Task 7360568
| Name | ParityModified-1631726262-16608-0_0 |
| Workunit | 5036800 |
| Created | 15 Sep 2021, 17:17:43 UTC |
| Sent | 15 Sep 2021, 18:04:10 UTC |
| Report deadline | 23 Sep 2021, 18:04:10 UTC |
| Received | 16 Sep 2021, 19:51:00 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 7556 |
| Run time | 49 min 18 sec |
| CPU time | 48 min 12 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 5,158.80 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.34 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.7</core_client_version> <![CDATA[ <stderr_txt> 1673 | loss: 0.031024 | val_loss: 0.0312668 | Time: 1346.88 ms [2021-09-16 21:16:32 main:574] : INFO : Epoch 1674 | loss: 0.0310253 | val_loss: 0.031252 | Time: 1365.2 ms [2021-09-16 21:16:33 main:574] : INFO : Epoch 1675 | loss: 0.031027 | val_loss: 0.0312639 | Time: 1329.59 ms [2021-09-16 21:16:35 main:574] : INFO : Epoch 1676 | loss: 0.031025 | val_loss: 0.0312524 | Time: 1342.58 ms [2021-09-16 21:16:36 main:574] : INFO : Epoch 1677 | loss: 0.0310209 | val_loss: 0.0312647 | Time: 1352.99 ms [2021-09-16 21:16:37 main:574] : INFO : Epoch 1678 | loss: 0.0310136 | val_loss: 0.0312505 | Time: 1327.68 ms [2021-09-16 21:16:39 main:574] : INFO : Epoch 1679 | loss: 0.0310116 | val_loss: 0.0312532 | Time: 1358.79 ms [2021-09-16 21:16:40 main:574] : INFO : Epoch 1680 | loss: 0.0310244 | val_loss: 0.0312541 | Time: 1340.84 ms [2021-09-16 21:16:41 main:574] : INFO : Epoch 1681 | loss: 0.0310243 | val_loss: 0.0312492 | Time: 1376.8 ms [2021-09-16 21:16:43 main:574] : INFO : Epoch 1682 | loss: 0.0310185 | val_loss: 0.0312367 | Time: 1306.38 ms [2021-09-16 21:16:44 main:574] : INFO : Epoch 1683 | loss: 0.0310312 | val_loss: 0.0312659 | Time: 1414.69 ms [2021-09-16 21:16:45 main:574] : INFO : Epoch 1684 | loss: 0.0310279 | val_loss: 0.0312503 | Time: 1360.18 ms [2021-09-16 21:16:47 main:574] : INFO : Epoch 1685 | loss: 0.0310265 | val_loss: 0.0312609 | Time: 1415.62 ms [2021-09-16 21:16:48 main:574] : INFO : Epoch 1686 | loss: 0.0310231 | val_loss: 0.0312566 | Time: 1387.72 ms [2021-09-16 21:16:50 main:574] : INFO : Epoch 1687 | loss: 0.031015 | val_loss: 0.0312799 | Time: 1420.58 ms [2021-09-16 21:16:51 main:574] : INFO : Epoch 1688 | loss: 0.0310196 | val_loss: 0.0312455 | Time: 1332.65 ms [2021-09-16 21:16:52 main:574] : INFO : Epoch 1689 | loss: 0.0310217 | val_loss: 0.0312627 | Time: 1339.41 ms [2021-09-16 21:16:54 main:574] : INFO : Epoch 1690 | loss: 0.0310152 | val_loss: 0.0312644 | Time: 1381.05 ms [2021-09-16 21:16:55 main:574] : INFO : Epoch 1691 | loss: 0.0310145 | val_loss: 0.0312634 | Time: 1343.22 ms [2021-09-16 21:16:56 main:574] : INFO : Epoch 1692 | loss: 0.0310118 | val_loss: 0.031269 | Time: 1345.45 ms [2021-09-16 21:16:58 main:574] : INFO : Epoch 1693 | loss: 0.0310264 | val_loss: 0.0312644 | Time: 1381.84 ms [2021-09-16 21:16:59 main:574] : INFO : Epoch 1694 | loss: 0.0310242 | val_loss: 0.0312743 | Time: 1387.05 ms [2021-09-16 21:17:01 main:574] : INFO : Epoch 1695 | loss: 0.0310116 | val_loss: 0.0312668 | Time: 1388.97 ms [2021-09-16 21:17:02 main:574] : INFO : Epoch 1696 | loss: 0.0310133 | val_loss: 0.0312776 | Time: 1349.18 ms [2021-09-16 21:17:03 main:574] : INFO : Epoch 1697 | loss: 0.0310113 | val_loss: 0.0312767 | Time: 1320.98 ms [2021-09-16 21:17:05 main:574] : INFO : Epoch 1698 | loss: 0.0310126 | val_loss: 0.0312741 | Time: 1376.9 ms [2021-09-16 21:17:06 main:574] : INFO : Epoch 1699 | loss: 0.0310197 | val_loss: 0.0312539 | Time: 1351.35 ms [2021-09-16 21:17:07 main:574] : INFO : Epoch 1700 | loss: 0.0310318 | val_loss: 0.0312581 | Time: 1356.97 ms [2021-09-16 21:17:09 main:574] : INFO : Epoch 1701 | loss: 0.0310202 | val_loss: 0.031269 | Time: 1338.38 ms [2021-09-16 21:17:10 main:574] : INFO : Epoch 1702 | loss: 0.0310141 | val_loss: 0.0312487 | Time: 1315.77 ms [2021-09-16 21:17:11 main:574] : INFO : Epoch 1703 | loss: 0.0310164 | val_loss: 0.0312842 | Time: 1360.36 ms [2021-09-16 21:17:13 main:574] : INFO : Epoch 1704 | loss: 0.0310165 | val_loss: 0.0312638 | Time: 1325.9 ms [2021-09-16 21:17:14 main:574] : INFO : Epoch 1705 | loss: 0.0310176 | val_loss: 0.0312755 | Time: 1379.55 ms [2021-09-16 21:17:15 main:574] : INFO : Epoch 1706 | loss: 0.0310186 | val_loss: 0.0312694 | Time: 1378.94 ms [2021-09-16 21:17:17 main:574] : INFO : Epoch 1707 | loss: 0.0310157 | val_loss: 0.0312701 | Time: 1375.33 ms [2021-09-16 21:17:18 main:574] : INFO : Epoch 1708 | loss: 0.0310182 | val_loss: 0.0312776 | Time: 1375.06 ms [2021-09-16 21:17:20 main:574] : INFO : Epoch 1709 | loss: 0.0310193 | val_loss: 0.0312627 | Time: 1381.35 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 SUPER) [2021-09-16 21:34:55 main:435] : INFO : Set logging level to 1 [2021-09-16 21:34:55 main:441] : INFO : Running in BOINC Client mode [2021-09-16 21:34:55 main:444] : INFO : Resolving all filenames [2021-09-16 21:34:55 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-09-16 21:34:55 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726262-16608-0_0_r1973346234_1 (exists = 1) [2021-09-16 21:34:55 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726262-16608-0_0_r1973346234_0 (exists = 0) [2021-09-16 21:34:55 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-09-16 21:34:55 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-09-16 21:34:55 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-09-16 21:34:55 main:474] : INFO : Configuration: [2021-09-16 21:34:55 main:475] : INFO : Model type: GRU [2021-09-16 21:34:55 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-09-16 21:34:55 main:477] : INFO : Max Epochs: 2048 [2021-09-16 21:34:55 main:478] : INFO : Batch Size: 128 [2021-09-16 21:34:55 main:479] : INFO : Learning Rate: 0.01 [2021-09-16 21:34:55 main:480] : INFO : Patience: 10 [2021-09-16 21:34:55 main:481] : INFO : Hidden Width: 12 [2021-09-16 21:34:55 main:482] : INFO : # Recurrent Layers: 4 [2021-09-16 21:34:55 main:483] : INFO : # Backend Layers: 4 [2021-09-16 21:34:55 main:484] : INFO : # Threads: 1 [2021-09-16 21:34:55 main:486] : INFO : Preparing Dataset [2021-09-16 21:34:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:34:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:34:56 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-09-16 21:34:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:34:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:34:56 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-09-16 21:34:56 main:494] : INFO : Creating Model [2021-09-16 21:34:56 main:507] : INFO : Preparing config file [2021-09-16 21:34:56 main:511] : INFO : Found checkpoint, attempting to load... [2021-09-16 21:34:56 main:512] : INFO : Loading config [2021-09-16 21:34:56 main:514] : INFO : Loading state [2021-09-16 