| Name | ParityModified-1611722028-479-2_0 |
| Workunit | 2054477 |
| Created | 31 Jan 2021, 22:25:17 UTC |
| Sent | 1 Feb 2021, 8:02:29 UTC |
| Report deadline | 8 Feb 2021, 8:02:29 UTC |
| Received | 1 Feb 2021, 11:15:25 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8079 |
| Run time | 48 min 17 sec |
| CPU time | 46 min 59 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 10,956.74 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.39 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 7.38 ms [2021-02-01 11:51:31 main:574] : INFO : Epoch 1685 | loss: 0.0311245 | val_loss: 0.0311378 | Time: 11391.9 ms [2021-02-01 11:51:33 main:574] : INFO : Epoch 1686 | loss: 0.0311267 | val_loss: 0.0311483 | Time: 1441.78 ms [2021-02-01 11:51:34 main:574] : INFO : Epoch 1687 | loss: 0.0311257 | val_loss: 0.0311384 | Time: 1291.67 ms [2021-02-01 11:51:36 main:574] : INFO : Epoch 1688 | loss: 0.0311235 | val_loss: 0.0311416 | Time: 1348.34 ms [2021-02-01 11:51:37 main:574] : INFO : Epoch 1689 | loss: 0.0311233 | val_loss: 0.0311341 | Time: 1394.64 ms [2021-02-01 11:51:38 main:574] : INFO : Epoch 1690 | loss: 0.0311214 | val_loss: 0.0311543 | Time: 1258.62 ms [2021-02-01 11:51:40 main:574] : INFO : Epoch 1691 | loss: 0.0311295 | val_loss: 0.0311368 | Time: 1370.51 ms [2021-02-01 11:51:41 main:574] : INFO : Epoch 1692 | loss: 0.0311225 | val_loss: 0.0311373 | Time: 1408.11 ms [2021-02-01 11:51:42 main:574] : INFO : Epoch 1693 | loss: 0.0311225 | val_loss: 0.0311394 | Time: 1248.36 ms [2021-02-01 11:51:44 main:574] : INFO : Epoch 1694 | loss: 0.0311248 | val_loss: 0.0311357 | Time: 1406.16 ms [2021-02-01 11:51:45 main:574] : INFO : Epoch 1695 | loss: 0.0311233 | val_loss: 0.0311506 | Time: 1384.99 ms [2021-02-01 11:51:46 main:574] : INFO : Epoch 1696 | loss: 0.0311258 | val_loss: 0.0311508 | Time: 1254.55 ms [2021-02-01 11:51:48 main:574] : INFO : Epoch 1697 | loss: 0.031131 | val_loss: 0.0311362 | Time: 1376.81 ms [2021-02-01 11:51:49 main:574] : INFO : Epoch 1698 | loss: 0.031121 | val_loss: 0.0311378 | Time: 1433.74 ms [2021-02-01 11:51:50 main:574] : INFO : Epoch 1699 | loss: 0.03112 | val_loss: 0.0311374 | Time: 1198.92 ms [2021-02-01 11:51:52 main:574] : INFO : Epoch 1700 | loss: 0.0311188 | val_loss: 0.0311395 | Time: 1355.58 ms [2021-02-01 11:51:53 main:574] : INFO : Epoch 1701 | loss: 0.0311182 | val_loss: 0.031139 | Time: 1413.95 ms [2021-02-01 11:51:54 main:574] : INFO : Epoch 1702 | loss: 0.0311184 | val_loss: 0.0311409 | Time: 1258.36 ms [2021-02-01 11:51:56 main:574] : INFO : Epoch 1703 | loss: 0.0311201 | val_loss: 0.0311394 | Time: 1342.45 ms [2021-02-01 11:51:57 main:574] : INFO : Epoch 1704 | loss: 0.0311169 | val_loss: 0.0311361 | Time: 1436.38 ms [2021-02-01 11:51:58 main:574] : INFO : Epoch 1705 | loss: 0.0311167 | val_loss: 0.0311398 | Time: 1261.38 ms [2021-02-01 11:52:00 main:574] : INFO : Epoch 1706 | loss: 0.0311175 | val_loss: 0.0311426 | Time: 1516.41 ms [2021-02-01 11:52:01 main:574] : INFO : Epoch 1707 | loss: 0.0311217 | val_loss: 0.0311389 | Time: 1324.06 ms [2021-02-01 11:52:03 main:574] : INFO : Epoch 1708 | loss: 0.0311232 | val_loss: 0.031136 | Time: 1242.12 ms [2021-02-01 11:52:04 main:574] : INFO : Epoch 1709 | loss: 0.0311238 | val_loss: 0.0311338 | Time: 1590.45 ms [2021-02-01 11:52:06 main:574] : INFO : Epoch 1710 | loss: 0.0311212 | val_loss: 0.0311362 | Time: 2185.38 ms [2021-02-01 11:52:08 main:574] : INFO : Epoch 1711 | loss: 0.0311213 | val_loss: 0.0311368 | Time: 1401.29 ms [2021-02-01 11:52:09 main:574] : INFO : Epoch 1712 | loss: 0.0311186 | val_loss: 0.0311343 | Time: 1438.21 ms [2021-02-01 11:52:10 main:574] : INFO : Epoch 1713 | loss: 0.0311167 | val_loss: 0.031135 | Time: 1279.18 ms [2021-02-01 11:52:12 main:574] : INFO : Epoch 1714 | loss: 0.0311174 | val_loss: 0.031135 | Time: 1514.62 ms [2021-02-01 11:52:13 main:574] : INFO : Epoch 1715 | loss: 0.0311176 | val_loss: 0.031137 | Time: 1349.94 ms [2021-02-01 11:52:15 main:574] : INFO : Epoch 1716 | loss: 0.0311166 | val_loss: 0.0311357 | Time: 1267.65 ms [2021-02-01 11:52:16 main:574] : INFO : Epoch 1717 | loss: 0.0311193 | val_loss: 0.0311408 | Time: 1577.82 ms [2021-02-01 11:52:18 main:574] : INFO : Epoch 1718 | loss: 0.0311207 | val_loss: 0.0311365 | Time: 1273.6 ms [2021-02-01 11:52:19 main:574] : INFO : Epoch 1719 | loss: 0.031119 | val_loss: 0.0311375 | Time: 1240.71 ms [2021-02-01 11:52:20 main:574] : INFO : Epoch 1720 | loss: 0.0311198 | val_loss: 0.0311423 | Time: 1619.11 ms [2021-02-01 11:52:22 main:574] : INFO : Epoch 1721 | loss: 0.0311212 | val_loss: 0.0311399 | Time: 1258.19 ms [2021-02-01 11:52:23 main:574] : INFO : Epoch 1722 | loss: 0.0311228 | val_loss: 0.0311501 | Time: 1337.53 ms [2021-02-01 11:52:25 main:574] : INFO : Epoch 1723 | loss: 0.0311215 | val_loss: 0.0311352 | Time: 1629.77 ms [2021-02-01 11:52:26 main:574] : INFO : Epoch 1724 | loss: 0.0311171 | val_loss: 0.0311404 | Time: 1337.56 ms [2021-02-01 11:52:27 main:574] : INFO : Epoch 1725 | loss: 0.0311212 | val_loss: 0.0311584 | Time: 1308.51 ms [2021-02-01 11:52:29 main:574] : INFO : Epoch 1726 | loss: 0.0311228 | val_loss: 0.0311372 | Time: 1607.12 ms [2021-02-01 11:52:30 main:574] : INFO : Epoch 1727 | loss: 0.0311175 | val_loss: 0.0311379 | Time: 1342.23 ms [2021-02-01 11:52:32 main:574] : INFO : Epoch 1728 | loss: 0.0311166 | val_loss: 0.0311399 | Time: 1461.85 ms [2021-02-01 11:52:33 main:574] : INFO : Epoch 1729 | loss: 0.0311188 | val_loss: 0.0311394 | Time: 1457.27 ms [2021-02-01 11:52:34 main:574] : INFO : Epoch 1730 | loss: 0.0311185 | val_loss: 0.0311471 | Time: 1284.83 ms [2021-02-01 11:52:36 main:574] : INFO : Epoch 1731 | loss: 0.0311228 | val_loss: 0.0311531 | Time: 1461.01 ms [2021-02-01 11:52:37 main:574] : INFO : Epoch 1732 | loss: 0.031121 | val_loss: 0.031143 | Time: 1429.8 ms [2021-02-01 11:52:39 main:574] : INFO : Epoch 1733 | loss: 0.0311177 | val_loss: 0.031141 | Time: 1325.2 ms [2021-02-01 11:52:40 main:574] : INFO : Epoch 1734 | loss: 0.0311185 | val_loss: 0.0311415 | Time: 1597.87 ms [2021-02-01 11:52:42 main:574] : INFO : Epoch 1735 | loss: 0.03112 | val_loss: 0.0311401 | Time: 1291.56 ms [2021-02-01 11:52:43 main:574] : INFO : Epoch 1736 | loss: 0.0311243 | val_loss: 0.0311383 | Time: 1283.52 ms [2021-02-01 11:52:45 main:574] : INFO : Epoch 1737 | loss: 0.0311264 | val_loss: 0.0311403 | Time: 1604.55 ms [2021-02-01 11:52:46 main:574] : INFO : Epoch 1738 | loss: 0.0311203 | val_loss: 0.0311391 | Time: 1381.14 ms [2021-02-01 11:52:47 main:574] : INFO : Epoch 1739 | loss: 0.0311237 | val_loss: 0.0311392 | Time: 1252.26 ms [2021-02-01 11:52:49 main:574] : INFO : Epoch 1740 | loss: 0.0311233 | val_loss: 0.0311372 | Time: 1565.94 ms [2021-02-01 11:52:50 main:574] : INFO : Epoch 1741 | loss: 0.03112 | val_loss: 0.0311384 | Time: 1377.87 ms [2021-02-01 11:52:52 main:574] : INFO : Epoch 1742 | loss: 0.0311176 | val_loss: 0.0311377 | Time: 1402.13 ms [2021-02-01 11:52:53 main:574] : INFO : Epoch 1743 | loss: 0.0311183 | val_loss: 0.0311455 | Time: 1707.14 ms [2021-02-01 11:52:55 main:574] : INFO : Epoch 1744 | loss: 0.0311181 | val_loss: 0.0311403 | Time: 1433.04 ms [2021-02-01 11:52:56 main:574] : INFO : Epoch 1745 | loss: 0.0311187 | val_loss: 0.0311419 | Time: 1662.69 ms [2021-02-01 11:52:58 main:574] : INFO : Epoch 1746 | loss: 0.0311231 | val_loss: 0.0311402 | Time: 1355.06 ms [2021-02-01 11:52:59 main:574] : INFO : Epoch 1747 | loss: 0.0311217 | val_loss: 0.0311471 | Time: 1428.52 ms [2021-02-01 11:53:01 main:574] : INFO : Epoch 1748 | loss: 0.0311268 | val_loss: 0.0311374 | Time: 1773.62 ms [2021-02-01 11:53:02 main:574] : INFO : Epoch 1749 | loss: 0.0311253 | val_loss: 0.0311437 | Time: 1394.81 ms [2021-02-01 11:53:04 main:574] : INFO : Epoch 1750 | loss: 0.0311263 | val_loss: 0.0311357 | Time: 1512.8 ms [2021-02-01 11:53:06 main:574] : INFO : Epoch 1751 | loss: 0.0311248 | val_loss: 0.0311446 | Time: 1660.92 ms [2021-02-01 11:53:07 main:574] : INFO : Epoch 1752 | loss: 0.031122 | val_loss: 0.0311394 | Time: 1455.63 ms [2021-02-01 11:53:09 main:574] : INFO : Epoch 1753 | loss: 0.0311197 | val_loss: 0.0311385 | Time: 1694.66 ms [2021-02-01 11:53:10 main:574] : INFO : Epoch 1754 | loss: 0.0311214 | val_loss: 0.0311399 | Time: 1405.79 ms [2021-02-01 11:53:12 main:574] : INFO : Epoch 1755 | loss: 0.0311183 | val_loss: 0.0311366 | Time: 1411.84 ms [2021-02-01 11:53:13 main:574] : INFO : Epoch 1756 | loss: 0.0311188 | val_loss: 0.0311327 | Time: 