 1666 | loss: 0.0310136 | val_loss: 0.0313315 | Time: 1346.47 ms [2021-09-04 15:37:13 main:574] : INFO : Epoch 1667 | loss: 0.0310053 | val_loss: 0.0313173 | Time: 1348.12 ms [2021-09-04 15:37:14 main:574] : INFO : Epoch 1668 | loss: 0.031002 | val_loss: 0.0313159 | Time: 1354.39 ms [2021-09-04 15:37:16 main:574] : INFO : Epoch 1669 | loss: 0.0310019 | val_loss: 0.0313374 | Time: 1353.5 ms [2021-09-04 15:37:17 main:574] : INFO : Epoch 1670 | loss: 0.0309985 | val_loss: 0.0313177 | Time: 1360.01 ms [2021-09-04 15:37:18 main:574] : INFO : Epoch 1671 | loss: 0.0309924 | val_loss: 0.0313136 | Time: 1363.45 ms [2021-09-04 15:37:20 main:574] : INFO : Epoch 1672 | loss: 0.0309877 | val_loss: 0.0313039 | Time: 1355.63 ms [2021-09-04 15:37:21 main:574] : INFO : Epoch 1673 | loss: 0.0309891 | val_loss: 0.031321 | Time: 1360.29 ms [2021-09-04 15:37:23 main:574] : INFO : Epoch 1674 | loss: 0.0309919 | val_loss: 0.0313291 | Time: 1364.14 ms [2021-09-04 15:37:24 main:574] : INFO : Epoch 1675 | loss: 0.0309939 | val_loss: 0.0313075 | Time: 1363.62 ms [2021-09-04 15:37:25 main:574] : INFO : Epoch 1676 | loss: 0.0309944 | val_loss: 0.0313014 | Time: 1365.59 ms [2021-09-04 15:37:27 main:574] : INFO : Epoch 1677 | loss: 0.0309945 | val_loss: 0.031291 | Time: 1363.13 ms [2021-09-04 15:37:28 main:574] : INFO : Epoch 1678 | loss: 0.0309953 | val_loss: 0.0313342 | Time: 1365.79 ms [2021-09-04 15:37:29 main:574] : INFO : Epoch 1679 | loss: 0.0309895 | val_loss: 0.0313381 | Time: 1361.53 ms [2021-09-04 15:37:31 main:574] : INFO : Epoch 1680 | loss: 0.0309873 | val_loss: 0.0313412 | Time: 1367.89 ms [2021-09-04 15:37:32 main:574] : INFO : Epoch 1681 | loss: 0.0309882 | val_loss: 0.0312949 | Time: 1355.98 ms [2021-09-04 15:37:34 main:574] : INFO : Epoch 1682 | loss: 0.0309906 | val_loss: 0.0313053 | Time: 1362.41 ms [2021-09-04 15:37:35 main:574] : INFO : Epoch 1683 | loss: 0.0309967 | val_loss: 0.0313228 | Time: 1366.7 ms [2021-09-04 15:37:36 main:574] : INFO : Epoch 1684 | loss: 0.0309903 | val_loss: 0.031319 | Time: 1363.16 ms [2021-09-04 15:37:38 main:574] : INFO : Epoch 1685 | loss: 0.0309899 | val_loss: 0.0313197 | Time: 1364.81 ms [2021-09-04 15:37:39 main:574] : INFO : Epoch 1686 | loss: 0.0309979 | val_loss: 0.0313202 | Time: 1359.66 ms [2021-09-04 15:37:41 main:574] : INFO : Epoch 1687 | loss: 0.0309959 | val_loss: 0.031325 | Time: 1361.91 ms [2021-09-04 15:37:42 main:574] : INFO : Epoch 1688 | loss: 0.0309969 | val_loss: 0.0312797 | Time: 1365.36 ms [2021-09-04 15:37:43 main:574] : INFO : Epoch 1689 | loss: 0.0309903 | val_loss: 0.0313202 | Time: 1366.16 ms [2021-09-04 15:37:45 main:574] : INFO : Epoch 1690 | loss: 0.0309927 | val_loss: 0.0313188 | Time: 1358.59 ms [2021-09-04 15:37:46 main:574] : INFO : Epoch 1691 | loss: 0.0309876 | val_loss: 0.0313209 | Time: 1370.75 ms [2021-09-04 15:37:48 main:574] : INFO : Epoch 1692 | loss: 0.0309851 | val_loss: 0.0313167 | Time: 1370.17 ms [2021-09-04 15:37:49 main:574] : INFO : Epoch 1693 | loss: 0.0309868 | val_loss: 0.0313452 | Time: 1369.36 ms [2021-09-04 15:37:50 main:574] : INFO : Epoch 1694 | loss: 0.0309967 | val_loss: 0.0312979 | Time: 1369.43 ms [2021-09-04 15:37:52 main:574] : INFO : Epoch 1695 | loss: 0.0309909 | val_loss: 0.0313258 | Time: 1369.94 ms [2021-09-04 15:37:53 main:574] : INFO : Epoch 1696 | loss: 0.0309826 | val_loss: 0.0313214 | Time: 1369.75 ms [2021-09-04 15:37:54 main:574] : INFO : Epoch 1697 | loss: 0.0309879 | val_loss: 0.0313076 | Time: 1370.19 ms [2021-09-04 15:37:56 main:574] : INFO : Epoch 1698 | loss: 0.0309888 | val_loss: 0.0313342 | Time: 1371.41 ms [2021-09-04 15:37:57 main:574] : INFO : Epoch 1699 | loss: 0.0309847 | val_loss: 0.0313135 | Time: 1361.77 ms [2021-09-04 15:37:59 main:574] : INFO : Epoch 1700 | loss: 0.0309871 | val_loss: 0.0313113 | Time: 1375.86 ms [2021-09-04 15:38:00 main:574] : INFO : Epoch 1701 | loss: 0.0309867 | val_loss: 0.0313253 | Time: 1370.52 ms [2021-09-04 15:38:01 main:574] : INFO : Epoch 1702 | loss: 0.0309857 | val_loss: 0.031318 | Time: 1372.92 ms [2021-09-04 15:38:03 main:574] : INFO : Epoch 1703 | loss: 0.030992 | val_loss: 0.0313285 | Time: 1371.75 ms [2021-09-04 15:38:04 main:574] : INFO : Epoch 1704 | loss: 0.0309939 | val_loss: 0.0313072 | Time: 1403.69 ms [2021-09-04 15:38:06 main:574] : INFO : Epoch 1705 | loss: 0.030992 | val_loss: 0.031307 | Time: 1374.57 ms [2021-09-04 15:38:07 main:574] : INFO : Epoch 1706 | loss: 0.030989 | val_loss: 0.0313282 | Time: 1368.7 ms [2021-09-04 15:38:08 main:574] : INFO : Epoch 1707 | loss: 0.0309831 | val_loss: 0.0313151 | Time: 1367.19 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1070) [2021-09-04 15:45:23 main:435] : INFO : Set logging level to 1 [2021-09-04 15:45:23 main:441] : INFO : Running in BOINC Client mode [2021-09-04 15:45:23 main:444] : INFO : Resolving all filenames [2021-09-04 15:45:23 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-09-04 15:45:23 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1630360296-31102-0_0_r1039976402_1 (exists = 1) [2021-09-04 15:45:23 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1630360296-31102-0_0_r1039976402_0 (exists = 0) [2021-09-04 15:45:23 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-09-04 15:45:23 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-09-04 15:45:23 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-09-04 15:45:23 main:474] : INFO : Configuration: [2021-09-04 15:45:23 main:475] : INFO : Model type: GRU [2021-09-04 15:45:23 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-09-04 15:45:23 main:477] : INFO : Max Epochs: 2048 [2021-09-04 15:45:23 main:478] : INFO : Batch Size: 128 [2021-09-04 15:45:23 main:479] : INFO : Learning Rate: 0.01 [2021-09-04 15:45:23 main:480] : INFO : Patience: 10 [2021-09-04 15:45:23 main:481] : INFO : Hidden Width: 12 [2021-09-04 15:45:24 main:482] : INFO : # Recurrent Layers: 4 [2021-09-04 15:45:24 main:483] : INFO : # Backend Layers: 4 [2021-09-04 15:45:24 main:484] : INFO : # Threads: 1 [2021-09-04 15:45:24 main:486] : INFO : Preparing Dataset [2021-09-04 15:45:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 15:45:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 15:45:25 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-09-04 15:45:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 15:45:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 15:45:25 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-09-04 15:45:25 main:494] : INFO : Creating Model [2021-09-04 15:45:25 main:507] : INFO : Preparing config file [2021-09-04 15:45:25 main:511] : INFO : Found checkpoint, attempting to load... [2021-09-04 15:45:25 