21:34:57 main:559] : INFO : Loading DataLoader into Memory [2021-09-16 21:34:57 main:562] : INFO : Starting Training [2021-09-16 21:34:59 main:574] : INFO : Epoch 1671 | loss: 0.031124 | val_loss: 0.0312143 | Time: 1608.4 ms [2021-09-16 21:35:00 main:574] : INFO : Epoch 1672 | loss: 0.0310636 | val_loss: 0.031236 | Time: 1371.77 ms [2021-09-16 21:35:02 main:574] : INFO : Epoch 1673 | loss: 0.031039 | val_loss: 0.0312372 | Time: 1368.86 ms [2021-09-16 21:35:03 main:574] : INFO : Epoch 1674 | loss: 0.0310274 | val_loss: 0.0312447 | Time: 1391.03 ms [2021-09-16 21:35:04 main:574] : INFO : Epoch 1675 | loss: 0.0310295 | val_loss: 0.0312577 | Time: 1318.01 ms [2021-09-16 21:35:06 main:574] : INFO : Epoch 1676 | loss: 0.0310148 | val_loss: 0.0312607 | Time: 1341.26 ms [2021-09-16 21:35:07 main:574] : INFO : Epoch 1677 | loss: 0.0310172 | val_loss: 0.0312716 | Time: 1395.9 ms [2021-09-16 21:35:09 main:574] : INFO : Epoch 1678 | loss: 0.031022 | val_loss: 0.0312592 | Time: 1367.64 ms [2021-09-16 21:35:10 main:574] : INFO : Epoch 1679 | loss: 0.0310147 | val_loss: 0.0312569 | Time: 1341.03 ms [2021-09-16 21:35:11 main:574] : INFO : Epoch 1680 | loss: 0.0310179 | val_loss: 0.0312494 | Time: 1363.85 ms [2021-09-16 21:35:13 main:574] : INFO : Epoch 1681 | loss: 0.031023 | val_loss: 0.0312627 | Time: 1367.12 ms [2021-09-16 21:35:14 main:574] : INFO : Epoch 1682 | loss: 0.031027 | val_loss: 0.031255 | Time: 1349.98 ms [2021-09-16 21:35:15 main:574] : INFO : Epoch 1683 | loss: 0.0310252 | val_loss: 0.0312669 | Time: 1343 ms [2021-09-16 21:35:17 main:574] : INFO : Epoch 1684 | loss: 0.0310167 | val_loss: 0.0312663 | Time: 1347.29 ms [2021-09-16 21:35:18 main:574] : INFO : Epoch 1685 | loss: 0.0310229 | val_loss: 0.0312489 | Time: 1358.32 ms [2021-09-16 21:35:19 main:574] : INFO : Epoch 1686 | loss: 0.0310306 | val_loss: 0.0312499 | Time: 1385.24 ms [2021-09-16 21:35:21 main:574] : INFO : Epoch 1687 | loss: 0.0310218 | val_loss: 0.0312496 | Time: 1349.07 ms [2021-09-16 21:35:22 main:574] : INFO : Epoch 1688 | loss: 0.0310223 | val_loss: 0.0312755 | Time: 1332.22 ms [2021-09-16 21:35:23 main:574] : INFO : Epoch 1689 | loss: 0.0310243 | val_loss: 0.0312823 | Time: 1357.81 ms [2021-09-16 21:35:25 main:574] : INFO : Epoch 1690 | loss: 0.0310151 | val_loss: 0.0312703 | Time: 1347.79 ms [2021-09-16 21:35:26 main:574] : INFO : Epoch 1691 | loss: 0.0310121 | val_loss: 0.0312544 | Time: 1356.3 ms [2021-09-16 21:35:28 main:574] : INFO : Epoch 1692 | loss: 0.031022 | val_loss: 0.0312625 | Time: 1349.58 ms [2021-09-16 21:35:29 main:574] : INFO : Epoch 1693 | loss: 0.0310189 | val_loss: 0.0312731 | Time: 1315.44 ms [2021-09-16 21:35:30 main:574] : INFO : Epoch 1694 | loss: 0.0310173 | val_loss: 0.0312582 | Time: 1350.29 ms [2021-09-16 21:35:32 main:574] : INFO : Epoch 1695 | loss: 0.031023 | val_loss: 0.0312697 | Time: 1348.9 ms [2021-09-16 21:35:33 main:574] : INFO : Epoch 1696 | loss: 0.0310181 | val_loss: 0.0312703 | Time: 1391.08 ms [2021-09-16 21:35:34 main:574] : INFO : Epoch 1697 | loss: 0.0310195 | val_loss: 0.0312484 | Time: 1345.37 ms [2021-09-16 21:35:36 main:574] : INFO : Epoch 1698 | loss: 0.0310228 | val_loss: 0.0312609 | Time: 1372.1 ms [2021-09-16 21:35:37 main:574] : INFO : Epoch 1699 | loss: 0.0310214 | val_loss: 0.0312664 | Time: 1421.7 ms [2021-09-16 21:35:38 main:574] : INFO : Epoch 1700 | loss: 0.0310232 | val_loss: 0.0312615 | Time: 1383.7 ms [2021-09-16 21:35:40 main:574] : INFO : Epoch 1701 | loss: 0.0310134 | val_loss: 0.0312649 | Time: 1334.72 ms [2021-09-16 21:35:41 main:574] : INFO : Epoch 1702 | loss: 0.0310217 | val_loss: 0.0312612 | Time: 1336.43 ms [2021-09-16 21:35:42 main:574] : INFO : Epoch 1703 | loss: 0.0310323 | val_loss: 0.0312412 | Time: 1340.42 ms [2021-09-16 21:35:44 main:574] : INFO : Epoch 1704 | loss: 0.0310368 | val_loss: 0.0312525 | Time: 1325.11 ms [2021-09-16 21:35:45 main:574] : INFO : Epoch 1705 | loss: 0.0310165 | val_loss: 0.0312483 | Time: 1352.79 ms [2021-09-16 21:35:47 main:574] : INFO : Epoch 1706 | loss: 0.0310159 | val_loss: 0.0312661 | Time: 1347.83 ms [2021-09-16 21:35:48 main:574] : INFO : Epoch 1707 | loss: 0.0310297 | val_loss: 0.0312717 | Time: 1340.32 ms [2021-09-16 21:35:49 main:574] : INFO : Epoch 1708 | loss: 0.031021 | val_loss: 0.0312626 | Time: 1328.84 ms [2021-09-16 21:35:51 main:574] : INFO : Epoch 1709 | loss: 0.0310181 | val_loss: 0.0312567 | Time: 1337.95 ms [2021-09-16 21:35:52 main:574] : INFO : Epoch 1710 | loss: 0.0310218 | val_loss: 0.0312738 | Time: 1366.62 ms [2021-09-16 21:35:53 main:574] : INFO : Epoch 1711 | loss: 0.0310228 | val_loss: 0.0312762 | Time: 1349.35 ms [2021-09-16 21:35:55 main:574] : INFO : Epoch 1712 | loss: 0.0310215 | val_loss: 0.0312612 | Time: 1334.94 ms [2021-09-16 21:35:56 main:574] : INFO : Epoch 1713 | loss: 0.0310192 | val_loss: 0.0312644 | Time: 1523.77 ms [2021-09-16 21:35:58 main:574] : INFO : Epoch 1714 | loss: 0.0310235 | val_loss: 0.0312595 | Time: 1529.86 ms [2021-09-16 21:35:59 main:574] : INFO : Epoch 1715 | loss: 0.0310238 | val_loss: 0.0312656 | Time: 1503.68 ms [2021-09-16 21:36:01 main:574] : INFO : Epoch 1716 | loss: 0.0310211 | val_loss: 0.0312506 | Time: 1502.39 ms [2021-09-16 21:36:02 main:574] : INFO : Epoch 1717 | loss: 0.0310186 | val_loss: 0.0312425 | Time: 1519.92 ms [2021-09-16 21:36:04 main:574] : INFO : Epoch 1718 | loss: 0.031029 | val_loss: 0.0312688 | Time: 1469.42 ms [2021-09-16 21:36:05 main:574] : INFO : Epoch 1719 | loss: 0.0310306 | val_loss: 0.0312734 | Time: 1470.58 ms [2021-09-16 21:36:07 main:574] : INFO : Epoch 1720 | loss: 0.0310221 | val_loss: 0.0312583 | Time: 1443.59 ms [2021-09-16 21:36:08 main:574] : INFO : Epoch 1721 | loss: 0.0310171 | val_loss: 0.0312667 | Time: 1454.67 ms [2021-09-16 21:36:09 main:574] : INFO : Epoch 1722 | loss: 0.0310139 | val_loss: 0.0312501 | Time: 1435.7 ms [2021-09-16 21:36:11 main:574] : INFO : Epoch 1723 | loss: 0.0310167 | val_loss: 0.0312521 | Time: 1461.74 ms [2021-09-16 21:36:12 main:574] : INFO : Epoch 1724 | loss: 0.0310295 | val_loss: 0.031247 | Time: 1468.53 ms [2021-09-16 21:36:14 main:574] : INFO : Epoch 1725 | loss: 0.0310322 | val_loss: 0.0312806 | Time: 1413.96 ms [2021-09-16 21:36:15 main:574] : INFO : Epoch 1726 | loss: 0.0310254 | val_loss: 0.0312602 | Time: 1468.29 ms [2021-09-16 21:36:17 main:574] : INFO : Epoch 1727 | loss: 0.031019 | val_loss: 0.0312732 | Time: 1488.79 ms [2021-09-16 21:36:18 main:574] : INFO : Epoch 1728 | loss: 0.0310096 | val_loss: 0.0312819 | Time: 1507.57 ms [2021-09-16 21:36:20 main:574] : INFO : Epoch 1729 | loss: 0.0310134 | val_loss: 0.0312708 | Time: 1441.03 ms [2021-09-16 21:36:21 main:574] : INFO : Epoch 1730 | loss: 0.0310169 | val_loss: 0.0312692 | Time: 1477.7 ms [2021-09-16 21:36:23 main:574] : INFO : Epoch 1731 | loss: 0.0310242 | val_loss: 0.0312634 | Time: 1487.8 ms [2021-09-16 21:36:24 main:574] : INFO : Epoch 1732 | loss: 0.0310206 | val_loss: 0.0312525 | Time: 1452.74 ms [2021-09-16 21:36:26 main:574] : INFO : Epoch 1733 | loss: 0.0310183 | val_loss: 0.0312473 | Time: 1470.62 ms [2021-09-16 21:36:27 main:574] : INFO : Epoch 1734 | loss: 0.0310123 | val_loss: 0.0312868 | Time: 1465.22 ms [2021-09-16 21:36:29 main:574] : INFO : Epoch 1735 | loss: 0.0310247 | val_loss: 0.0312637 | Time: 1457.78 ms [2021-09-16 21:36:30 main:574] : INFO : Epoch 1736 | loss: 0.0310197 | val_loss: 0.0312646 | Time: 1452.79 ms [2021-09-16 21:36:31 main:574] : INFO : Epoch 1737 | loss: 0.0310187 | val_loss: 0.031244 | Time: 1455.17 ms [2021-09-16 21:36:33 main:574] : INFO : Epoch 1738 | loss: 0.0310187 | val_loss: 0.0312562 | Time: 1509.49 ms [2021-09-16 21:36:34 main:574] : INFO : Epoch 1739 | loss: 0.0310154 | val_loss: 0.031251 | Time: 1479.66 ms [2021-09-16 21:36:36 main:574] : INFO : Epoch 1740 | loss: 0.0310198 | val_loss: 0.0312861 | Time: 1449.54 ms [2021-09-16 21:36:37 main:574] : INFO : Epoch 1741 | loss: 0.0310245 | val_loss: 0.0312465 | Time: 1438.98 ms [2021-09-16 21:36:39 main:574] : INFO : Epoch 1742 | loss: 0.031027 | val_loss: 0.0312532 | Time: 1488.57 ms [2021-09-16 21:36:40 main:574] : INFO : Epoch 1743 | loss: 0.0310236 | val_loss: 0.0312566 | Time: 1442.82 ms [2021-09-16 21:36:42 main:574] : INFO : Epoch 1744 | loss: 0.031019 | val_loss: 0.03127 | Time: 1449.35 ms [2021-09-16 21:36:43 main:574] : INFO : Epoch 1745 | loss: 0.03101 | val_loss: 0.0312705 | Time: 1459.73 ms [2021-09-16 21:36:45 main:574] : INFO : Epoch 1746 | loss: 0.0310145 | val_loss: 0.0312697 | Time: 1508.21 ms [2021-09-16 21:36:46 main:574] : INFO : Epoch 1747 | loss: 0.0310184 | val_loss: 0.0312596 | Time: 1539.62 ms [2021-09-16 21:36:48 main:574] : INFO : Epoch 1748 | loss: 0.0310235 | val_loss: 0.0312755 | Time: 1519.38 ms [2021-09-16 21:36:49 main:574] : INFO : Epoch 1749 | loss: 0.0310233 | val_loss: 0.0312663 | Time: 1477.9 ms [2021-09-16 21:36:51 main:574] : INFO : Epoch 1750 | loss: 0.0310213 | val_loss: 0.031249 | Time: 1419.18 ms [2021-09-16 21:36:52 main:574] : INFO : Epoch 1751 | loss: 0.0310253 | val_loss: 0.031254 | Time: 1456.03 ms [2021-09-16 21:36:54 main:574] : INFO : Epoch 1752 | loss: 0.0310206 | val_loss: 0.0312542 | Time: 1479.42 ms [2021-09-16 21:36:55 main:574] : INFO : Epoch 1753 | loss: 0.0310228 | val_loss: 0.0312552 | Time: 1432.8 ms [2021-09-16 21:36:56 main:574] : INFO : Epoch 1754 | loss: 0.0310318 | val_loss: 0.0312331 | Time: 1433.31 ms [2021-09-16 21:36:58 main:574] : INFO : Epoch 1755 | loss: 0.031025 | val_loss: 0.0312388 | Time: 1456.54 ms [2021-09-16 21:36:59 main:574] : INFO : Epoch 1756 | loss: 0.0310206 | val_loss: 0.0312579 | Time: 1469.89 ms [2021-09-16 21:37:01 main:574] : INFO : Epoch 1757 | loss: 0.0310152 | val_loss: 0.0312579 | Time: 1498.07 ms [2021-09-16 21:37:02 main:574] : INFO : Epoch 1758 | loss: 0.0310163 | val_loss: 0.0312725 | Time: 1491.67 ms [2021-09-16 21:37:04 main:574] : INFO : Epoch 1759 | loss: 0.0310193 | val_loss: 0.0312777 | Time: 1537.9 ms [2021-09-16 21:37:05 main:574] : INFO : Epoch 1760 | loss: 0.0310225 | val_loss: 0.0312742 | Time: 1478.83 ms [2021-09-16 21:37:07 main:574] : INFO : Epoch 1761 | loss: 0.0310202 | val_loss: 0.0312726 | Time: 1484.22 ms [2021-09-16 21:37:08 main:574] : INFO : Epoch 1762 | loss: 0.0310252 | val_loss: 0.0312921 | Time: 1460.33 ms [2021-09-16 21:37:10 main:574] : INFO : Epoch 1763 | loss: 0.0310206 | val_loss: 0.0312839 | Time: 1475.52 ms [2021-09-16 21:37:11 main:574] : INFO : Epoch 1764 | loss: 0.0310172 | val_loss: 0.0312644 | Time: 1472.95 ms [2021-09-16 21:37:13 main:574] : INFO : Epoch 1765 | loss: 0.0310159 | val_loss: 0.0312717 | Time: 1456.46 ms [2021-09-16 21:37:14 main:574] : INFO : Epoch 1766 | loss: 0.0310275 | val_loss: 0.0312747 | Time: 1467.9 ms [2021-09-16 21:37:16 main:574] : INFO : Epoch 1767 | loss: 0.0310249 | val_loss: 0.0312488 | Time: 1438.76 ms [2021-09-16 21:37:17 main:574] : INFO : Epoch 1768 | loss: 0.0310193 | val_loss: 0.0312592 | Time: 1403.55 ms [2021-09-16 21:37:19 main:574] : INFO : Epoch 1769 | loss: 0.0310282 | val_loss: 0.0312706 | Time: 1458.41 ms [2021-09-16 21:37:20 main:574] : INFO : Epoch 1770 | loss: 0.0310245 | val_loss: 0.031252 | Time: 1477.35 ms [2021-09-16 21:37:22 main:574] : INFO : Epoch 1771 | loss: 0.031016 | val_loss: 0.0312777 | Time: 1446.5 ms [2021-09-16 21:37:23 main:574] : INFO : Epoch 1772 | loss: 0.0310138 | val_loss: 0.0312653 | Time: 1457.18 ms [2021-09-16 21:37:24 main:574] : INFO : Epoch 1773 | loss: 0.0310154 | val_loss: 0.0312623 | Time: 1491.35 ms [2021-09-16 21:37:26 main:574] : INFO : Epoch 1774 | loss: 0.0310272 | val_loss: 0.0312635 | Time: 1472.97 ms [2021-09-16 21:37:27 main:574] : INFO : Epoch 1775 | loss: 0.0310144 | val_loss: 0.0312567 | Time: 1474.59 ms [2021-09-16 21:37:29 main:574] : INFO : Epoch 1776 | loss: 0.0310198 | val_loss: 0.031241 | Time: 1501.45 ms [2021-09-16 21:37:30 main:574] : INFO : Epoch 1777 | loss: 0.0310204 | val_loss: 0.0312741 | Time: 1460.8 ms [2021-09-16 21:37:32 main:574] : INFO : Epoch 1778 | loss: 0.0310109 | val_loss: 0.0312637 | Time: 1478.16 ms [2021-09-16 21:37:33 main:574] : INFO : Epoch 1779 | loss: 0.031026 | val_loss: 0.0312758 | Time: 1491.93 ms [2021-09-16 21:37:35 main:574] : INFO : Epoch 1780 | loss: 0.031021 | val_loss: 0.0312656 | Time: 1479.02 ms [2021-09-16 21:37:36 main:574] : INFO : Epoch 1781 | loss: 0.0310153 | val_loss: 0.031271 | Time: 1465.77 ms [2021-09-16 21:37:38 main:574] : INFO : Epoch 1782 | loss: 0.0310205 | val_loss: 0.0312631 | Time: 1457.53 ms [2021-09-16 21:37:39 main:574] : INFO : Epoch 1783 | loss: 0.0310184 | val_loss: 0.0312755 | Time: 1456.92 ms [2021-09-16 21:37:41 main:574] : INFO : Epoch 1784 | loss: 0.0310133 | val_loss: 0.0312758 | Time: 1456.3 ms [2021-09-16 21:37:42 main:574] : INFO : Epoch 1785 | loss: 0.0310098 | val_loss: 0.0312723 | Time: 1472.4 ms [2021-09-16 21:37:44 main:574] : INFO : Epoch 1786 | loss: 0.0310122 | val_loss: 0.0312687 | Time: 1458.34 ms [2021-09-16 21:37:45 main:574] : INFO : Epoch 1787 | loss: 0.0310184 | val_loss: 0.031284 | Time: 1495.26 ms [2021-09-16 21:37:47 main:574] : INFO : Epoch 1788 | loss: 0.0310152 | val_loss: 0.0312802 | Time: 1458.73 ms [2021-09-16 21:37:48 main:574] : INFO : Epoch 1789 | loss: 0.0310117 | val_loss: 0.0312479 | Time: 1479.02 ms [2021-09-16 21:37:50 main:574] : INFO : Epoch 1790 | loss: 0.0310095 | val_loss: 0.0312753 | Time: 1466.35 ms [2021-09-16 21:37:51 main:574] : INFO : Epoch 1791 | loss: 0.0310111 | val_loss: 0.0312639 | Time: 1472.5 ms [2021-09-16 21:37:52 main:574] : INFO : Epoch 1792 | loss: 0.0310101 | val_loss: 0.0312641 | Time: 1449.39 