1732.52 ms [2021-02-01 11:53:15 main:574] : INFO : Epoch 1757 | loss: 0.0311174 | val_loss: 0.0311365 | Time: 1337.2 ms [2021-02-01 11:53:16 main:574] : INFO : Epoch 1758 | loss: 0.0311168 | val_loss: 0.0311362 | Time: 1463.32 ms [2021-02-01 11:53:18 main:574] : INFO : Epoch 1759 | loss: 0.031119 | val_loss: 0.031142 | Time: 1385.37 ms [2021-02-01 11:53:19 main:574] : INFO : Epoch 1760 | loss: 0.0311182 | val_loss: 0.0311394 | Time: 1267.68 ms [2021-02-01 11:53:20 main:574] : INFO : Epoch 1761 | loss: 0.0311188 | val_loss: 0.0311371 | Time: 1575.34 ms [2021-02-01 11:53:22 main:574] : INFO : Epoch 1762 | loss: 0.031119 | val_loss: 0.0311462 | Time: 1317.13 ms [2021-02-01 11:53:23 main:574] : INFO : Epoch 1763 | loss: 0.0311163 | val_loss: 0.0311367 | Time: 1312.35 ms [2021-02-01 11:53:25 main:574] : INFO : Epoch 1764 | loss: 0.0311141 | val_loss: 0.0311376 | Time: 1577.06 ms [2021-02-01 11:53:26 main:574] : INFO : Epoch 1765 | loss: 0.0311169 | val_loss: 0.031138 | Time: 1273.33 ms [2021-02-01 11:53:27 main:574] : INFO : Epoch 1766 | loss: 0.031117 | val_loss: 0.0311429 | Time: 1253.35 ms [2021-02-01 11:53:29 main:574] : INFO : Epoch 1767 | loss: 0.031123 | val_loss: 0.0311395 | Time: 1617.77 ms [2021-02-01 11:53:30 main:574] : INFO : Epoch 1768 | loss: 0.0311174 | val_loss: 0.0311391 | Time: 1295.74 ms [2021-02-01 11:53:31 main:574] : INFO : Epoch 1769 | loss: 0.0311172 | val_loss: 0.031136 | Time: 1244 ms [2021-02-01 11:53:33 main:574] : INFO : Epoch 1770 | loss: 0.0311196 | val_loss: 0.0311381 | Time: 1621.51 ms [2021-02-01 11:53:34 main:574] : INFO : Epoch 1771 | loss: 0.0311218 | val_loss: 0.0311467 | Time: 1275.44 ms [2021-02-01 11:53:36 main:574] : INFO : Epoch 1772 | loss: 0.0311199 | val_loss: 0.0311392 | Time: 1296.81 ms [2021-02-01 11:53:37 main:574] : INFO : Epoch 1773 | loss: 0.0311167 | val_loss: 0.0311374 | Time: 1646.7 ms [2021-02-01 11:53:39 main:574] : INFO : Epoch 1774 | loss: 0.0311215 | val_loss: 0.0311409 | Time: 1271.62 ms [2021-02-01 11:53:40 main:574] : INFO : Epoch 1775 | loss: 0.0311146 | val_loss: 0.0311371 | Time: 1268.73 ms [2021-02-01 11:53:41 main:574] : INFO : Epoch 1776 | loss: 0.0311163 | val_loss: 0.0311412 | Time: 1578.43 ms [2021-02-01 11:53:43 main:574] : INFO : Epoch 1777 | loss: 0.0311217 | val_loss: 0.0311451 | Time: 1359.18 ms [2021-02-01 11:53:44 main:574] : INFO : Epoch 1778 | loss: 0.0311191 | val_loss: 0.0311381 | Time: 1480.85 ms [2021-02-01 11:53:46 main:574] : INFO : Epoch 1779 | loss: 0.0311144 | val_loss: 0.0311368 | Time: 1534.25 ms [2021-02-01 11:53:47 main:574] : INFO : Epoch 1780 | loss: 0.0311143 | val_loss: 0.0311332 | Time: 1247.2 ms [2021-02-01 11:53:49 main:574] : INFO : Epoch 1781 | loss: 0.0311153 | val_loss: 0.0311365 | Time: 1553.99 ms [2021-02-01 11:53:50 main:574] : INFO : Epoch 1782 | loss: 