main:512] : INFO : Loading config [2021-09-04 15:45:25 main:514] : INFO : Loading state [2021-09-04 15:45:26 main:559] : INFO : Loading DataLoader into Memory [2021-09-04 15:45:26 main:562] : INFO : Starting Training [2021-09-04 15:45:28 main:574] : INFO : Epoch 1664 | loss: 0.0310869 | val_loss: 0.0312872 | Time: 1599.37 ms [2021-09-04 15:45:29 main:574] : INFO : Epoch 1665 | loss: 0.0310231 | val_loss: 0.0313133 | Time: 1396.13 ms [2021-09-04 15:45:31 main:574] : INFO : Epoch 1666 | loss: 0.0309958 | val_loss: 0.03132 | Time: 1563.37 ms [2021-09-04 15:45:32 main:574] : INFO : Epoch 1667 | loss: 0.0309922 | val_loss: 0.03131 | Time: 1411.02 ms [2021-09-04 15:45:33 main:574] : INFO : Epoch 1668 | loss: 0.030995 | val_loss: 0.0313291 | Time: 1411.33 ms [2021-09-04 15:45:35 main:574] : INFO : Epoch 1669 | loss: 0.0309951 | val_loss: 0.0313218 | Time: 1413.95 ms [2021-09-04 15:45:36 main:574] : INFO : Epoch 1670 | loss: 0.0309922 | val_loss: 0.0313172 | Time: 1415.13 ms [2021-09-04 15:45:38 main:574] : INFO : Epoch 1671 | loss: 0.0309896 | val_loss: 0.0313321 | Time: 1420.29 ms [2021-09-04 15:45:39 main:574] : INFO : Epoch 1672 | loss: 0.0309956 | val_loss: 0.0313204 | Time: 1419.46 ms [2021-09-04 15:45:41 main:574] : INFO : Epoch 1673 | loss: 0.0310006 | val_loss: 0.0313049 | Time: 1564.13 ms [2021-09-04 15:45:42 main:574] : INFO : Epoch 1674 | loss: 0.0309948 | val_loss: 0.0313298 | Time: 1421.84 ms [2021-09-04 15:45:44 main:574] : INFO : Epoch 1675 | loss: 0.0309962 | val_loss: 0.0313345 | Time: 1418.2 ms [2021-09-04 15:45:45 main:574] : INFO : Epoch 1676 | loss: 0.030991 | val_loss: 0.0313499 | Time: 1421.23 ms [2021-09-04 15:45:47 main:574] : INFO : Epoch 1677 | loss: 0.0309912 | val_loss: 0.0313249 | Time: 1414.4 ms [2021-09-04 15:45:48 main:574] : INFO : Epoch 1678 | loss: 0.0309903 | val_loss: 0.0313111 | Time: 1421.13 ms [2021-09-04 15:45:50 main:574] : INFO : Epoch 1679 | loss: 0.0309958 | val_loss: 0.0313036 | Time: 1598.39 ms [2021-09-04 15:45:51 main:574] : INFO : Epoch 1680 | loss: 0.0309931 | val_loss: 0.0312874 | Time: 1538.52 ms [2021-09-04 15:45:53 main:574] : INFO : Epoch 1681 | loss: 0.0309946 | val_loss: 0.0313238 | Time: 1416.75 ms [2021-09-04 15:45:54 main:574] : INFO : Epoch 1682 | loss: 0.0309976 | val_loss: 0.0313107 | Time: 1422.77 ms [2021-09-04 15:45:55 main:574] : INFO : Epoch 1683 | loss: 0.0309941 | val_loss: 0.0313436 | Time: 1430.39 ms [2021-09-04 15:45:57 main:574] : INFO : Epoch 1684 | loss: 0.0309938 | val_loss: 0.0312955 | Time: 1420.77 ms [2021-09-04 15:45:58 main:574] : INFO : Epoch 1685 | loss: 0.0309958 | val_loss: 0.0312917 | Time: 1421.02 ms [2021-09-04 15:46:00 main:574] : INFO : Epoch 1686 | loss: 0.0309902 | val_loss: 0.0313228 | Time: 1879.4 ms [2021-09-04 15:46:02 main:574] : INFO : Epoch 1687 | loss: 0.0309887 | val_loss: 0.0313154 | Time: 1419.17 ms [2021-09-04 15:46:03 main:574] : INFO : Epoch 1688 | loss: 0.0309871 | val_loss: 0.0313006 | Time: 1416.83 ms [2021-09-04 15:46:04 main:574] : INFO : Epoch 1689 | loss: 0.0309874 | val_loss: 0.0313527 | Time: 1413.63 ms [2021-09-04 15:46:06 main:574] : INFO : Epoch 1690 | loss: 0.03099 | val_loss: 0.0313116 | Time: 1416.28 ms [2021-09-04 15:46:07 main:574] : INFO : Epoch 1691 | loss: 0.0309905 | val_loss: 0.0313393 | Time: 1419.91 ms [2021-09-04 15:46:09 main:574] : INFO : Epoch 1692 | loss: 0.0309941 | val_loss: 0.0313091 | Time: 1421.16 ms [2021-09-04 15:46:11 main:574] : INFO : Epoch 1693 | loss: 0.0309983 | val_loss: 0.0313287 | Time: 1760.92 ms [2021-09-04 15:46:12 main:574] : INFO : Epoch 1694 | loss: 0.0309883 | val_loss: 0.0313449 | Time: 1419.45 ms [2021-09-04 15:46:13 main:574] : INFO : Epoch 1695 | loss: 0.0309906 | val_loss: 0.0313156 | Time: 1415.22 ms [2021-09-04 15:46:15 main:574] : INFO : Epoch 1696 | loss: 0.0309964 | val_loss: 0.0313426 | Time: 1421.78 ms [2021-09-04 15:46:16 main:574] : INFO : Epoch 1697 | loss: 0.030992 | val_loss: 0.0313253 | Time: 1428.5 ms [2021-09-04 15:46:18 main:574] : INFO : Epoch 1698 | loss: 0.0309994 | val_loss: 0.0312843 | Time: 1425.02 ms [2021-09-04 15:46:19 main:574] : INFO : Epoch 1699 | loss: 0.0310025 | val_loss: 0.0313052 | Time: 1423.33 ms [2021-09-04 15:46:21 main:574] : INFO : Epoch 1700 | loss: 0.0309983 | val_loss: 0.0313181 | Time: 1605.69 ms [2021-09-04 15:46:22 main:574] : INFO : Epoch 1701 | loss: 0.030996 | val_loss: 0.0313249 | Time: 1425.24 ms [2021-09-04 15:46:24 main:574] : INFO : Epoch 1702 | loss: 0.0309884 | val_loss: 0.0313272 | Time: 1431.57 ms [2021-09-04 15:46:25 main:574] : INFO : Epoch 1703 | loss: 0.0309855 | val_loss: 0.03132 | Time: 1422.41 ms [2021-09-04 15:46:27 main:574] : INFO : Epoch 1704 | loss: 0.030983 | val_loss: 0.0313302 | Time: 1426.82 ms [2021-09-04 15:46:28 main:574] : INFO : Epoch 1705 | loss: 0.0309886 | val_loss: 0.0313227 | Time: 1427.81 ms [2021-09-04 15:46:30 main:574] : INFO : Epoch 1706 | loss: 0.0309861 | val_loss: 0.0312872 | Time: 1733.75 ms [2021-09-04 15:46:31 main:574] : INFO : Epoch 1707 | loss: 0.0309909 | val_loss: 0.0313287 | Time: 1423.21 ms [2021-09-04 15:46:33 main:574] : INFO : Epoch 1708 | loss: 0.0309882 | val_loss: 0.0313398 | Time: 1426.54 ms [2021-09-04 15:46:34 main:574] : INFO : Epoch 1709 | loss: 0.0309864 | val_loss: 0.0313018 | Time: 1427.85 ms [2021-09-04 15:46:35 main:574] : INFO : Epoch 1710 | loss: 0.0309984 | val_loss: 0.0313326 | Time: 1419.11 ms [2021-09-04 15:46:37 main:574] : INFO : Epoch 1711 | loss: 0.0309906 | val_loss: 0.0313223 | Time: 1424.88 ms [2021-09-04 15:46:38 main:574] : INFO : Epoch 1712 | loss: 0.0309869 | val_loss: 0.0312997 | Time: 1427.42 ms [2021-09-04 15:46:40 main:574] : INFO : Epoch 1713 | loss: 0.0309802 | val_loss: 0.0313344 | Time: 1599.16 ms [2021-09-04 15:46:41 main:574] : INFO : Epoch 1714 | loss: 0.0309865 | val_loss: 0.0312999 | Time: 1425.89 ms [2021-09-04 15:46:43 main:574] : INFO : Epoch 1715 | loss: 0.0309885 | val_loss: 0.0313148 | Time: 1426.85 ms [2021-09-04 15:46:44 main:574] : INFO : Epoch 1716 | loss: 0.0309949 | val_loss: 0.0313269 | Time: 1426.8 ms [2021-09-04 15:46:46 main:574] : INFO : Epoch 1717 | loss: 0.0309948 | val_loss: 0.0313221 | Time: 1426.2 ms [2021-09-04 15:46:47 main:574] : INFO : Epoch 1718 | loss: 0.0309962 | val_loss: 0.031343 | Time: 1426.6 ms [2021-09-04 15:46:49 main:574] : INFO : Epoch 1719 | loss: 0.0309906 | val_loss: 0.0313339 | Time: 1425.62 ms [2021-09-04 15:46:50 main:574] : INFO : Epoch 1720 | loss: 0.0309919 | val_loss: 0.0313153 | Time: 1576.96 ms [2021-09-04 15:46:52 main:574] : INFO : Epoch 1721 | loss: 0.0309846 | val_loss: 0.0313401 | Time: 1428.43 ms [2021-09-04 15:46:53 main:574] : INFO : Epoch 1722 | loss: 0.0309826 | val_loss: 0.031326 | Time: 1423.13 ms [2021-09-04 15:46:55 main:574] : INFO : Epoch 1723 | loss: 0.0309881 | val_loss: 0.0313163 | Time: 1423.87 ms [2021-09-04 15:46:56 main:574] : INFO : Epoch 1724 | loss: 0.0309991 | val_loss: 0.0312955 | Time: 1449.65 ms [2021-09-04 15:46:57 main:574] : INFO : Epoch 1725 | loss: 0.0310036 | val_loss: 0.0313337 | Time: 1427.83 ms [2021-09-04 15:46:59 main:574] : INFO : Epoch 1726 | loss: 0.030991 | val_loss: 0.031305 | Time: 1425.23 ms [2021-09-04 15:47:01 main:574] : INFO : Epoch 1727 | loss: 0.0309864 | val_loss: 0.0313078 | Time: 1592.91 ms [2021-09-04 15:47:02 main:574] : INFO : Epoch 1728 | loss: 0.0309812 | val_loss: 0.0313155 | Time: 1425.88 ms [2021-09-04 15:47:03 main:574] : INFO : Epoch 1729 | loss: 0.0309845 | val_loss: 0.0313079 | Time: 1432.08 ms [2021-09-04 15:47:05 main:574] : INFO : Epoch 1730 | loss: 0.0309842 | val_loss: 0.0313316 | Time: 1423.28 ms [2021-09-04 15:47:06 main:574] : INFO : Epoch 1731 | loss: 0.030988 | val_loss: 0.0312934 | Time: 1425.68 ms [2021-09-04 15:47:08 main:574] : INFO : Epoch 1732 | loss: 0.0309874 | val_loss: 0.0313146 | Time: 1425.18 ms [2021-09-04 15:47:09 main:574] : INFO : Epoch 1733 | loss: 0.030985 | val_loss: 0.0313328 | Time: 1427.73 ms [2021-09-04 15:47:11 main:574] : INFO : Epoch 1734 | loss: 0.030987 | val_loss: 0.0312873 | Time: 1753.17 ms [2021-09-04 15:47:12 main:574] : INFO : Epoch 1735 | loss: 0.0310023 | val_loss: 0.0313003 | Time: 1421.26 ms [2021-09-04 15:47:14 main:574] : INFO : Epoch 1736 | loss: 0.030994 | val_loss: 0.0313271 | Time: 1429.7 ms [2021-09-04 15:47:15 main:574] : INFO : Epoch 1737 | loss: 0.0309855 | val_loss: 0.0313287 | Time: 1425.85 ms [2021-09-04 15:47:17 main:574] : INFO : Epoch 1738 | loss: 0.0309842 | val_loss: 0.0313601 | Time: 1425.27 ms [2021-09-04 15:47:18 main:574] : INFO : Epoch 1739 | loss: 0.0309839 | val_loss: 0.0313363 | Time: 1426.67 ms [2021-09-04 15:47:20 main:574] : INFO : Epoch 1740 | loss: 0.0309843 | val_loss: 0.0313008 | Time: 1731.64 ms [2021-09-04 15:47:21 main:574] : INFO : Epoch 1741 | loss: 0.0309831 | val_loss: 0.0313163 | Time: 1431.21 ms [2021-09-04 15:47:23 main:574] : INFO : Epoch 1742 | loss: 0.0309912 | val_loss: 0.0313422 | Time: 1423.2 ms [2021-09-04 15:47:24 main:574] : INFO : Epoch 1743 | loss: 0.0309876 | val_loss: 0.0313394 | Time: 1427.69 ms [2021-09-04 15:47:26 main:574] : INFO : Epoch 1744 | loss: 0.030989 | val_loss: 0.0313648 | Time: 1424.28 ms [2021-09-04 15:47:27 main:574] : INFO : Epoch 1745 | loss: 0.0309865 | val_loss: 0.0312958 | Time: 1429.21 ms [2021-09-04 15:47:29 main:574] : INFO : Epoch 1746 | loss: 0.0309903 | val_loss: 0.031285 | Time: 1431.97 ms [2021-09-04 15:47:30 main:574] : INFO : Epoch 1747 | loss: 0.030989 | val_loss: 0.0313136 | Time: 1585.37 ms [2021-09-04 15:47:32 main:574] : INFO : Epoch 1748 | loss: 0.03099 | val_loss: 0.0313137 | Time: 1438.44 ms [2021-09-04 15:47:33 main:574] : INFO : Epoch 1749 | loss: 0.0309861 | val_loss: 0.0312993 | Time: 1420.92 ms [2021-09-04 15:47:34 main:574] : INFO : Epoch 1750 | loss: 0.0309882 | val_loss: 0.031331 | Time: 1426.45 ms [2021-09-04 15:47:36 main:574] : INFO : Epoch 1751 | loss: 0.0309963 | val_loss: 0.0313142 | Time: 1425.42 ms [2021-09-04 15:47:37 main:574] : INFO : Epoch 1752 | loss: 0.0309853 | val_loss: 0.0313117 | Time: 1424.88 ms [2021-09-04 15:47:39 main:574] : INFO : Epoch 1753 | loss: 0.0309815 | val_loss: 0.0313342 | Time: 1431.04 ms [2021-09-04 15:47:40 main:574] : INFO : Epoch 1754 | loss: 0.0309875 | val_loss: 0.031313 | Time: 1575.65 ms [2021-09-04 15:47:42 main:574] : INFO : Epoch 1755 | loss: 0.0309893 | val_loss: 0.0313354 | Time: 1426.78 ms [2021-09-04 15:47:43 main:574] : INFO : Epoch 1756 | loss: 0.0309974 | val_loss: 0.0313306 | Time: 1429.38 ms [2021-09-04 15:47:45 main:574] : INFO : Epoch 1757 | loss: 0.0309909 | val_loss: 0.0313149 | Time: 1429.99 ms [2021-09-04 15:47:46 main:574] : INFO : Epoch 1758 | loss: 0.0309915 | val_loss: 0.0312975 | Time: 1425.11 ms [2021-09-04 15:47:48 main:574] : INFO : Epoch 1759 | loss: 0.0309844 | val_loss: 0.0313005 | Time: 1428.98 ms [2021-09-04 15:47:49 main:574] : INFO : Epoch 1760 | loss: 0.0309961 | val_loss: 0.0313557 | Time: 1424.67 ms [2021-09-04 15:47:51 main:574] : INFO : Epoch 1761 | loss: 0.0309992 | val_loss: 0.0313382 | Time: 1603.58 ms [2021-09-04 15:47:52 main:574] : INFO : Epoch 1762 | loss: 0.0309904 | val_loss: 0.0312962 | Time: 1465.06 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1070) [2021-09-04 18:07:59 main:435] : INFO : Set logging level to 1 [2021-09-04 18:07:59 main:441] : INFO : Running in BOINC Client mode [2021-09-04 18:07:59 main:444] : INFO : Resolving all filenames [2021-09-04 18:07:59 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-09-04 18:07:59 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1630360296-31102-0_0_r1039976402_1 (exists = 1) [2021-09-04 18:07:59 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1630360296-31102-0_0_r1039976402_0 (exists = 0) [2021-09-04 18:07:59 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-09-04 18:07:59 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-09-04 18:07:59 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-09-04 18:07:59 main:474] : INFO : Configuration: [2021-09-04 18:07:59 main:475] : INFO : Model type: GRU [2021-09-04 18:07:59 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-09-04 18:07:59 main:477] : INFO : Max Epochs: 2048 [2021-09-04 18:07:59 main:478] : INFO : Batch Size: 128 [2021-09-04 18:07:59 main:479] : INFO : Learning Rate: 0.01 [2021-09-04 18:07:59 main:480] : INFO : Patience: 10 [2021-09-04 18:07:59 main:481] : INFO : Hidden Width: 12 [2021-09-04 18:07:59 main:482] : INFO : # Recurrent Layers: 4 [2021-09-04 18:07:59 main:483] : INFO : # Backend Layers: 4 [2021-09-04 18:07:59 main:484] : INFO : # Threads: 1 [2021-09-04 18:07:59 main:486] : INFO : Preparing Dataset [2021-09-04 18:07:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 18:07:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 18:08:05 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-09-04 18:08:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 18:08:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-04 18:08:05 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-09-04 18:08:05 main:494] : INFO : Creating Model [2021-09-04 18:08:05 main:507] : INFO : Preparing config file [2021-09-04 18:08:05 main:511] : INFO : Found checkpoint, attempting to load... [2021-09-04 18:08:05 main:512] : INFO : Loading config [2021-09-04 18:08:05 main:514] : INFO : Loading state [2021-09-04 18:08:10 main:559] : INFO : Loading