ms [2021-09-16 21:37:54 main:574] : INFO : Epoch 1793 | loss: 0.0310146 | val_loss: 0.0312582 | Time: 1474.62 ms [2021-09-16 21:37:55 main:574] : INFO : Epoch 1794 | loss: 0.0310126 | val_loss: 0.0312701 | Time: 1482.53 ms [2021-09-16 21:37:57 main:574] : INFO : Epoch 1795 | loss: 0.0310166 | val_loss: 0.0312463 | Time: 1471.08 ms [2021-09-16 21:37:58 main:574] : INFO : Epoch 1796 | loss: 0.0310245 | val_loss: 0.0312857 | Time: 1451.73 ms [2021-09-16 21:38:00 main:574] : INFO : Epoch 1797 | loss: 0.031015 | val_loss: 0.031267 | Time: 1484.01 ms [2021-09-16 21:38:01 main:574] : INFO : Epoch 1798 | loss: 0.0310175 | val_loss: 0.0312725 | Time: 1523.35 ms [2021-09-16 21:38:03 main:574] : INFO : Epoch 1799 | loss: 0.0310174 | val_loss: 0.0313064 | Time: 1494.97 ms [2021-09-16 21:38:04 main:574] : INFO : Epoch 1800 | loss: 0.0310236 | val_loss: 0.0312686 | Time: 1475.82 ms [2021-09-16 21:38:06 main:574] : INFO : Epoch 1801 | loss: 0.0310193 | val_loss: 0.0312474 | Time: 1470.23 ms [2021-09-16 21:38:07 main:574] : INFO : Epoch 1802 | loss: 0.0310247 | val_loss: 0.0312702 | Time: 1431.34 ms [2021-09-16 21:38:09 main:574] : INFO : Epoch 1803 | loss: 0.0310223 | val_loss: 0.031258 | Time: 1439.82 ms [2021-09-16 21:38:10 main:574] : INFO : Epoch 1804 | loss: 0.0310253 | val_loss: 0.0312487 | Time: 1478.53 ms [2021-09-16 21:38:12 main:574] : INFO : Epoch 1805 | loss: 0.0310145 | val_loss: 0.0312766 | Time: 1474.71 ms [2021-09-16 21:38:13 main:574] : INFO : Epoch 1806 | loss: 0.0310116 | val_loss: 0.0312696 | Time: 1479.09 ms [2021-09-16 21:38:15 main:574] : INFO : Epoch 1807 | loss: 0.0310168 | val_loss: 0.031267 | Time: 1488.62 ms [2021-09-16 21:38:16 main:574] : INFO : Epoch 1808 | loss: 0.0310201 | val_loss: 0.0312653 | Time: 1485.41 ms [2021-09-16 21:38:18 main:574] : INFO : Epoch 1809 | loss: 0.0310223 | val_loss: 0.0312561 | Time: 1463.54 ms [2021-09-16 21:38:19 main:574] : INFO : Epoch 1810 | loss: 0.0310265 | val_loss: 0.0312538 | Time: 1434.65 ms [2021-09-16 21:38:20 main:574] : INFO : Epoch 1811 | loss: 0.031019 | val_loss: 0.0312595 | Time: 1445.43 ms [2021-09-16 21:38:22 main:574] : INFO : Epoch 1812 | loss: 0.0310235 | val_loss: 0.0312588 | Time: 1470.21 ms [2021-09-16 21:38:23 main:574] : INFO : Epoch 1813 | loss: 0.0310256 | val_loss: 0.0312666 | Time: 1443.98 ms [2021-09-16 21:38:25 main:574] : INFO : Epoch 1814 | loss: 0.0310141 | val_loss: 0.0312633 | Time: 1448.45 ms [2021-09-16 21:38:26 main:574] : INFO : Epoch 1815 | loss: 0.0310108 | val_loss: 0.0312686 | Time: 1498.53 ms [2021-09-16 21:38:28 main:574] : INFO : Epoch 1816 | loss: 0.0310147 | val_loss: 0.0312563 | Time: 1441.23 ms [2021-09-16 21:38:29 main:574] : INFO : Epoch 1817 | loss: 0.0310112 | val_loss: 0.0312665 | Time: 1458.69 ms [2021-09-16 21:38:31 main:574] : INFO : Epoch 1818 | loss: 0.0310171 | val_loss: 0.0312781 | Time: 1487.1 ms [2021-09-16 21:38:32 main:574] : INFO : Epoch 1819 | loss: 0.0310203 | val_loss: 0.031285 | Time: 1517.14 ms [2021-09-16 21:38:34 main:574] : INFO : Epoch 1820 | loss: 0.0310196 | val_loss: 0.031275 | Time: 1493.81 ms [2021-09-16 21:38:35 main:574] : INFO : Epoch 1821 | loss: 0.0310136 | val_loss: 0.0312638 | Time: 1453.39 ms [2021-09-16 21:38:37 main:574] : INFO : Epoch 1822 | loss: 0.0310179 | val_loss: 0.0312802 | Time: 1469.66 ms [2021-09-16 21:38:38 main:574] : INFO : Epoch 1823 | loss: 0.0310168 | val_loss: 0.0312394 | Time: 1476.6 ms [2021-09-16 21:38:40 main:574] : INFO : Epoch 1824 | loss: 0.0310202 | val_loss: 0.0312794 | Time: 1472.27 ms [2021-09-16 21:38:41 main:574] : INFO : Epoch 1825 | loss: 0.0310231 | val_loss: 0.0312734 | Time: 1454.76 ms [2021-09-16 21:38:43 main:574] : INFO : Epoch 1826 | loss: 0.0310189 | val_loss: 0.0312624 | Time: 1459.76 ms [2021-09-16 21:38:44 main:574] : INFO : Epoch 1827 | loss: 0.0310122 | val_loss: 0.0312591 | Time: 1432.06 ms [2021-09-16 21:38:45 main:574] : INFO : Epoch 1828 | loss: 0.0310124 | val_loss: 0.0312513 | Time: 1466.25 ms [2021-09-16 21:38:47 main:574] : INFO : Epoch 1829 | loss: 0.0310225 | val_loss: 0.0312597 | Time: 1439.83 ms [2021-09-16 21:38:48 main:574] : INFO : Epoch 1830 | loss: 0.0310228 | val_loss: 0.0312864 | Time: 1498.66 ms [2021-09-16 21:38:50 main:574] : INFO : Epoch 1831 | loss: 0.0310141 | val_loss: 0.0312791 | Time: 1462.04 ms [2021-09-16 21:38:51 main:574] : INFO : Epoch 1832 | loss: 0.0310145 | val_loss: 0.031267 | Time: 1476.72 ms [2021-09-16 21:38:53 main:574] : INFO : Epoch 1833 | loss: 0.031026 | val_loss: 0.0312582 | Time: 1486.96 ms [2021-09-16 21:38:54 main:574] : INFO : Epoch 1834 | loss: 0.0310243 | val_loss: 0.0312731 | Time: 1476.39 ms [2021-09-16 21:38:56 main:574] : INFO : Epoch 1835 | loss: 0.0310187 | val_loss: 0.0312675 | Time: 1452.45 ms [2021-09-16 21:38:57 main:574] : INFO : Epoch 1836 | loss: 0.0310128 | val_loss: 0.0312815 | Time: 1471.68 ms [2021-09-16 21:38:59 main:574] : INFO : Epoch 1837 | loss: 0.0310108 | val_loss: 0.0312677 | Time: 1434.57 ms [2021-09-16 21:39:00 main:574] : INFO : Epoch 1838 | loss: 0.0310182 | val_loss: 0.0312528 | Time: 1485.2 ms [2021-09-16 21:39:02 main:574] : INFO : Epoch 1839 | loss: 0.0310208 | val_loss: 0.0312658 | Time: 1479.66 ms [2021-09-16 21:39:03 main:574] : INFO : Epoch 1840 | loss: 0.0310201 | val_loss: 0.0312552 | Time: 1505.8 ms [2021-09-16 21:39:05 main:574] : INFO : Epoch 1841 | loss: 0.0310188 | val_loss: 0.0312635 | Time: 1472.6 ms [2021-09-16 21:39:06 main:574] : INFO : Epoch 1842 | loss: 0.0310204 | val_loss: 0.0312853 | Time: 1450.03 ms [2021-09-16 21:39:08 main:574] : INFO : Epoch 1843 | loss: 0.0310107 | val_loss: 0.0312512 | Time: 1470.6 ms [2021-09-16 21:39:09 main:574] : INFO : Epoch 1844 | loss: 0.0310156 | val_loss: 0.031248 | Time: 1426.59 ms [2021-09-16 21:39:10 main:574] : INFO : Epoch 1845 | loss: 0.031015 | val_loss: 0.0312536 | Time: 1450.93 ms [2021-09-16 21:39:12 main:574] : INFO : Epoch 1846 | loss: 0.0310255 | val_loss: 0.0312463 | Time: 1473.34 ms [2021-09-16 21:39:13 main:574] : INFO : Epoch 1847 | loss: 0.0310329 | val_loss: 0.0312335 | Time: 1462.59 ms [2021-09-16 21:39:15 main:574] : INFO : Epoch 1848 | loss: 0.0310278 | val_loss: 0.0312688 | Time: 1436 ms [2021-09-16 21:39:16 main:574] : INFO : Epoch 1849 | loss: 0.0310213 | val_loss: 0.0312688 | Time: 1453 ms [2021-09-16 21:39:18 main:574] : INFO : Epoch 1850 | loss: 0.0310167 | val_loss: 0.0312924 | Time: 1477.7 ms [2021-09-16 21:39:19 main:574] : INFO : Epoch 1851 | loss: 0.031019 | val_loss: 0.0312782 | Time: 1466.42 ms [2021-09-16 21:39:21 main:574] : INFO : Epoch 1852 | loss: 0.0310211 | val_loss: 0.0312685 | Time: 1473.22 ms [2021-09-16 21:39:22 main:574] : INFO : Epoch 1853 | loss: 0.0310361 | val_loss: 0.0312468 | Time: 1501.82 ms [2021-09-16 21:39:24 main:574] : INFO : Epoch 1854 | loss: 0.0310456 | val_loss: 0.0312576 | Time: 1474.35 ms [2021-09-16 21:39:25 main:574] : INFO : Epoch 1855 | loss: 0.0310281 | val_loss: 0.0312787 | Time: 1452.89 ms [2021-09-16 21:39:27 main:574] : INFO : Epoch 1856 | loss: 0.031009 | val_loss: 0.03127 | Time: 1435.33 ms [2021-09-16 21:39:28 main:574] : INFO : Epoch 1857 | loss: 0.0310175 | val_loss: 0.0312616 | Time: 1473.49 ms [2021-09-16 21:39:29 main:574] : INFO : Epoch 1858 | loss: 0.0310169 | val_loss: 0.0312932 | Time: 1423.22 ms [2021-09-16 21:39:31 main:574] : INFO : Epoch 1859 | loss: 0.0310128 | val_loss: 0.0312642 | Time: 1479.25 ms [2021-09-16 21:39:32 main:574] : INFO : Epoch 1860 | loss: 0.0310253 | val_loss: 0.0312654 | Time: 1481.04 ms [2021-09-16 21:39:34 main:574] : INFO : Epoch 1861 | loss: 0.031017 | val_loss: 0.0312734 | Time: 1504.14 ms [2021-09-16 21:39:35 main:574] : INFO : Epoch 1862 | loss: 0.0310391 | val_loss: 0.0312358 | Time: 1445.34 ms [2021-09-16 21:39:37 main:574] : INFO : Epoch 1863 | loss: 0.0310418 | val_loss: 0.0312583 | Time: 1443.88 ms [2021-09-16 21:39:38 main:574] : INFO : Epoch 1864 | loss: 0.0310281 | val_loss: 0.0312643 | Time: 1470.07 ms [2021-09-16 21:39:40 main:574] : INFO : Epoch 1865 | loss: 0.0310196 | val_loss: 0.0312838 | Time: 1448.34 ms [2021-09-16 21:39:41 main:574] : INFO : Epoch 1866 | loss: 0.0310092 | val_loss: 0.0312639 | Time: 1466.98 ms [2021-09-16 21:39:43 main:574] : INFO : Epoch 1867 | loss: 0.0310171 | val_loss: 0.0312615 | Time: 1471.88 ms [2021-09-16 21:39:44 main:574] : INFO : Epoch 1868 | loss: 0.0310154 | val_loss: 0.0312705 | Time: 1514.37 ms [2021-09-16 21:39:46 main:574] : INFO : Epoch 1869 | loss: 0.0310124 | val_loss: 0.0312607 | Time: 1468.32 ms [2021-09-16 21:39:47 main:574] : INFO : Epoch 1870 | loss: 0.0310148 | val_loss: 0.0312794 | Time: 1448.83 ms [2021-09-16 21:39:49 main:574] : INFO : Epoch 1871 | loss: 0.0310147 | val_loss: 0.0312682 | Time: 1475.29 ms [2021-09-16 21:39:50 main:574] : INFO : Epoch 1872 | loss: 0.0310085 | val_loss: 0.0312763 | Time: 1456.85 ms [2021-09-16 21:39:52 main:574] : INFO : Epoch 1873 | loss: 0.0310129 | val_loss: 0.0312636 | Time: 1447.95 ms [2021-09-16 21:39:53 main:574] : INFO : Epoch 1874 | loss: 0.031021 | val_loss: 0.0312407 | Time: 1451.1 ms [2021-09-16 21:39:54 main:574] : INFO : Epoch 1875 | loss: 0.0310162 | val_loss: 0.0312816 | Time: 1449 ms [2021-09-16 21:39:56 main:574] : INFO : Epoch 1876 | loss: 0.0310183 | val_loss: 0.0312667 | Time: 1476.13 ms [2021-09-16 21:39:57 main:574] : INFO : Epoch 1877 | loss: 0.0310225 | val_loss: 0.0312522 | Time: 1437.02 ms [2021-09-16 21:39:59 main:574] : INFO : Epoch 1878 | loss: 0.0310346 | val_loss: 0.0312544 | Time: 1510.2 ms [2021-09-16 21:40:00 main:574] : INFO : Epoch 1879 | loss: 0.0310223 | val_loss: 0.0312485 | Time: 1519.59 ms [2021-09-16 21:40:02 main:574] : INFO : Epoch 1880 | loss: 0.0310255 | val_loss: 0.0312564 | Time: 1500 ms [2021-09-16 21:40:03 main:574] : INFO : Epoch 1881 | loss: 0.0310166 | val_loss: 0.0312636 | Time: 1514.77 ms [2021-09-16 21:40:05 main:574] : INFO : Epoch 1882 | loss: 0.0310156 | val_loss: 0.0312491 | Time: 1485.21 ms [2021-09-16 21:40:06 main:574] : INFO : Epoch 1883 | loss: 0.0310161 | val_loss: 0.031269 | Time: 1450.94 ms [2021-09-16 21:40:08 main:574] : INFO : Epoch 1884 | loss: 0.0310167 | val_loss: 0.0312688 | Time: 1477.27 ms [2021-09-16 21:40:09 main:574] : INFO : Epoch 1885 | loss: 0.0310168 | val_loss: 0.0312696 | Time: 1499.32 ms [2021-09-16 21:40:11 main:574] : INFO : Epoch 1886 | loss: 0.031024 | val_loss: 0.0312613 | Time: 1449.43 ms [2021-09-16 21:40:12 main:574] : INFO : Epoch 1887 | loss: 0.0310248 | val_loss: 0.0312734 | Time: 1430.98 ms [2021-09-16 21:40:14 main:574] : INFO : Epoch 1888 | loss: 0.0310252 | val_loss: 0.0312896 | Time: 1476.69 ms [2021-09-16 21:40:15 main:574] : INFO : Epoch 1889 | loss: 0.0310183 | val_loss: 0.0312589 | Time: 1449.55 ms [2021-09-16 21:40:17 main:574] : INFO : Epoch 1890 | loss: 0.0310291 | val_loss: 0.0312579 | Time: 1469.39 ms [2021-09-16 21:40:18 main:574] : INFO : Epoch 1891 | loss: 0.031035 | val_loss: 0.0312836 | Time: 1438.19 ms [2021-09-16 21:40:20 main:574] : INFO : Epoch 1892 | loss: 0.0310233 | val_loss: 0.0312618 | Time: 1482.74 ms [2021-09-16 21:40:21 main:574] : INFO : Epoch 1893 | loss: 0.0310178 | val_loss: 0.0312626 | Time: 1455.82 ms [2021-09-16 21:40:22 main:574] : INFO : Epoch 1894 | loss: 0.0310179 | val_loss: 0.0312808 | Time: 1463.83 ms [2021-09-16 21:40:24 main:574] : INFO : Epoch 1895 | loss: 0.0310188 | val_loss: 0.0312675 | Time: 1479.46 ms [2021-09-16 21:40:25 main:574] : INFO : Epoch 1896 | loss: 0.0310193 | val_loss: 0.031264 | Time: 1461.63 ms [2021-09-16 21:40:27 main:574] : INFO : Epoch 1897 | loss: 0.0310109 | val_loss: 0.0312729 | Time: 1463.97 ms [2021-09-16 21:40:28 main:574] : INFO : Epoch 1898 | loss: 0.0310126 | val_loss: 0.0312749 | Time: 1448.54 ms [2021-09-16 21:40:30 main:574] : INFO : Epoch 1899 | loss: 0.0310161 | val_loss: 0.0312932 | Time: 1500.41 ms [2021-09-16 21:40:31 main:574] : INFO : Epoch 1900 | loss: 0.0310173 | val_loss: 0.0312565 | Time: 1497.44 ms [2021-09-16 21:40:33 main:574] : INFO : Epoch 1901 | loss: 0.0310187 | val_loss: 0.0312645 | Time: 1513.45 ms [2021-09-16 21:40:34 main:574] : INFO : Epoch 1902 | loss: 0.0310124 | val_loss: 0.0312544 | Time: 1516.73 ms [2021-09-16 21:40:36 main:574] : INFO : Epoch 1903 | loss: 0.0310146 | val_loss: 0.0312631 | Time: 1478.69 ms [2021-09-16 21:40:37 main:574] : INFO : Epoch 1904 | loss: 0.031012 | val_loss: 0.0312678 | Time: 1468.15 ms [2021-09-16 21:40:39 main:574] : INFO : Epoch 1905 | loss: 0.0310236 | val_loss: 0.0312608 | Time: 1487.3 ms [2021-09-16 21:40:40 main:574] : INFO : Epoch 1906 | loss: 0.03101 | val_loss: 0.0312839 | Time: 1486.38 ms [2021-09-16 21:40:42 main:574] : INFO : Epoch 1907 | loss: 0.0310142 | val_loss: 0.0312673 | Time: 1426.16 ms [2021-09-16 21:40:43 main:574] : INFO : Epoch 1908 | loss: 0.0310175 | val_loss: 0.0312821 | Time: 1433.05 ms [2021-09-16 21:40:45 main:574] : INFO : Epoch 1909 | loss: 0.031015 | val_loss: 0.0312689 | Time: 1486.44 ms [2021-09-16 21:40:46 main:574] : INFO : Epoch 1910 | loss: 0.0310122 | val_loss: 0.0312751 | Time: 1491.89 ms [2021-09-16 21:40:48 main:574] : INFO : Epoch 1911 | loss: 0.0310089 | val_loss: 0.0312663 | Time: 1507.98 ms [2021-09-16 21:40:49 main:574] : INFO : Epoch 1912 | loss: 0.0310244 | val_loss: 0.031268 | Time: 1505.55 ms [2021-09-16 21:40:51 main:574] : INFO : Epoch 1913 | loss: 0.0310217 | val_loss: 0.0312656 | Time: 1479.67 ms [2021-09-16 21:40:52 main:574] : INFO : Epoch 1914 | loss: 0.0310191 | val_loss: 0.0312767 | Time: 1451.95 ms [2021-09-16 21:40:54 main:574] : INFO : Epoch 1915 | loss: 0.0310101 | val_loss: 0.0312686 | Time: 