0.0311178 | val_loss: 0.0311386 | Time: 1390.93 ms [2021-02-01 11:53:51 main:574] : INFO : Epoch 1783 | loss: 0.0311211 | val_loss: 0.0311461 | Time: 1361.64 ms [2021-02-01 11:53:53 main:574] : INFO : Epoch 1784 | loss: 0.0311143 | val_loss: 0.031137 | Time: 1650.2 ms [2021-02-01 11:53:54 main:574] : INFO : Epoch 1785 | loss: 0.0311127 | val_loss: 0.0311366 | Time: 1286.55 ms [2021-02-01 11:53:56 main:574] : INFO : Epoch 1786 | loss: 0.0311152 | val_loss: 0.0311405 | Time: 1262.93 ms [2021-02-01 11:53:57 main:574] : INFO : Epoch 1787 | loss: 0.0311151 | val_loss: 0.0311356 | Time: 1594.44 ms [2021-02-01 11:53:58 main:574] : INFO : Epoch 1788 | loss: 0.031115 | val_loss: 0.031141 | Time: 1288.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2080) [2021-02-01 11:57:07 main:435] : INFO : Set logging level to 1 [2021-02-01 11:57:07 main:441] : INFO : Running in BOINC Client mode [2021-02-01 11:57:07 main:444] : INFO : Resolving all filenames [2021-02-01 11:57:07 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-02-01 11:57:07 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611722028-479-2_0_r1902998029_1 (exists = 1) [2021-02-01 11:57:07 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611722028-479-2_0_r1902998029_0 (exists = 0) [2021-02-01 11:57:07 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611722028-479-2 (exists = 1) [2021-02-01 11:57:07 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-02-01 11:57:07 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-02-01 11:57:07 main:474] : INFO : Configuration: [2021-02-01 11:57:07 main:475] : INFO : Model type: GRU [2021-02-01 11:57:07 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-02-01 11:57:07 main:477] : INFO : Max Epochs: 2048 [2021-02-01 11:57:07 main:478] : INFO : Batch Size: 128 [2021-02-01 11:57:07 main:479] : INFO : Learning Rate: 0.01 [2021-02-01 11:57:07 main:480] : INFO : Patience: 10 [2021-02-01 11:57:07 main:481] : INFO : Hidden Width: 12 [2021-02-01 11:57:07 main:482] : INFO : # Recurrent Layers: 4 [2021-02-01 11:57:07 main:483] : INFO : # Backend Layers: 4 [2021-02-01 11:57:07 main:484] : INFO : # Threads: 1 [2021-02-01 11:57:07 main:486] : INFO : Preparing Dataset [2021-02-01 11:57:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-02-01 11:57:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-02-01 11:57:09 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-02-01 11:57:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-02-01 11:57:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-02-01 11:57:09 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-02-01 11:57:09 main:494] : INFO : Creating Model [2021-02-01 11:57:09 main:507] : INFO : Preparing config file [2021-02-01 11:57:09 main:511] : INFO : Found checkpoint, attempting to load... [2021-02-01 