DataLoader into Memory [2021-09-04 18:08:11 main:562] : INFO : Starting Training [2021-09-04 18:08:13 main:574] : INFO : Epoch 1750 | loss: 0.0311487 | val_loss: 0.0312295 | Time: 2503.72 ms [2021-09-04 18:08:15 main:574] : INFO : Epoch 1751 | loss: 0.0310826 | val_loss: 0.0312851 | Time: 1584.2 ms [2021-09-04 18:08:16 main:574] : INFO : Epoch 1752 | loss: 0.0310207 | val_loss: 0.0312886 | Time: 1640.9 ms [2021-09-04 18:08:18 main:574] : INFO : Epoch 1753 | loss: 0.0310032 | val_loss: 0.0312993 | Time: 1594.25 ms [2021-09-04 18:08:20 main:574] : INFO : Epoch 1754 | loss: 0.0309977 | val_loss: 0.0313067 | Time: 1591.55 ms [2021-09-04 18:08:21 main:574] : INFO : Epoch 1755 | loss: 0.0309903 | val_loss: 0.0313133 | Time: 1599.75 ms [2021-09-04 18:08:23 main:574] : INFO : Epoch 1756 | loss: 0.0309938 | val_loss: 0.0313298 | Time: 1635.28 ms [2021-09-04 18:08:25 main:574] : INFO : Epoch 1757 | loss: 0.0309974 | val_loss: 0.0312994 | Time: 1661.96 ms [2021-09-04 18:08:26 main:574] : INFO : Epoch 1758 | loss: 0.0309935 | val_loss: 0.0313097 | Time: 1607.91 ms [2021-09-04 18:08:28 main:574] : INFO : Epoch 1759 | loss: 0.0309986 | val_loss: 0.0313001 | Time: 1616 ms [2021-09-04 18:08:30 main:574] : INFO : Epoch 1760 | loss: 0.0310055 | val_loss: 0.0313059 | Time: 1753 ms [2021-09-04 18:08:31 main:574] : INFO : Epoch 1761 | loss: 0.0309961 | val_loss: 0.0312837 | Time: 1650.37 ms [2021-09-04 18:08:33 main:574] : INFO : Epoch 1762 | loss: 0.0310017 | val_loss: 0.0313169 | Time: 1686.42 ms [2021-09-04 18:08:35 main:574] : INFO : Epoch 1763 | loss: 0.0309983 | val_loss: 0.0313158 | Time: 1603.81 ms [2021-09-04 18:08:36 main:574] : INFO : Epoch 1764 | loss: 0.0309944 | val_loss: 0.0313576 | Time: 1631.06 ms [2021-09-04 18:08:38 main:574] : INFO : Epoch 1765 | loss: 0.0309942 | val_loss: 0.0313323 | Time: 1873 ms [2021-09-04 18:08:40 main:574] : INFO : Epoch 1766 | loss: 0.0309889 | val_loss: 0.0313044 | Time: 1615.42 ms [2021-09-04 18:08:42 main:574] : INFO : Epoch 1767 | loss: 0.0309917 | val_loss: 0.031336 | Time: 1628.2 ms [2021-09-04 18:08:43 main:574] : INFO : Epoch 1768 | loss: 0.0309929 | val_loss: 0.0313126 | Time: 1635.27 ms [2021-09-04 18:08:45 main:574] : INFO : Epoch 1769 | loss: 0.0309973 | val_loss: 0.0313003 | Time: 1711.65 ms [2021-09-04 18:08:47 main:574] : INFO : Epoch 1770 | loss: 0.0309958 | val_loss: 0.0313298 | Time: 1619.97 ms [2021-09-04 18:08:48 main:574] : INFO : Epoch 1771 | loss: 0.030988 | val_loss: 0.0313536 | Time: 1626.39 ms [2021-09-04 18:08:50 main:574] : INFO : Epoch 1772 | loss: 0.0309861 | val_loss: 0.0313475 | Time: 1636.98 ms [2021-09-04 18:08:52 main:574] : INFO : Epoch 1773 | loss: 0.0309867 | val_loss: 0.0313176 | Time: 2237.53 ms [2021-09-04 18:08:54 main:574] : INFO : Epoch 1774 | loss: 0.0309871 | val_loss: 0.0313219 | Time: 1585.32 ms [2021-09-04 18:08:55 main:574] : INFO : Epoch 1775 | loss: 0.0309927 | val_loss: 0.0312989 | Time: 1596.65 ms [2021-09-04 18:08:57 main:574] : INFO : Epoch 1776 | loss: 0.030992 | val_loss: 0.0313297 | Time: 1614.29 ms [2021-09-04 18:08:59 main:574] : INFO : Epoch 1777 | loss: 0.0309943 | val_loss: 0.0312982 | Time: 1764.73 ms [2021-09-04 18:09:00 main:574] : INFO : Epoch 1778 | loss: 0.031009 | val_loss: 0.0312749 | Time: 1614.74 ms [2021-09-04 18:09:02 main:574] : INFO : Epoch 1779 | loss: 0.0310179 | val_loss: 0.031309 | Time: 1645.31 ms [2021-09-04 18:09:04 main:574] : INFO : Epoch 1780 | loss: 0.0309991 | val_loss: 0.0313257 | Time: 1602.03 ms [2021-09-04 18:09:06 main:574] : INFO : Epoch 1781 | loss: 0.0309957 | val_loss: 0.0313271 | Time: 1957.59 ms [2021-09-04 18:09:07 main:574] : INFO : Epoch 1782 | loss: 0.0309942 | val_loss: 0.0313001 | Time: 1601.47 ms [2021-09-04 18:09:09 main:574] : INFO : Epoch 1783 | loss: 0.0309925 | val_loss: 0.0313241 | Time: 1679.53 ms [2021-09-04 18:09:11 main:574] : INFO : Epoch 1784 | loss: 0.0309942 | val_loss: 0.0313054 | Time: 1600.05 ms [2021-09-04 18:09:13 main:574] : INFO : Epoch 1785 | loss: 0.0309946 | val_loss: 0.0313083 | Time: 1822.12 ms [2021-09-04 18:09:14 main:574] : INFO : Epoch 1786 | loss: 0.0309826 | val_loss: 0.0313122 | Time: 1615.32 ms [2021-09-04 18:09:16 main:574] : INFO : Epoch 1787 | loss: 0.0309834 | val_loss: 0.0313179 | Time: 1606.21 ms [2021-09-04 18:09:17 main:574] : INFO : Epoch 1788 | loss: 0.0310034 | val_loss: 0.0313374 | Time: 1613.28 ms [2021-09-04 18:09:19 main:574] : INFO : Epoch 1789 | loss: 0.0309919 | val_loss: 0.0313199 | Time: 1766.52 ms [2021-09-04 18:09:21 main:574] : INFO : Epoch 1790 | loss: 0.0309971 | val_loss: 0.0313215 | Time: 1609.47 ms [2021-09-04 18:09:23 main:574] : INFO : Epoch 1791 | loss: 0.0309921 | val_loss: 0.0313215 | Time: 1627.42 ms [2021-09-04 18:09:24 main:574] : INFO : Epoch 1792 | loss: 0.0309808 | val_loss: 0.0313189 | Time: 1621.78 ms [2021-09-04 18:09:26 main:574] : INFO : Epoch 1793 | loss: 0.0309836 | val_loss: 0.0313397 | Time: 1782.95 ms [2021-09-04 18:09:28 main:574] : INFO : Epoch 1794 | loss: 0.0309898 | val_loss: 0.031321 | Time: 1650.34 ms [2021-09-04 18:09:29 main:574] : INFO : Epoch 1795 | loss: 0.030992 | val_loss: 0.0313139 | Time: 1605.4 ms [2021-09-04 18:09:31 main:574] : INFO : Epoch 1796 | loss: 0.0309872 | val_loss: 0.0313318 | Time: 1599.37 ms [2021-09-04 18:09:33 main:574] : INFO : Epoch 1797 | loss: 0.0309851 | val_loss: 0.031306 | Time: 1739.78 ms [2021-09-04 18:09:34 main:574] : INFO : Epoch 1798 | loss: 0.0309907 | val_loss: 0.0313418 | Time: 1636.85 ms [2021-09-04 18:09:36 main:574] : INFO : Epoch 1799 | loss: 0.0309892 | val_loss: 0.0313138 | Time: 1606.39 ms [2021-09-04 18:09:38 main:574] : INFO : Epoch 1800 | loss: 0.0309938 | val_loss: 0.0313151 | Time: 1638.24 ms [2021-09-04 18:09:39 main:574] : INFO : Epoch 1801 | loss: 0.0309884 | val_loss: 0.0313153 | Time: 1781.98 ms [2021-09-04 18:09:41 main:574] : INFO : Epoch 1802 | loss: 0.0309803 | val_loss: 0.0313288 | Time: 1776.33 ms [2021-09-04 18:09:43 main:574] : INFO : Epoch 1803 | loss: 0.0309888 | val_loss: 0.0313237 | Time: 1612.44 ms [2021-09-04 18:09:44 main:574] : INFO : Epoch 1804 | loss: 0.0309841 | val_loss: 0.031304 | Time: 1606.78 ms [2021-09-04 18:09:46 main:574] : INFO : Epoch 1805 | loss: 0.0309912 | val_loss: 0.0313228 | Time: 1733.49 ms [2021-09-04 18:09:48 main:574] : INFO : Epoch 1806 | loss: 0.0309931 | val_loss: 0.031317 | Time: 1722.49 ms [2021-09-04 18:09:50 main:574] : INFO : Epoch 1807 | loss: 0.0309923 | val_loss: 0.0313108 | Time: 1601.38 ms [2021-09-04 18:09:51 main:574] : INFO : Epoch 1808 | loss: 0.0309969 | val_loss: 0.0313276 | Time: 1620.8 ms [2021-09-04 18:09:53 main:574] : INFO : Epoch 1809 | loss: 0.030996 | val_loss: 0.0312991 | Time: 1639.52 ms [2021-09-04 18:09:55 main:574] : INFO : Epoch 1810 | loss: 0.0310039 | val_loss: 0.0313135 | Time: 1693.08 ms [2021-09-04 18:09:56 main:574] : INFO : Epoch 1811 | loss: 0.0309932 | val_loss: 0.0313276 | Time: 1621.06 ms [2021-09-04 18:09:58 main:574] : INFO : Epoch 1812 | loss: 0.0309853 | val_loss: 0.0313194 | Time: 1595.39 ms [2021-09-04 18:09:59 main:574] : INFO : Epoch 1813 | loss: 0.0309864 | val_loss: 0.031316 | Time: 1603.91 ms [2021-09-04 18:10:05 main:574] : INFO : Epoch 1814 | loss: 0.0309996 | val_loss: 0.0313148 | Time: 5184.7 ms [2021-09-04 18:10:07 main:574] : INFO : Epoch 1815 | loss: 0.0309944 | val_loss: 0.0312875 | Time: 1989.36 ms [2021-09-04 18:10:08 main:574] : INFO : Epoch 1816 | loss: 0.0309827 | val_loss: 0.0313299 | Time: 1865.74 ms [2021-09-04 18:10:11 main:574] : INFO : Epoch 1817 | loss: 0.0309858 | val_loss: 0.0313335 | Time: 2224.55 ms [2021-09-04 18:10:13 main:574] : INFO : Epoch 1818 | loss: 0.0309864 | val_loss: 0.0313228 | Time: 1804.6 ms [2021-09-04 18:10:14 main:574] : INFO : Epoch 1819 | loss: 0.0309866 | val_loss: 0.0313231 | Time: 1738.47 ms [2021-09-04 18:10:16 main:574] : INFO : Epoch 1820 | loss: 0.0309862 | val_loss: 0.0313253 | Time: 1740.9 ms [2021-09-04 18:10:18 main:574] : INFO : Epoch 1821 | loss: 0.0309915 | val_loss: 0.0313053 | Time: 1605.49 ms [2021-09-04 18:10:20 main:574] : INFO : Epoch 1822 | loss: 0.0310005 | val_loss: 0.0313479 | Time: 1826.22 ms [2021-09-04 18:10:21 main:574] : INFO : Epoch 1823 | loss: 0.0310012 | val_loss: 0.0313179 | Time: 1644.52 ms [2021-09-04 18:10:23 main:574] : INFO : Epoch 1824 | loss: 0.0309962 | val_loss: 0.0312905 | Time: 1640.51 ms [2021-09-04 18:10:25 main:574] : INFO : Epoch 1825 | loss: 0.031001 | val_loss: 0.0313175 | Time: 1718.05 ms [2021-09-04 18:10:26 main:574] : INFO : Epoch 1826 | loss: 0.0309939 | val_loss: 0.0313172 | Time: 1655.59 ms [2021-09-04 18:10:28 main:574] : INFO : Epoch 1827 | loss: 0.0309872 | val_loss: 0.0313066 | Time: 1597.33 ms [2021-09-04 18:10:30 main:574] : INFO : Epoch 1828 | loss: 0.0309846 | val_loss: 0.0313207 | Time: 1891.67 ms [2021-09-04 18:10:32 main:574] : INFO : Epoch 1829 | loss: 0.0309864 | val_loss: 0.0313234 | Time: 1602.85 ms [2021-09-04 18:10:33 main:574] : INFO : Epoch 1830 | loss: 0.0309841 | val_loss: 0.0312993 | Time: 1632.58 ms [2021-09-04 18:10:35 main:574] : INFO : Epoch 1831 | loss: 0.0309909 | val_loss: 0.0313345 | Time: 1767.9 ms [2021-09-04 18:10:37 main:574] : INFO : Epoch 1832 | loss: 0.0309855 | val_loss: 0.0313389 | Time: 1622.03 ms [2021-09-04 18:10:38 main:574] : INFO : Epoch 1833 | loss: 0.0309947 | val_loss: 0.0313058 | Time: 1617.53 ms [2021-09-04 18:10:40 main:574] : INFO : Epoch 1834 | loss: 0.0309951 | val_loss: 0.0312928 | Time: 1883.8 ms [2021-09-04 18:10:42 main:574] : INFO : Epoch 1835 | loss: 0.0309894 | val_loss: 0.0313219 | Time: 1604.88 ms [2021-09-04 18:10:44 main:574] : INFO : Epoch 1836 | loss: 0.030992 | val_loss: 0.0313425 | Time: 1627.89 ms [2021-09-04 18:10:45 main:574] : INFO : Epoch 1837 | loss: 0.0309947 | val_loss: 0.0313105 | Time: 1676.56 ms [2021-09-04 18:10:47 main:574] : INFO : Epoch 1838 | loss: 0.0309907 | val_loss: 0.0313087 | Time: 1633.22 ms [2021-09-04 18:10:49 main:574] : INFO : Epoch 1839 | loss: 0.0309869 | val_loss: 0.0313337 | Time: 1596.97 ms [2021-09-04 18:10:50 main:574] : INFO : Epoch 1840 | loss: 0.0309821 | val_loss: 0.031305 | Time: 1646.87 ms [2021-09-04 18:10:52 main:574] : INFO : Epoch 1841 | loss: 0.0309902 | val_loss: 0.031355 | Time: 1621.56 ms [2021-09-04 18:10:54 main:574] : INFO : Epoch 1842 | loss: 0.0309952 | val_loss: 0.0313049 | Time: 1619.15 ms [2021-09-04 18:10:55 main:574] : INFO : Epoch 1843 | loss: 0.0309939 | val_loss: 0.0313105 | Time: 1599.08 ms [2021-09-04 18:10:57 main:574] : INFO : Epoch 1844 | loss: 0.0309895 | val_loss: 0.0313432 | Time: 1613.13 ms [2021-09-04 18:10:58 main:574] : INFO : Epoch 1845 | loss: 0.0309868 | val_loss: 0.0312991 | Time: 1636.59 ms [2021-09-04 18:11:00 main:574] : INFO : Epoch 1846 | loss: 0.0309894 | val_loss: 0.0313209 | Time: 1738.96 ms [2021-09-04 18:11:02 main:574] : INFO : Epoch 1847 | loss: 0.0309841 | val_loss: 0.0313229 | Time: 1604.08 ms [2021-09-04 18:11:03 main:574] : INFO : Epoch 1848 | loss: 0.0309831 | val_loss: 0.031327 | Time: 1626.54 ms [2021-09-04 18:11:05 main:574] : INFO : Epoch 1849 | loss: 0.030983 | val_loss: 0.0313213 | Time: 1615.12 ms [2021-09-04 18:11:07 main:574] : INFO : Epoch 1850 | loss: 0.0309876 | val_loss: 0.0313446 | Time: 1607.31 ms [2021-09-04 18:11:08 main:574] : INFO : Epoch 1851 | loss: 0.0309923 | val_loss: 0.031307 | Time: 1592.4 ms [2021-09-04 18:11:10 main:574] : INFO : Epoch 1852 | loss: 0.0309845 | val_loss: 0.0313256 | Time: 1619.19 ms [2021-09-04 18:11:12 main:574] : INFO : Epoch 1853 | loss: 0.0309896 | val_loss: 0.0313459 | Time: 1608.51 ms [2021-09-04 18:11:13 main:574] : INFO : Epoch 1854 | loss: 0.030999 | val_loss: 0.0312868 | Time: 1650.69 ms [2021-09-04 18:11:15 main:574] : INFO : Epoch 1855 | loss: 0.0309977 | val_loss: 0.0313159 | Time: 1597.35 ms [2021-09-04 18:11:17 main:574] : INFO : Epoch 1856 | loss: 0.030993 | val_loss: 0.0312985 | Time: 1716.41 ms [2021-09-04 18:11:18 main:574] : INFO : Epoch 1857 | loss: 0.030992 | val_loss: 0.0313098 | Time: 1588.89 ms [2021-09-04 18:11:20 main:574] : INFO : Epoch 1858 | loss: 0.0309893 | val_loss: 0.0313552 | Time: 1607.66 ms [2021-09-04 18:11:22 main:574] : INFO : Epoch 1859 | loss: 0.0309872 | val_loss: 0.0313393 | Time: 1610.79 ms [2021-09-04 18:11:23 main:574] : INFO : Epoch 1860 | loss: 0.0309844 | val_loss: 0.0313156 | Time: 1844.29 ms [2021-09-04 18:11:25 main:574] : INFO : Epoch 1861 | loss: 0.0309841 | val_loss: 0.0312997 | Time: 1595.62 ms [2021-09-04 18:11:27 main:574] : INFO : Epoch 1862 | loss: 0.0309812 | val_loss: 0.0313617 | Time: 1608.83 ms [2021-09-04 18:11:28 main:574] : INFO : Epoch 1863 | loss: 0.0309882 | val_loss: 0.0313184 | Time: 1599.88 ms [2021-09-04 18:11:30 main:574] : INFO : Epoch 1864 | loss: 0.0309869 | val_loss: 0.0313464 | Time: 1787.74 ms [2021-09-04 18:11:32 main:574] : INFO : Epoch 1865 | loss: 0.0309922 | val_loss: 0.0312862 | Time: 1609.74 ms [2021-09-04 18:11:33 main:574] : INFO : Epoch 1866 | loss: 0.0310109 | val_loss: 0.0313196 | Time: 1602.87 ms [2021-09-04 18:11:35 main:574] : INFO : Epoch 1867 | loss: 0.0309885 | val_loss: 0.0313288 | Time: 1666.31 ms [2021-09-04 18:11:37 main:574] : INFO : Epoch 1868 | loss: 0.0309828 | val_loss: 0.0313235 | Time: 1741.09 ms [2021-09-04 18:11:38 main:574] : INFO : Epoch 1869 | loss: 0.0309828 | val_loss: 0.0313046 | Time: 1606.15 ms [2021-09-04 18:11:40 main:574] : INFO : Epoch 1870 | loss: 0.0309909 | val_loss: 0.0313242 | Time: 1597.61 ms [2021-09-04 18:11:42 main:574] : INFO : Epoch 1871 | loss: 0.0309891 | val_loss: 0.0313332 | Time: 1606.32 ms [2021-09-04 18:11:43 main:574] : INFO : Epoch 1872 | loss: 0.0309869 | val_loss: 0.0313161 | Time: 1749.51 ms [2021-09-04 18:11:45 main:574] : INFO : Epoch 1873 | loss: 0.0309945 | val_loss: 0.0313327 | Time: 1705.16 ms [2021-09-04 18:11:47 main:574] : INFO : Epoch 1874 | loss: 0.0309937 | val_loss: 0.0313194 | Time: 1630.83 ms [2021-09-04 18:11:48 main:574] : INFO : Epoch 1875 | loss: 0.0309949 | val_loss: 0.0313183 | Time: 1594.97 ms [2021-09-04 18:11:50 main:574] : INFO : Epoch 1876 | loss: 0.0309961 | val_loss: 0.0313517 | Time: 1714.07 ms [2021-09-04 18:11:52 main:574] : INFO : Epoch 1877 | loss: 0.0310039 | val_loss: 0.0312894 | Time: 1666.38 ms [2021-09-04 18:11:54 main:574] : INFO : Epoch 1878 | loss: 0.0309983 | val_loss: 0.0313038 | Time: 1598.73 ms [2021-09-04 18:11:55 main:574] : INFO : Epoch 1879 | loss: 0.0309911 | val_loss: 0.0313288 | Time: 1617.96 ms [2021-09-04 18:11:57 main:574] : INFO : Epoch 1880 | loss: 0.0309905 | val_loss: 0.0313264 | Time: 1658.43 ms [2021-09-04 18:11:59 main:574] : INFO : Epoch 1881 | loss: 0.0309858 | val_loss: 0.0313409 | Time: 1609.69 ms [2021-09-04 18:12:00 main:574] : INFO : Epoch 1882 | loss: 0.0309836 | val_loss: 0.0313175 | Time: 1592.94 ms [2021-09-04 18:12:02 main:574] : INFO : Epoch 1883 | loss: 0.0309835 | val_loss: 0.0313106 | Time: 1608.19 ms [2021-09-04 18:12:03 main:574] : INFO : Epoch 1884 | loss: 0.0309886 | val_loss: 0.0313244 | Time: 1597.16 ms [2021-09-04 18:12:05 main:574] : INFO : Epoch 1885 | loss: 0.0309988 | val_loss: 0.0313155 | Time: 1723.55 ms [2021-09-04 18:12:07 main:574] : INFO : Epoch 1886 | loss: 0.030993 | val_loss: 0.0313639 | Time: 1624.83 ms [2021-09-04 18:12:08 main:574] : INFO : Epoch 1887 | loss: 0.0309902 | val_loss: 0.0313394 | Time: 1595.84 ms [2021-09-04 18:12:10 main:574] : INFO : Epoch 1888 | loss: 0.0309889 | val_loss: 0.0313002 | Time: 1609.95 ms [2021-09-04 18:12:12 main:574] : INFO : Epoch 1889 | loss: 0.0309901 | val_loss: 0.0313336 | Time: 1605.47 ms [2021-09-04 18:12:13 main:574] : INFO : Epoch 1890 | loss: 0.0309862 | val_loss: 0.0313427 | Time: 1642.17 ms [2021-09-04 18:12:15 main:574] : INFO : Epoch 1891 | loss: 0.0309816 | val_loss: 0.0313262 | Time: 1599.32 ms [2021-09-04 18:12:17 main:574] : INFO : Epoch 1892 | loss: 0.0309859 | val_loss: 0.0313453 | Time: 1633.88 ms [2021-09-04 18:12:18 main:574] : INFO : Epoch 1893 | loss: 0.0309881 | val_loss: 0.031336 | Time: 1617.22 ms [2021-09-04 18:12:20 main:574] : INFO : Epoch 1894 | loss: 0.0309847 | val_loss: 0.0313391 | Time: 1753.67 ms [2021-09-04 18:12:22 main:574] : INFO : Epoch 1895 | loss: 0.0309831 | val_loss: 0.0313257 | Time: 1584.36 ms [2021-09-04 18:12:23 main:574] : INFO : Epoch 1896 | loss: 0.0309827 | val_loss: 0.0313063 | Time: 1591.21 ms [2021-09-04 18:12:25 main:574] : INFO : Epoch 1897 | loss: 0.0309934 | val_loss: 0.0313312 | Time: 1648.24 ms [2021-09-04 18:12:27 main:574] : INFO : Epoch 1898 | loss: 0.0309844 | val_loss: 0.0313081 | Time: 1748.51 ms [2021-09-04 18:12:28 main:574] : INFO : Epoch 1899 | loss: 0.0309926 | val_loss: 0.0313152 | Time: 1592.98 ms [2021-09-04 18:12:30 main:574] : INFO : Epoch 1900 | loss: 0.0309885 | val_loss: 0.0313154 | Time: 1598.61 ms [2021-09-04 18:12:32 main:574] : INFO : Epoch 1901 | loss: 0.0309904 | val_loss: 0.0313341 | Time: 1591.75 ms [2021-09-04 18:12:33 main:574] : INFO : Epoch 1902 | loss: 0.0309868 | val_loss: 0.0313212 | Time: 1805.75 ms [2021-09-04 18:12:35 main:574] : INFO : Epoch 1903 | loss: 0.0309867 | val_loss: 0.0313004 | Time: 1662.4 ms [2021-09-04 18:12:37 main:574] : INFO : Epoch 1904 | loss: 0.0309816 | val_loss: 0.0313392 | Time: 1610.62 ms [2021-09-04 18:12:38 main:574] : INFO : Epoch 1905 | loss: 0.0309986 | val_loss: 0.0313249 | Time: 1609.91 ms [2021-09-04 18:12:40 main:574] : INFO : Epoch 1906 | loss: 0.0310056 | val_loss: 0.0313297 | Time: 1697.53 ms [2021-09-04 18:12:42 main:574] : INFO : Epoch 1907 | loss: 0.0309887 | val_loss: 0.0313138 | Time: 1643.55 ms [2021-09-04 18:12:43 main:574] : INFO : Epoch 1908 | loss: 0.0309867 | val_loss: 0.0313243 | Time: 1599.07 ms [2021-09-04 18:12:45 main:574] : INFO : Epoch 1909 | loss: 0.0309922 | val_loss: 0.0313271 | Time: 1594.98 ms [2021-09-04 18:12:47 main:574] : INFO : Epoch 1910 | loss: 0.0309914 | val_loss: 0.0313204 | Time: 1602.65 ms [2021-09-04 18:12:48 main:574] : INFO : Epoch 1911 | loss: 0.0309873 | val_loss: 0.0313212 | Time: 1744.36 ms [2021-09-04 18:12:50 main:574] : INFO : Epoch 1912 | loss: 0.0309916 | val_loss: 0.0313246 | Time: 1613.65 ms [2021-09-04 18:12:52 main:574] : INFO : Epoch 1913 | loss: 0.030988 | val_loss: 0.0313135 | Time: 1612.42 ms [2021-09-04 18:12:53 main:574] : INFO : Epoch 1914 | loss: 0.0309828 | val_loss: 0.0313165 | Time: 1602.04 ms [2021-09-04 18:12:55 main:574] : INFO : Epoch 1915 | loss: 0.0309886 | val_loss: 0.0313329 | Time: 1881.84 ms [2021-09-04 18:12:57 main:574] : INFO : Epoch 1916 | loss: 0.0309926 | val_loss: 0.0312985 | Time: 1610.08 ms [2021-09-04 18:12:58 main:574] : INFO : Epoch 1917 | loss: 0.0309902 | val_loss: 0.0313285 | Time: 1594.38 ms [2021-09-04 18:13:00 main:574] : INFO : Epoch 1918 | loss: 0.0309775 | val_loss: 0.0313552 | Time: 1610.85 ms [2021-09-04 18:13:02 main:574] : INFO : Epoch 1919 | loss: 0.0309856 | val_loss: 0.0312928 | Time: 1615.32 ms [2021-09-04 18:13:03 main:574] : INFO : Epoch 1920 | loss: 0.0309817 | val_loss: 0.0313244 | Time: 1617.84 ms [2021-09-04 18:13:05 main:574] : INFO : Epoch 1921 | loss: 0.0309818 | val_loss: 0.0313337 | Time: 1594.81 ms [2021-09-04 18:13:07 main:574] : INFO : Epoch 1922 | loss: 0.0309869 | val_loss: 0.0313143 | Time: 1629.76 ms [2021-09-04 18:13:08 main:574] : INFO : Epoch 1923 | loss: 0.0309961 | val_loss: 0.0313118 | Time: 1593.87 ms [2021-09-04 18:13:10 main:574] : INFO : Epoch 1924 | loss: 0.0309903 | val_loss: 0.0313192 | Time: 1687.02 ms [2021-09-04 18:13:12 main:574] : INFO : Epoch 1925 | loss: 0.0309905 | val_loss: 0.031309 | Time: 1609.61 ms [2021-09-04 18:13:13 main:574] : INFO : Epoch 1926 | loss: 0.0309874 | val_loss: 0.0313186 | Time: 1689.52 ms [2021-09-04 18:13:15 main:574] : INFO : Epoch 1927 | loss: 0.0309839 | val_loss: 0.0313449 | Time: 1594.4 ms [2021-09-04 18:13:17 main:574] : INFO : Epoch 1928 | loss: 0.0309921 | val_loss: 0.0313134 | Time: 1785.3 ms [2021-09-04 18:13:18 main:574] : INFO : Epoch 1929 | loss: 0.0309971 | val_loss: 0.0313237 | Time: 1600.05 ms [2021-09-04 18:13:20 main:574] : INFO : Epoch 1930 | loss: 0.0309864 | val_loss: 0.0313208 | Time: 1597.33 ms [2021-09-04 18:13:22 main:574] : INFO : Epoch 1931 | loss: 0.0309917 | val_loss: 0.0313129 | Time: 1605.37 ms [2021-09-04 18:13:23 main:574] : INFO : Epoch 1932 | loss: 0.0309898 | val_loss: 0.0313354 | Time: 1764.36 ms [2021-09-04 18:13:25 main:574] : INFO : Epoch 1933 | loss: 0.0309873 | val_loss: 0.0313134 | Time: 1666.54 ms [2021-09-04 18:13:27 main:574] : INFO : Epoch 1934 | loss: 0.0309939 | val_loss: 0.0313204 | Time: 1636.65 ms [2021-09-04 18:13:28 main:574] : INFO : Epoch 1935 | loss: 0.030993 | val_loss: 0.031297 | Time: 1632.64 ms [2021-09-04 18:13:30 main:574] : INFO : Epoch 1936 | loss: 0.0309898 | val_loss: 0.0313472 | Time: 1642.07 ms [2021-09-04 18:13:32 main:574] : INFO : Epoch 1937 | loss: 0.0309854 | val_loss: 0.0313314 | Time: 1684.95 ms [2021-09-04 18:13:33 main:574] : INFO : Epoch 1938 | loss: 0.0309844 | val_loss: 0.0313295 | Time: 1603.62 ms [2021-09-04 18:13:35 main:574] : INFO : Epoch 1939 | loss: 0.0309819 | val_loss: 0.0312969 | Time: 1611.47 ms [2021-09-04 18:13:37 main:574] : INFO : Epoch 1940 | loss: 0.0309891 | val_loss: 0.0313228 | Time: 1605.99 ms [2021-09-04 18:13:39 main:574] : INFO : Epoch 1941 | loss: 0.0309885 | val_loss: 0.0313152 | Time: 1868.39 ms [2021-09-04 18:13:40 main:574] : INFO : Epoch 1942 | loss: 0.0309902 | val_loss: 0.0313087 | Time: 1618.16 ms [2021-09-04 18:13:42 main:574] : INFO : Epoch 1943 | loss: 0.030991 | val_loss: 0.0313364 | Time: 1593.61 ms [2021-09-04 18:13:43 main:574] : INFO : Epoch 1944 | loss: 0.0309892 | val_loss: 0.0313442 | Time: 1594.27 ms [2021-09-04 18:13:45 main:574] : INFO : Epoch 1945 | loss: 0.0309847 | val_loss: 0.0313043 | Time: 1709.89 ms [2021-09-04 18:13:47 main:574] : INFO : Epoch 1946 | loss: 0.0309891 | val_loss: 0.0313398 | Time: 1609.68 ms [2021-09-04 18:13:48 main:574] : INFO : Epoch 1947 | loss: 0.0309895 | val_loss: 0.0313176 | Time: 1592.28 ms [2021-09-04 18:13:50 main:574] : INFO : Epoch 1948 | loss: 0.0309885 | val_loss: 0.0313101 | Time: 1610.48 ms [2021-09-04 18:13:52 main:574] : INFO : Epoch 1949 | loss: 0.0309873 | val_loss: 0.0313114 | Time: 1678.99 ms [2021-09-04 18:13:53 main:574] : INFO : Epoch 1950 | loss: 0.0310115 | val_loss: 0.0313044 | Time: 1609.74 ms [2021-09-04 18:13:55 main:574] : INFO : Epoch 1951 | loss: 0.0309961 | val_loss: 0.0313132 | Time: 1648.5 ms [2021-09-04 18:13:57 main:574] : INFO : Epoch 1952 | loss: 0.0309903 | val_loss: 0.0313244 | Time: 1649.69 ms [2021-09-04 18:13:58 main:574] : INFO : Epoch 1953 | loss: 0.0309891 | val_loss: 0.0313173 | Time: 1652.94 ms [2021-09-04 18:14:00 main:574] : INFO : Epoch 1954 | loss: 0.0309853 | val_loss: 0.0313311 | Time: 1638.22 ms [2021-09-04 18:14:02 main:574] : INFO : Epoch 1955 | loss: 0.0309853 | val_loss: 0.0313158 | Time: 1627.79 ms [2021-09-04 18:14:03 main:574] : INFO : Epoch 1956 | loss: 0.0309928 | val_loss: 0.0313405 | Time: 1631.26 ms [2021-09-04 18:14:05 main:574] : INFO : Epoch 1957 | loss: 0.030996 | val_loss: 0.0312985 | Time: 1634.22 ms [2021-09-04 18:14:07 main:574] : INFO : Epoch 1958 | loss: 0.0309894 | val_loss: 0.0312852 | Time: 1786.39 ms [2021-09-04 18:14:08 main:574] : INFO : Epoch 1959 | loss: 0.0309965 | val_loss: 0.0312932 | Time: 1629.02 ms [2021-09-04 18:14:10 main:574] : INFO : Epoch 1960 | loss: 0.0309873 | val_loss: 0.031306 | Time: 1605.68 ms [2021-09-04 18:14:12 main:574] : INFO : Epoch 1961 | loss: 0.0309886 | val_loss: 0.0313309 | Time: 1622.54 ms [2021-09-04 18:14:14 main:574] : INFO : Epoch 1962 | loss: 0.0309928 | val_loss: 0.0313268 | Time: 1763.81 ms [2021-09-04 18:14:15 main:574] : INFO : Epoch 1963 | loss: 0.0309903 | val_loss: 0.0313115 | Time: 1680.47 ms [2021-09-04 18:14:17 main:574] : INFO : Epoch 1964 | loss: 0.0309869 | val_loss: 0.0313249 | Time: 1602.28 ms [2021-09-04 18:14:18 main:574] : INFO : Epoch 1965 | loss: 0.0309858 | val_loss: 0.0313011 | Time: 1609.07 ms [2021-09-04 18:14:20 main:574] : INFO : Epoch 1966 | loss: 0.0309857 | val_loss: 0.0313425 | Time: 1675.36 ms [2021-09-04 18:14:22 main:574] : INFO : Epoch 1967 | loss: 0.0309841 | val_loss: 0.0313333 | Time: 1710.01 ms [2021-09-04 18:14:24 main:574] : INFO : Epoch 1968 | loss: 0.0309932 | val_loss: 0.031317 | Time: 1609.04 ms [2021-09-04 18:14:25 main:574] : INFO : Epoch 1969 | loss: 0.0310003 | val_loss: 0.0312763 | Time: 1628.29 ms [2021-09-04 18:14:27 main:574] : INFO : Epoch 1970 | loss: 0.031007 | val_loss: 0.031294 | Time: 1622.52 ms [2021-09-04 18:14:29 main:574] : INFO : Epoch 1971 | loss: 0.0309958 | val_loss: 0.0313108 | Time: 1740.53 ms [2021-09-04 18:14:30 main:574] : INFO : Epoch 1972 | loss: 0.0309908 | val_loss: 0.0313251 | Time: 1615.3 ms [2021-09-04 18:14:32 main:574] : INFO : Epoch 1973 | loss: 0.0309925 | val_loss: 0.0312983 | Time: 2154.83 ms [2021-09-04 18:14:34 main:574] : INFO : Epoch 1974 | loss: 0.0309887 | val_loss: 0.0313245 | Time: 1953.54 ms [2021-09-04 18:14:37 main:574] : INFO : Epoch 1975 | loss: 0.0309836 | val_loss: 0.0313385 | Time: 2420.97 ms [2021-09-04 18:14:39 main:574] : INFO : Epoch 1976 | loss: 0.0309881 | val_loss: 0.0313211 | Time: 1816.63 ms [2021-09-04 18:14:40 main:574] : INFO : Epoch 1977 | loss: 0.0309929 | val_loss: 0.031312 | Time: 1605.32 ms [2021-09-04 18:14:42 main:574] : INFO : Epoch 1978 | loss: 0.030982 | val_loss: 0.0313349 | Time: 1723.87 ms [2021-09-04 18:14:44 main:574] : INFO : Epoch 1979 | loss: 0.0309807 | val_loss: 0.0313128 | Time: 1633.05 ms [2021-09-04 18:14:45 main:574] : INFO : Epoch 1980 | loss: 0.030982 | val_loss: 0.0313368 | Time: 1614.95 ms [2021-09-04 18:14:47 main:574] : INFO : Epoch 1981 | loss: 0.0309835 | val_loss: 0.0313265 | Time: 1643.92 ms [2021-09-04 18:14:49 main:574] : INFO : Epoch 1982 | loss: 0.0309866 | val_loss: 0.031313 | Time: 1675.31 ms [2021-09-04 18:14:50 main:574] : INFO : Epoch 1983 | loss: 0.0309896 | val_loss: 0.0313289 | Time: 1599.81 ms [2021-09-04 18:14:52 main:574] : INFO : Epoch 1984 | loss: 0.0309867 | val_loss: 0.0313308 | Time: 1593.25 ms [2021-09-04 18:14:54 main:574] : INFO : Epoch 1985 | loss: 0.0309898 | val_loss: 0.0313331 | Time: 1612.73 ms [2021-09-04 18:14:55 main:574] : INFO : Epoch 1986 | loss: 0.0309897 | val_loss: 0.0313225 | Time: 1590.23 ms [2021-09-04 18:14:57 main:574] : INFO : Epoch 1987 | loss: 0.0309944 | val_loss: 0.0312943 | Time: 1802.02 ms [2021-09-04 18:14:59 main:574] : INFO : Epoch 1988 | loss: 0.0309913 | val_loss: 0.0313357 | Time: 1624.02 ms [2021-09-04 18:15:00 main:574] : INFO : Epoch 1989 | loss: 0.0309866 | val_loss: 0.0313295 | Time: 1849.37 ms [2021-09-04 18:15:02 main:574] : INFO : Epoch 1990 | loss: 0.0309852 | val_loss: 0.031316 | Time: 1618.12 ms [2021-09-04 