1461.57 ms [2021-09-16 21:40:55 main:574] : INFO : Epoch 1916 | loss: 0.0310076 | val_loss: 0.0312873 | Time: 1505.11 ms [2021-09-16 21:40:57 main:574] : INFO : Epoch 1917 | loss: 0.0310162 | val_loss: 0.0312474 | Time: 1458.69 ms [2021-09-16 21:40:58 main:574] : INFO : Epoch 1918 | loss: 0.0310163 | val_loss: 0.0312764 | Time: 1432.74 ms [2021-09-16 21:40:59 main:574] : INFO : Epoch 1919 | loss: 0.0310216 | val_loss: 0.0312366 | Time: 1464.62 ms [2021-09-16 21:41:01 main:574] : INFO : Epoch 1920 | loss: 0.0310267 | val_loss: 0.0312707 | Time: 1517.93 ms [2021-09-16 21:41:02 main:574] : INFO : Epoch 1921 | loss: 0.0310243 | val_loss: 0.03128 | Time: 1497.91 ms [2021-09-16 21:41:04 main:574] : INFO : Epoch 1922 | loss: 0.0310196 | val_loss: 0.031265 | Time: 1481.39 ms [2021-09-16 21:41:05 main:574] : INFO : Epoch 1923 | loss: 0.0310183 | val_loss: 0.0312738 | Time: 1480.87 ms [2021-09-16 21:41:07 main:574] : INFO : Epoch 1924 | loss: 0.0310149 | val_loss: 0.0312759 | Time: 1520.6 ms [2021-09-16 21:41:08 main:574] : INFO : Epoch 1925 | loss: 0.0310165 | val_loss: 0.0312594 | Time: 1495.69 ms [2021-09-16 21:41:10 main:574] : INFO : Epoch 1926 | loss: 0.0310119 | val_loss: 0.0312683 | Time: 1469.73 ms [2021-09-16 21:41:11 main:574] : INFO : Epoch 1927 | loss: 0.0310112 | val_loss: 0.0312601 | Time: 1474.74 ms [2021-09-16 21:41:13 main:574] : INFO : Epoch 1928 | loss: 0.0310165 | val_loss: 0.0312819 | Time: 1471.13 ms [2021-09-16 21:41:14 main:574] : INFO : Epoch 1929 | loss: 0.0310143 | val_loss: 0.0312573 | Time: 1460.26 ms [2021-09-16 21:41:16 main:574] : INFO : Epoch 1930 | loss: 0.0310209 | val_loss: 0.0312505 | Time: 1438.17 ms [2021-09-16 21:41:17 main:574] : INFO : Epoch 1931 | loss: 0.0310151 | val_loss: 0.0312689 | Time: 1482.28 ms [2021-09-16 21:41:19 main:574] : INFO : Epoch 1932 | loss: 0.031009 | val_loss: 0.0312818 | Time: 1452.61 ms [2021-09-16 21:41:20 main:574] : INFO : Epoch 1933 | loss: 0.031015 | val_loss: 0.0312683 | Time: 1451.25 ms [2021-09-16 21:41:22 main:574] : INFO : Epoch 1934 | loss: 0.0310164 | val_loss: 0.0312883 | Time: 1463.38 ms [2021-09-16 21:41:23 main:574] : INFO : Epoch 1935 | loss: 0.0310251 | val_loss: 0.0312663 | Time: 1449.97 ms [2021-09-16 21:41:24 main:574] : INFO : Epoch 1936 | loss: 0.0310278 | val_loss: 0.0312513 | Time: 1436.45 ms [2021-09-16 21:41:26 main:574] : INFO : Epoch 1937 | loss: 0.0310176 | val_loss: 0.0312867 | Time: 1447.74 ms [2021-09-16 21:41:27 main:574] : INFO : Epoch 1938 | loss: 0.0310128 | val_loss: 0.031255 | Time: 1468.13 ms [2021-09-16 21:41:29 main:574] : INFO : Epoch 1939 | loss: 0.0310239 | val_loss: 0.0312548 | Time: 1450.88 ms [2021-09-16 21:41:30 main:574] : INFO : Epoch 1940 | loss: 0.0310277 | val_loss: 0.0312594 | Time: 1480.14 ms [2021-09-16 21:41:32 main:574] : INFO : Epoch 1941 | loss: 0.0310195 | val_loss: 0.031245 | Time: 1476.21 ms [2021-09-16 21:41:33 main:574] : INFO : Epoch 1942 | loss: 0.0310222 | val_loss: 0.0312544 | Time: 1486.9 ms [2021-09-16 21:41:35 main:574] : INFO : Epoch 1943 | loss: 0.0310197 | val_loss: 0.0312679 | Time: 1498.38 ms [2021-09-16 21:41:36 main:574] : INFO : Epoch 1944 | loss: 0.0310171 | val_loss: 0.0312585 | Time: 1461.21 ms [2021-09-16 21:41:38 main:574] : INFO : Epoch 1945 | loss: 0.0310141 | val_loss: 0.0312832 | Time: 1482.58 ms [2021-09-16 21:41:39 main:574] : INFO : Epoch 1946 | loss: 0.0310115 | val_loss: 0.0312695 | Time: 1477.86 ms [2021-09-16 21:41:41 main:574] : INFO : Epoch 1947 | loss: 0.0310392 | val_loss: 0.0312166 | Time: 1449.77 ms [2021-09-16 21:41:42 main:574] : INFO : Epoch 1948 | loss: 0.0311011 | val_loss: 0.0312396 | Time: 1446.71 ms [2021-09-16 21:41:44 main:574] : INFO : Epoch 1949 | loss: 0.0310944 | val_loss: 0.031487 | Time: 1521.66 ms [2021-09-16 21:41:45 main:574] : INFO : Epoch 1950 | loss: 0.0321698 | val_loss: 0.0350819 | Time: 1462.92 ms [2021-09-16 21:41:47 main:574] : INFO : Epoch 1951 | loss: 0.0336981 | val_loss: 0.0316053 | Time: 1495.71 ms [2021-09-16 21:41:48 main:574] : INFO : Epoch 1952 | loss: nan | val_loss: nan | Time: 1495.41 ms [2021-09-16 21:41:50 main:574] : INFO : Epoch 1953 | loss: nan | val_loss: nan | Time: 1488.35 ms [2021-09-16 21:41:51 main:574] : INFO : Epoch 1954 | loss: nan | val_loss: nan | Time: 1459.82 ms [2021-09-16 21:41:53 main:574] : INFO : Epoch 1955 | loss: nan | val_loss: nan | Time: 1403.96 ms [2021-09-16 21:41:54 main:574] : INFO : Epoch 1956 | loss: nan | val_loss: nan | Time: 1487.81 ms [2021-09-16 21:41:55 main:574] : INFO : Epoch 1957 | loss: nan | val_loss: nan | Time: 1415.53 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 SUPER) [2021-09-16 21:44:49 main:435] : INFO : Set logging level to 1 [2021-09-16 21:44:49 main:441] : INFO : Running in BOINC Client mode [2021-09-16 21:44:49 main:444] : INFO : Resolving all filenames [2021-09-16 21:44:49 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-09-16 21:44:49 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726262-16608-0_0_r1973346234_1 (exists = 1) [2021-09-16 21:44:49 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726262-16608-0_0_r1973346234_0 (exists = 0) [2021-09-16 21:44:49 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-09-16 21:44:49 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-09-16 21:44:49 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-09-16 21:44:49 main:474] : INFO : Configuration: [2021-09-16 21:44:49 main:475] : INFO : Model type: GRU [2021-09-16 21:44:49 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-09-16 21:44:49 main:477] : INFO : Max Epochs: 2048 [2021-09-16 21:44:49 main:478] : INFO : Batch Size: 128 [2021-09-16 21:44:49 main:479] : INFO : Learning Rate: 0.01 [2021-09-16 21:44:49 main:480] : INFO : Patience: 10 [2021-09-16 21:44:49 main:481] : INFO : Hidden Width: 12 [2021-09-16 21:44:49 main:482] : INFO : # Recurrent Layers: 4 [2021-09-16 21:44:49 main:483] : INFO : # Backend Layers: 4 [2021-09-16 21:44:49 main:484] : INFO : # Threads: 1 [2021-09-16 21:44:49 main:486] : INFO : Preparing Dataset [2021-09-16 21:44:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 SUPER) [2021-09-16 21:48:20 main:435] : INFO : Set logging level to 1 [2021-09-16 21:48:20 main:441] : INFO : Running in BOINC Client mode [2021-09-16 21:48:20 main:444] : INFO : Resolving all filenames [2021-09-16 21:48:20 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-09-16 21:48:20 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726262-16608-0_0_r1973346234_1 (exists = 1) [2021-09-16 21:48:20 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726262-16608-0_0_r1973346234_0 (exists = 0) [2021-09-16 21:48:20 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-09-16 21:48:20 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-09-16 