11:57:09 main:512] : INFO : Loading config [2021-02-01 11:57:09 main:514] : INFO : Loading state [2021-02-01 11:57:11 main:559] : INFO : Loading DataLoader into Memory [2021-02-01 11:57:11 main:562] : INFO : Starting Training [2021-02-01 11:57:12 main:574] : INFO : Epoch 1676 | loss: 0.0313513 | val_loss: 0.0312251 | Time: 1643.74 ms [2021-02-01 11:57:14 main:574] : INFO : Epoch 1677 | loss: 0.0311908 | val_loss: 0.0311582 | Time: 1581.38 ms [2021-02-01 11:57:15 main:574] : INFO : Epoch 1678 | loss: 0.0311327 | val_loss: 0.031153 | Time: 1230.96 ms [2021-02-01 11:57:16 main:574] : INFO : Epoch 1679 | loss: 0.0311275 | val_loss: 0.0311455 | Time: 1244.58 ms [2021-02-01 11:57:18 main:574] : INFO : Epoch 1680 | loss: 0.0311266 | val_loss: 0.0311437 | Time: 1589.35 ms [2021-02-01 11:57:19 main:574] : INFO : Epoch 1681 | loss: 0.0311254 | val_loss: 0.0311439 | Time: 1231.14 ms [2021-02-01 11:57:20 main:574] : INFO : Epoch 1682 | loss: 0.0311244 | val_loss: 0.0311402 | Time: 1340.6 ms [2021-02-01 11:57:22 main:574] : INFO : Epoch 1683 | loss: 0.0311234 | val_loss: 0.0311345 | Time: 1575.06 ms [2021-02-01 11:57:23 main:574] : INFO : Epoch 1684 | loss: 0.0311231 | val_loss: 0.0311373 | Time: 1220.88 ms [2021-02-01 11:57:25 main:574] : INFO : Epoch 1685 | loss: 0.0311221 | val_loss: 0.0311482 | Time: 1253.21 ms [2021-02-01 11:57:26 main:574] : INFO : Epoch 1686 | loss: 0.031122 | val_loss: 0.0311427 | Time: 1662.39 ms [2021-02-01 11:57:28 main:574] : INFO : Epoch 1687 | loss: 0.031121 | val_loss: 0.0311363 | Time: 1276.33 ms [2021-02-01 11:57:29 main:574] : INFO : Epoch 1688 | loss: 0.0311197 | val_loss: 0.0311364 | Time: 1293.41 ms [2021-02-01 11:57:30 main:574] : INFO : Epoch 1689 | loss: 0.0311211 | val_loss: 0.0311403 | Time: 1581.2 ms [2021-02-01 11:57:32 main:574] : INFO : Epoch 1690 | loss: 0.0311206 | val_loss: 0.0311391 | Time: 1262.37 ms [2021-02-01 11:57:33 main:574] : INFO : Epoch 1691 | loss: 0.0311196 | val_loss: 0.0311382 | Time: 1282.68 ms [2021-02-01 11:57:35 main:574] : INFO : Epoch 1692 | loss: 0.0311191 | val_loss: 0.031142 | Time: 1542.87 ms [2021-02-01 11:57:36 main:574] : INFO : Epoch 1693 | loss: 0.0311191 | val_loss: 0.0311448 | Time: 1293.08 ms [2021-02-01 11:57:37 main:574] : INFO : Epoch 1694 | loss: 0.0311236 | val_loss: 0.031146 | Time: 1367.01 ms [2021-02-01 11:57:39 main:574] : INFO : Epoch 1695 | loss: 0.0311186 | val_loss: 0.0311356 | Time: 1455.29 ms [2021-02-01 11:57:40 main:574] : INFO : Epoch 1696 | loss: 0.0311198 | val_loss: 0.0311369 | Time: 1239.17 ms [2021-02-01 11:57:41 main:574] : INFO : Epoch 1697 | loss: 0.0311225 | val_loss: 0.0311435 | Time: 1396.75 ms [2021-02-01 11:57:43 main:574] : INFO : Epoch 1698 | loss: 0.0311231 | val_loss: 0.0311377 | Time: 1415.62 ms [2021-02-01 11:57:44 main:574] : INFO : Epoch 