18:15:04 main:574] : INFO : Epoch 1991 | loss: 0.0309908 | val_loss: 0.0312943 | Time: 1760.59 ms [2021-09-04 18:15:06 main:574] : INFO : Epoch 1992 | loss: 0.0310124 | val_loss: 0.031336 | Time: 1598.74 ms [2021-09-04 18:15:07 main:574] : INFO : Epoch 1993 | loss: 0.0310029 | val_loss: 0.0313333 | Time: 1650.31 ms [2021-09-04 18:15:09 main:574] : INFO : Epoch 1994 | loss: 0.0309873 | val_loss: 0.0313226 | Time: 1596.61 ms [2021-09-04 18:15:11 main:574] : INFO : Epoch 1995 | loss: 0.0309877 | val_loss: 0.0313082 | Time: 1835.66 ms [2021-09-04 18:15:12 main:574] : INFO : Epoch 1996 | loss: 0.0309854 | val_loss: 0.0313371 | Time: 1650.33 ms [2021-09-04 18:15:14 main:574] : INFO : Epoch 1997 | loss: 0.0309891 | val_loss: 0.031331 | Time: 1599.85 ms [2021-09-04 18:15:16 main:574] : INFO : Epoch 1998 | loss: 0.0309944 | val_loss: 0.0313375 | Time: 1598.65 ms [2021-09-04 18:15:17 main:574] : INFO : Epoch 1999 | loss: 0.0309861 | val_loss: 0.0312937 | Time: 1783.02 ms [2021-09-04 18:15:19 main:574] : INFO : Epoch 2000 | loss: 0.0309881 | val_loss: 0.0313361 | Time: 1694.83 ms [2021-09-04 18:15:21 main:574] : INFO : Epoch 2001 | loss: 0.0309814 | val_loss: 0.0313118 | Time: 1604.35 ms [2021-09-04 18:15:22 main:574] : INFO : Epoch 2002 | loss: 0.0309854 | val_loss: 0.031324 | Time: 1597.42 ms [2021-09-04 18:15:24 main:574] : INFO : Epoch 2003 | loss: 0.030987 | val_loss: 0.0313386 | Time: 1600.6 ms [2021-09-04 18:15:26 main:574] : INFO : Epoch 2004 | loss: 0.0309853 | val_loss: 0.0313285 | Time: 1882.57 ms [2021-09-04 18:15:28 main:574] : INFO : Epoch 2005 | loss: 0.030989 | val_loss: 0.0313217 | Time: 1689.97 ms [2021-09-04 18:15:29 main:574] : INFO : Epoch 2006 | loss: 0.0309858 | val_loss: 0.0313239 | Time: 1595.95 ms [2021-09-04 18:15:31 main:574] : INFO : Epoch 2007 | loss: 0.030983 | val_loss: 0.0313072 | Time: 1604.73 ms [2021-09-04 18:15:33 main:574] : INFO : Epoch 2008 | loss: 0.0309819 | val_loss: 0.0312973 | Time: 1711 ms [2021-09-04 18:15:34 main:574] : INFO : Epoch 2009 | loss: 0.0309845 | val_loss: 0.0313234 | Time: 1619.87 ms [2021-09-04 18:15:36 main:574] : INFO : Epoch 2010 | loss: 0.030987 | val_loss: 0.0313288 | Time: 1604.66 ms [2021-09-04 18:15:38 main:574] : INFO : Epoch 2011 | loss: 0.0309998 | val_loss: 0.0313355 | Time: 1589.15 ms [2021-09-04 18:15:39 main:574] : INFO : Epoch 2012 | loss: 0.0309974 | val_loss: 0.0313321 | Time: 1708.2 ms [2021-09-04 18:15:41 main:574] : INFO : Epoch 2013 | loss: 0.0309883 | val_loss: 0.031342 | Time: 1640.35 ms [2021-09-04 18:15:43 main:574] : INFO : Epoch 2014 | loss: 0.0309844 | val_loss: 0.0313207 | Time: 1597.01 ms [2021-09-04 18:15:44 main:574] : INFO : Epoch 2015 | loss: 0.0309813 | val_loss: 0.0312942 | Time: 1597.57 ms [2021-09-04 18:15:46 main:574] : INFO : Epoch 2016 | loss: 0.0309869 | val_loss: 0.0313194 | Time: 1603.3 ms [2021-09-04 18:15:48 main:574] : INFO : Epoch 2017 | loss: 0.0309826 | val_loss: 0.0313206 | Time: 1648.01 ms [2021-09-04 18:15:49 main:574] : INFO : Epoch 2018 | loss: 0.0309872 | val_loss: 0.0313523 | Time: 1643.05 ms [2021-09-04 18:15:51 main:574] : INFO : Epoch 2019 | loss: 0.0309886 | val_loss: 0.0313604 | Time: 1603.7 ms [2021-09-04 18:15:52 main:574] : INFO : Epoch 2020 | loss: 0.0309923 | val_loss: 0.0313195 | Time: 1606.13 ms [2021-09-04 18:15:54 main:574] : INFO : Epoch 2021 | loss: 0.0309933 | val_loss: 0.0313063 | Time: 1761.79 ms [2021-09-04 18:15:56 main:574] : INFO : Epoch 2022 | loss: 0.0309956 | val_loss: 0.0313152 | Time: 1599.63 ms [2021-09-04 18:15:57 main:574] : INFO : Epoch 2023 | loss: 0.0309885 | val_loss: 0.0313252 | Time: 1599.42 ms [2021-09-04 18:15:59 main:574] : INFO : Epoch 2024 | loss: 0.0309914 | val_loss: 0.0312919 | Time: 1615.72 ms [2021-09-04 18:16:01 main:574] : INFO : Epoch 2025 | loss: 0.0309886 | val_loss: 0.0313398 | Time: 1801.55 ms [2021-09-04 18:16:03 main:574] : INFO : Epoch 2026 | loss: 0.0309851 | val_loss: 0.0313344 | Time: 1655.42 ms [2021-09-04 18:16:04 main:574] : INFO : Epoch 2027 | loss: 0.0309854 | val_loss: 0.0313548 | Time: 1609.43 ms [2021-09-04 18:16:06 main:574] : INFO : Epoch 2028 | loss: 0.0309863 | val_loss: 0.0313247 | Time: 1607.04 ms [2021-09-04 18:16:08 main:574] : INFO : Epoch 2029 | loss: 0.0309837 | val_loss: 0.0312963 | Time: 1706.96 ms [2021-09-04 18:16:09 main:574] : INFO : Epoch 2030 | loss: 0.030985 | val_loss: 0.0313191 | Time: 1718.72 ms [2021-09-04 18:16:11 main:574] : INFO : Epoch 2031 | loss: 0.0309854 | val_loss: 0.0313235 | Time: 1597.37 ms [2021-09-04 18:16:13 main:574] : INFO : Epoch 2032 | loss: 0.0310039 | val_loss: 0.0313435 | Time: 1846.67 ms [2021-09-04 18:16:15 main:574] : INFO : Epoch 2033 | loss: 0.0309984 | val_loss: 0.0313271 | Time: 2664.99 ms [2021-09-04 18:16:17 main:574] : INFO : Epoch 2034 | loss: 0.0309867 | val_loss: 0.0313187 | Time: 1684.23 ms [2021-09-04 18:16:19 main:574] : INFO : Epoch 2035 | loss: 0.0309864 | val_loss: 0.031292 | Time: 1616.03 ms [2021-09-04 18:16:20 main:574] : INFO : Epoch 2036 | loss: 0.0309886 | val_loss: 0.0313356 | Time: 1601.82 ms [2021-09-04 18:16:22 main:574] : INFO : Epoch 2037 | loss: 0.030981 | val_loss: 0.0313241 | Time: 1756.24 ms [2021-09-04 18:16:24 main:574] : INFO : Epoch 2038 | loss: 0.0309883 | val_loss: 0.0313299 | Time: 1664.91 ms [2021-09-04 18:16:26 main:574] : INFO : Epoch 2039 | loss: 0.0309799 | val_loss: 0.0313284 | Time: 1598.99 ms [2021-09-04 18:16:27 main:574] : INFO : Epoch 2040 | loss: 0.0309823 | val_loss: 0.0313393 | Time: 1608.89 ms [2021-09-04 18:16:29 main:574] : INFO : Epoch 2041 | loss: 0.030992 | val_loss: 0.031342 | Time: 1740.19 ms [2021-09-04 18:16:31 main:574] : INFO : Epoch 2042 | loss: 0.0309909 | val_loss: 0.0313065 | Time: 1605.74 ms [2021-09-04 18:16:32 main:574] : INFO : Epoch 2043 | loss: 0.0309962 | val_loss: 0.031291 | Time: 1608.76 ms [2021-09-04 18:16:34 main:574] : INFO : Epoch 2044 | loss: 0.0309965 | val_loss: 0.0313234 | Time: 1593.7 ms [2021-09-04 18:16:36 main:574] : INFO : Epoch 2045 | loss: 0.0309963 | val_loss: 0.0312769 | Time: 1632.69 ms [2021-09-04 18:16:37 main:574] : INFO : Epoch 2046 | loss: 0.030994 | val_loss: 0.0313417 | Time: 1676.61 ms [2021-09-04 18:16:39 main:574] : INFO : Epoch 2047 | loss: 0.0309809 | val_loss: 0.0313158 | Time: 1620.43 ms [2021-09-04 18:16:41 main:574] : INFO : Epoch 2048 | loss: 0.0309852 | val_loss: 0.0313344 | Time: 1609.85 ms [2021-09-04 18:16:41 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0313344 [2021-09-04 18:16:41 main:603] : INFO : Saving end state to config to file [2021-09-04 18:16:41 main:608] : INFO : Success, exiting.. 18:16:41 (11092): 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)