21:48:20 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-09-16 21:48:20 main:474] : INFO : Configuration: [2021-09-16 21:48:20 main:475] : INFO : Model type: GRU [2021-09-16 21:48:20 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-09-16 21:48:20 main:477] : INFO : Max Epochs: 2048 [2021-09-16 21:48:20 main:478] : INFO : Batch Size: 128 [2021-09-16 21:48:20 main:479] : INFO : Learning Rate: 0.01 [2021-09-16 21:48:20 main:480] : INFO : Patience: 10 [2021-09-16 21:48:20 main:481] : INFO : Hidden Width: 12 [2021-09-16 21:48:20 main:482] : INFO : # Recurrent Layers: 4 [2021-09-16 21:48:20 main:483] : INFO : # Backend Layers: 4 [2021-09-16 21:48:20 main:484] : INFO : # Threads: 1 [2021-09-16 21:48:20 main:486] : INFO : Preparing Dataset [2021-09-16 21:48:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:48:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:48:22 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-09-16 21:48:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:48:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-09-16 21:48:22 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-09-16 21:48:22 main:494] : INFO : Creating Model [2021-09-16 21:48:22 main:507] : INFO : Preparing config file [2021-09-16 21:48:22 main:511] : INFO : Found checkpoint, attempting to load... [2021-09-16 21:48:22 main:512] : INFO : Loading config [2021-09-16 21:48:22 main:514] : INFO : Loading state [2021-09-16 21:48:23 main:559] : INFO : Loading DataLoader into Memory [2021-09-16 21:48:23 main:562] : INFO : Starting Training [2021-09-16 21:48:25 main:574] : INFO : Epoch 1943 | loss: 0.031118 | val_loss: 0.0312429 | Time: 1554.83 ms [2021-09-16 21:48:26 main:574] : INFO : Epoch 1944 | loss: 0.0310502 | val_loss: 0.0312476 | Time: 1336.37 ms [2021-09-16 21:48:27 main:574] : INFO : Epoch 1945 | loss: 0.0310242 | val_loss: 0.0312675 | Time: 1322.41 ms [2021-09-16 21:48:29 main:574] : INFO : Epoch 1946 | loss: 0.0310218 | val_loss: 0.0312573 | Time: 1344.95 ms [2021-09-16 21:48:30 main:574] : INFO : Epoch 1947 | loss: 0.0310321 | val_loss: 0.0312626 | Time: 1352.29 ms [2021-09-16 21:48:31 main:574] : INFO : Epoch 1948 | loss: 0.0310319 | val_loss: 0.0312608 | Time: 1362.55 ms [2021-09-16 21:48:33 main:574] : INFO : Epoch 1949 | loss: 0.0310203 | val_loss: 0.0312735 | Time: 1335.61 ms [2021-09-16 21:48:34 main:574] : INFO : Epoch 1950 | loss: 0.0310199 | val_loss: 0.0312852 | Time: 1357.46 ms [2021-09-16 21:48:35 main:574] : INFO : Epoch 1951 | loss: 0.0310312 | val_loss: 0.0312767 | Time: 1327.08 ms [2021-09-16 21:48:37 main:574] : INFO : Epoch 1952 | loss: 0.0310364 | val_loss: 0.0312654 | Time: 1355.89 ms [2021-09-16 21:48:38 main:574] : INFO : Epoch 1953 | loss: 0.0310234 | val_loss: 0.0312702 | Time: 1304.42 ms [2021-09-16 21:48:39 main:574] : INFO : Epoch 1954 | loss: 0.0310192 | val_loss: 0.0312592 | Time: 1311.63 ms [2021-09-16 21:48:41 main:574] : INFO : Epoch 1955 | loss: 0.0310152 | val_loss: 0.0312514 | Time: 1306.28 ms [2021-09-16 21:48:42 main:574] : INFO : Epoch 1956 | loss: 0.0310132 | val_loss: 0.0312556 | Time: 1337.36 ms [2021-09-16 21:48:43 main:574] : INFO : Epoch 1957 | loss: 0.0310118 | val_loss: 0.0312773 | Time: 1305.66 ms [2021-09-16 21:48:45 main:574] : INFO : Epoch 1958 | loss: 0.0310201 | val_loss: 0.0312736 | Time: 1295.18 ms [2021-09-16 21:48:46 main:574] : INFO : Epoch 1959 | loss: 0.0310223 | val_loss: 0.0312609 | Time: 1320.09 ms [2021-09-16 21:48:47 main:574] : INFO : Epoch 1960 | loss: 0.0310218 | val_loss: 0.0312664 | Time: 1313.83 ms [2021-09-16 21:48:48 main:574] : INFO : Epoch 1961 | loss: 0.0310188 | val_loss: 0.031262 | Time: 1293.03 ms [2021-09-16 21:48:50 main:574] : INFO : Epoch 1962 | loss: 0.0310174 | val_loss: 0.0312486 | Time: 1313.58 ms [2021-09-16 21:48:51 main:574] : INFO : Epoch 1963 | loss: 0.0310206 | val_loss: 0.031267 | Time: 1313.65 ms [2021-09-16 21:48:52 main:574] : INFO : Epoch 1964 | loss: 0.0310186 | val_loss: 0.0312731 | Time: 1345.01 ms [2021-09-16 21:48:54 main:574] : INFO : Epoch 1965 | loss: 0.0310188 | val_loss: 0.0312733 | Time: 1311.06 ms [2021-09-16 21:48:55 main:574] : INFO : Epoch 1966 | loss: 0.0310143 | val_loss: 0.0312769 | Time: 1285.98 ms [2021-09-16 21:48:56 main:574] : INFO : Epoch 1967 | loss: 0.0310175 | val_loss: 0.0312587 | Time: 1328.58 ms [2021-09-16 21:48:58 main:574] : INFO : Epoch 1968 | loss: 0.0310188 | val_loss: 0.0312654 | Time: 1341.39 ms [2021-09-16 21:48:59 main:574] : INFO : Epoch 1969 | loss: 0.0310199 | val_loss: 0.031273 | Time: 1292.52 ms [2021-09-16 21:49:00 main:574] : INFO : Epoch 1970 | loss: 0.0310184 | val_loss: 0.0312696 | Time: 1376.02 ms [2021-09-16 21:49:02 main:574] : INFO : Epoch 1971 | loss: 0.031017 | val_loss: 0.0312806 | Time: 1376.27 ms [2021-09-16 21:49:03 main:574] : INFO : Epoch 1972 | loss: 0.0310259 | val_loss: 0.0312614 | Time: 1342.86 ms [2021-09-16 21:49:04 main:574] : INFO : Epoch 1973 | loss: 0.0310252 | val_loss: 0.0312641 | Time: 1384.32 ms [2021-09-16 21:49:06 main:574] : INFO : Epoch 1974 | loss: 0.0310215 | val_loss: 0.0312631 | Time: 1324.8 ms [2021-09-16 21:49:07 main:574] : INFO : Epoch 1975 | loss: 0.0310177 | val_loss: 0.031259 | Time: 1320.68 ms [2021-09-16 21:49:08 main:574] : INFO : Epoch 1976 | loss: 0.0310162 | val_loss: 0.0312703 | Time: 1307.31 ms [2021-09-16 21:49:10 main:574] : INFO : Epoch 1977 | loss: 0.031016 | val_loss: 0.0312694 | Time: 1313.37 ms [2021-09-16 21:49:11 main:574] : INFO : Epoch 1978 | loss: 0.0310296 | val_loss: 0.0312775 | Time: 1313.39 ms [2021-09-16 21:49:12 main:574] : INFO : Epoch 1979 | loss: 0.0310273 | val_loss: 0.0312695 | Time: 1308.6 ms [2021-09-16 21:49:14 main:574] : INFO : Epoch 1980 | loss: 0.0310307 | val_loss: 0.0312485 | Time: 1325.53 ms [2021-09-16 21:49:15 main:574] : INFO : Epoch 1981 | loss: 0.0310196 | val_loss: 0.0312711 | Time: 1290.81 ms [2021-09-16 21:49:16 main:574] : INFO : Epoch 1982 | loss: 0.0310121 | val_loss: 0.0312657 | Time: 1298.79 ms [2021-09-16 21:49:18 main:574] : INFO : Epoch 1983 | loss: 0.0310294 | val_loss: 0.0312587 | Time: 1286.23 ms [2021-09-16 21:49:19 main:574] : INFO : Epoch 1984 | loss: 0.0310167 | val_loss: 0.0312579 | Time: 1335 ms [2021-09-16 21:49:20 main:574] : INFO : Epoch 1985 | loss: 0.0310133 | val_loss: 0.0312701 | Time: 1340.44 ms [2021-09-16 21:49:22 main:574] : INFO : Epoch 1986 | loss: 0.0310137 | val_loss: 0.0312567 | Time: 1404.76 ms [2021-09-16 21:49:23 main:574] : INFO : Epoch 1987 | loss: 0.0310181 | val_loss: 0.0312553 | Time: 1351.16 ms [2021-09-16 21:49:24 main:574] : INFO : Epoch 1988 | loss: 0.0310126 | val_loss: 0.031262 | Time: 1320.8 ms [2021-09-16 21:49:26 main:574] : INFO : Epoch 1989 | loss: 0.0310225 | val_loss: 0.0312588 | Time: 1314.42 ms [2021-09-16 21:49:27 main:574] : INFO : Epoch 1990 | loss: 0.0310136 | val_loss: 0.0312649 | Time: 1360.72 ms [2021-09-16 21:49:28 main:574] : INFO : Epoch 1991 | loss: 0.0310181 | val_loss: 0.0312682 | Time: 1339.31 ms [2021-09-16 21:49:30 main:574] : INFO : Epoch 1992 | loss: 0.0310132 | val_loss: 0.0312565 | Time: 1346.47 ms [2021-09-16 21:49:31 main:574] : INFO : Epoch 1993 | loss: 0.0310149 | val_loss: 0.0312776 | Time: 1319.72 ms [2021-09-16 21:49:32 main:574] : INFO : Epoch 1994 | loss: 0.0310155 | val_loss: 0.0312758 | Time: 1339.58 ms [2021-09-16 21:49:34 main:574] : INFO : Epoch 1995 | loss: 0.0310088 | val_loss: 0.0312754 | Time: 1377.15 ms [2021-09-16 21:49:35 main:574] : INFO : Epoch 1996 | loss: 0.0310187 | val_loss: 0.031282 | Time: 1345.34 ms [2021-09-16 21:49:36 main:574] : INFO : Epoch 1997 | loss: 0.031017 | val_loss: 0.0312803 | Time: 1314.37 ms [2021-09-16 21:49:38 main:574] : INFO : Epoch 1998 | loss: 0.0310288 | val_loss: 0.0312826 | Time: 1304.92 ms [2021-09-16 21:49:39 main:574] : INFO : Epoch 1999 | loss: 0.0310331 | val_loss: 0.0312834 | Time: 1346.07 ms [2021-09-16 21:49:40 main:574] : INFO : Epoch 2000 | loss: 0.0310222 | val_loss: 0.031258 | Time: 1305.97 ms [2021-09-16 21:49:42 main:574] : INFO : Epoch 2001 | loss: 0.0310143 | val_loss: 0.0312702 | Time: 1317.27 ms [2021-09-16 21:49:43 main:574] : INFO : Epoch 2002 | loss: 0.0310139 | val_loss: 0.0312562 | Time: 1268.98 ms [2021-09-16 21:49:44 main:574] : INFO : Epoch 2003 | loss: 0.0310147 | val_loss: 0.031268 | Time: 1311.67 ms [2021-09-16 21:49:46 main:574] : INFO : Epoch 2004 | loss: 0.0310234 | val_loss: 0.0312722 | Time: 1318.68 ms [2021-09-16 21:49:47 main:574] : INFO : Epoch 2005 | loss: 0.0310187 | val_loss: 0.0312766 | Time: 1314.13 ms [2021-09-16 21:49:48 main:574] : INFO : Epoch 2006 | loss: 0.0310177 | val_loss: 0.0312724 | Time: 1328.21 ms [2021-09-16 21:49:50 main:574] : INFO : Epoch 2007 | loss: 0.0310264 | val_loss: 0.0312814 | Time: 1464.18 ms [2021-09-16 21:49:51 main:574] : INFO : Epoch 2008 | loss: 0.0310342 | val_loss: 0.0312533 | Time: 1320.51 ms [2021-09-16 21:49:52 main:574] : INFO : Epoch 2009 | loss: 0.03104 | val_loss: 0.0312691 | Time: 1282.82 ms [2021-09-16 21:49:54 main:574] : INFO : Epoch 2010 | loss: 0.0310316 | val_loss: 0.0312748 | Time: 1341.74 ms [2021-09-16 21:49:55 main:574] : INFO : Epoch 2011 | loss: 0.0310192 | val_loss: 0.0312486 | Time: 1307.2 ms [2021-09-16 21:49:56 main:574] : INFO : Epoch 2012 | loss: 0.0310311 | val_loss: 0.0312609 | Time: 1316.94 ms [2021-09-16 21:49:58 main:574] : INFO : Epoch 2013 | loss: 0.0310197 | val_loss: 0.0312493 | Time: 1334.82 ms [2021-09-16 21:49:59 main:574] : INFO : Epoch 2014 | loss: 0.0310151 | val_loss: 0.0312723 | Time: 1418.59 ms [2021-09-16 21:50:00 main:574] : INFO : Epoch 2015 | loss: 0.0310109 | val_loss: 0.0312631 | Time: 1376.34 ms [2021-09-16 21:50:02 main:574] : INFO : Epoch 2016 | loss: 0.0310118 | val_loss: 0.0312672 | Time: 1367.38 ms [2021-09-16 21:50:03 main:574] : INFO : Epoch 2017 | loss: 0.0310205 | val_loss: 0.0312459 | Time: 1356.81 ms [2021-09-16 21:50:05 main:574] : INFO : Epoch 2018 | loss: 0.0310217 | val_loss: 0.0312768 | Time: 1367.38 ms [2021-09-16 21:50:06 main:574] : INFO : Epoch 2019 | loss: 0.0310136 | val_loss: 0.0312598 | Time: 1347.77 ms [2021-09-16 21:50:07 main:574] : INFO : Epoch 2020 | loss: 0.0310121 | val_loss: 0.031268 | Time: 1294.64 ms [2021-09-16 21:50:09 main:574] : INFO : Epoch 2021 | loss: 0.031015 | val_loss: 0.0312623 | Time: 1317.55 ms [2021-09-16 21:50:10 main:574] : INFO : Epoch 2022 | loss: 0.0310194 | val_loss: 0.0312619 | Time: 1357.14 ms [2021-09-16 21:50:11 main:574] : INFO : Epoch 2023 | loss: 0.0310203 | val_loss: 0.0312336 | Time: 1347.83 ms [2021-09-16 21:50:13 main:574] : INFO : Epoch 2024 | loss: 0.0310397 | val_loss: 0.0312395 | Time: 1303.55 ms [2021-09-16 21:50:14 main:574] : INFO : Epoch 2025 | loss: 0.0310318 | val_loss: 0.0312479 | Time: 1305.34 ms [2021-09-16 21:50:15 main:574] : INFO : Epoch 2026 | loss: 0.0310207 | val_loss: 0.0312941 | Time: 1327.34 ms [2021-09-16 21:50:17 main:574] : INFO : Epoch 2027 | loss: 0.0310131 | val_loss: 0.031238 | Time: 1345.73 ms [2021-09-16 21:50:18 main:574] : INFO : Epoch 2028 | loss: 0.031022 | val_loss: 0.0312459 | Time: 1314.15 ms [2021-09-16 21:50:19 main:574] : INFO : Epoch 2029 | loss: 0.0310372 | val_loss: 0.0312492 | Time: 1362.8 ms [2021-09-16 21:50:21 main:574] : INFO : Epoch 2030 | loss: 0.0310319 | val_loss: 0.0312574 | Time: 1381.65 ms [2021-09-16 21:50:22 main:574] : INFO : Epoch 2031 | loss: 0.0310265 | val_loss: 0.0312617 | Time: 1332.94 ms [2021-09-16 21:50:23 main:574] : INFO : Epoch 2032 | loss: 0.031013 | val_loss: 0.0312512 | Time: 1374.96 ms [2021-09-16 21:50:25 main:574] : INFO : Epoch 2033 | loss: 0.0310139 | val_loss: 0.0312555 | Time: 1405.3 ms [2021-09-16 21:50:26 main:574] : INFO : Epoch 2034 | loss: 0.0310229 | val_loss: 0.031257 | Time: 1447.08 ms [2021-09-16 21:50:28 main:574] : INFO : Epoch 2035 | loss: 0.0310193 | val_loss: 0.0312668 | Time: 1401.58 ms [2021-09-16 21:50:29 main:574] : INFO : Epoch 2036 | loss: 0.0310212 | val_loss: 0.0312808 | Time: 1460.19 ms [2021-09-16 21:50:31 main:574] : INFO : Epoch 2037 | loss: 0.0310246 | val_loss: 0.031289 | Time: 1510.29 ms [2021-09-16 21:50:32 main:574] : INFO : Epoch 2038 | loss: 0.0310252 | val_loss: 0.0312702 | Time: 1480.08 ms [2021-09-16 21:50:33 main:574] : INFO : Epoch 2039 | loss: 0.0310204 | val_loss: 0.031288 | Time: 1478.75 ms [2021-09-16 21:50:35 main:574] : INFO : Epoch 2040 | loss: 0.0310166 | val_loss: 0.0312634 | Time: 1463.84 ms [2021-09-16 21:50:36 main:574] : INFO : Epoch 2041 | loss: 0.0310181 | val_loss: 0.0312632 | Time: 1441.61 ms [2021-09-16 21:50:38 main:574] : INFO : Epoch 2042 | loss: 0.0310253 | val_loss: 0.0312629 | Time: 1472.97 ms [2021-09-16 21:50:39 main:574] : INFO : Epoch 2043 | loss: 0.0310172 | val_loss: 0.0312732 | Time: 1407.43 ms [2021-09-16 21:50:41 main:574] : INFO : Epoch 2044 | loss: 0.0310184 | val_loss: 0.0312705 | Time: 1431.5 ms [2021-09-16 21:50:42 main:574] : INFO : Epoch 2045 | loss: 0.0310149 | val_loss: 0.0312775 | Time: 1455.73 ms [2021-09-16 21:50:44 main:574] : INFO : Epoch 2046 | loss: 0.0310157 | val_loss: 0.0312616 | Time: 1440.41 ms [2021-09-16 21:50:45 main:574] : INFO : Epoch 2047 | loss: 0.0310199 | val_loss: 0.0312557 | Time: 1446.59 ms [2021-09-16 21:50:47 main:574] : INFO : Epoch 2048 | loss: 0.0310188 | val_loss: 0.0312812 | Time: 1444.27 ms [2021-09-16 21:50:47 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312812 [2021-09-16 21:50:47 main:603] : INFO : Saving end state to config to file [2021-09-16 21:50:47 main:608] : INFO : Success, exiting.. 21:50:47 (13744): 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)