1699 | loss: 0.0311241 | val_loss: 0.0311392 | Time: 1255.8 ms [2021-02-01 11:57:45 main:574] : INFO : Epoch 1700 | loss: 0.0311232 | val_loss: 0.0311381 | Time: 1435.7 ms [2021-02-01 11:57:47 main:574] : INFO : Epoch 1701 | loss: 0.0311202 | val_loss: 0.0311452 | Time: 1391.16 ms [2021-02-01 11:57:48 main:574] : INFO : Epoch 1702 | loss: 0.0311201 | val_loss: 0.031153 | Time: 1264.78 ms [2021-02-01 11:57:50 main:574] : INFO : Epoch 1703 | loss: 0.0311212 | val_loss: 0.0311395 | Time: 1447.18 ms [2021-02-01 11:57:51 main:574] : INFO : Epoch 1704 | loss: 0.0311193 | val_loss: 0.0311387 | Time: 1311.33 ms [2021-02-01 11:57:52 main:574] : INFO : Epoch 1705 | loss: 0.0311224 | val_loss: 0.0311382 | Time: 1217.75 ms [2021-02-01 11:57:54 main:574] : INFO : Epoch 1706 | loss: 0.031123 | val_loss: 0.0311361 | Time: 1426.17 ms [2021-02-01 11:57:55 main:574] : INFO : Epoch 1707 | loss: 0.0311255 | val_loss: 0.0311409 | Time: 1335.58 ms [2021-02-01 11:57:56 main:574] : INFO : Epoch 1708 | loss: 0.031125 | val_loss: 0.0311378 | Time: 1270.16 ms [2021-02-01 11:57:58 main:574] : INFO : Epoch 1709 | loss: 0.0311258 | val_loss: 0.031151 | Time: 1480.57 ms [2021-02-01 11:57:59 main:574] : INFO : Epoch 1710 | loss: 0.0311374 | val_loss: 0.0311438 | Time: 1348.86 ms [2021-02-01 11:58:00 main:574] : INFO : Epoch 1711 | loss: 0.0311319 | val_loss: 0.0311391 | Time: 1296.46 ms [2021-02-01 11:58:02 main:574] : INFO : Epoch 1712 | loss: 0.0311285 | val_loss: 0.0311453 | Time: 1553.72 ms [2021-02-01 11:58:03 main:574] : INFO : Epoch 1713 | loss: 0.031125 | val_loss: 0.0311395 | Time: 1269.81 ms [2021-02-01 11:58:04 main:574] : INFO : Epoch 1714 | loss: 0.0311258 | val_loss: 0.0311359 | Time: 1251.37 ms [2021-02-01 11:58:06 main:574] : INFO : Epoch 1715 | loss: 0.0311262 | val_loss: 0.0311407 | Time: 1590.53 ms [2021-02-01 11:58:08 main:574] : INFO : Epoch 1716 | loss: 0.0311271 | val_loss: 0.0311382 | Time: 1579.99 ms [2021-02-01 11:58:10 main:574] : INFO : Epoch 1717 | loss: 0.0311227 | val_loss: 0.0311385 | Time: 2485.2 ms [2021-02-01 11:58:11 main:574] : INFO : Epoch 1718 | loss: 0.031122 | val_loss: 0.0311408 | Time: 1255.73 ms [2021-02-01 11:58:13 main:574] : INFO : Epoch 1719 | loss: 0.0311208 | val_loss: 0.0311404 | Time: 1306.63 ms [2021-02-01 11:58:14 main:574] : INFO : Epoch 1720 | loss: 0.0311215 | val_loss: 0.0311401 | Time: 1598.58 ms [2021-02-01 11:58:16 main:574] : INFO : Epoch 1721 | loss: 0.0311205 | val_loss: 0.0311368 | Time: 1270.76 ms [2021-02-01 11:58:17 main:574] : INFO : Epoch 1722 | loss: 0.0311189 | val_loss: 0.0311392 | Time: 1272.17 ms [2021-02-01 11:58:18 main:574] : INFO : Epoch 1723 | loss: 0.0311195 | val_loss: 0.0311451 | Time: 1566.81 ms [2021-02-01 11:58:20 main:574] : INFO : Epoch 1724 | loss: 0.0311249 | val_loss: 0.0311387 | Time: 1281.9 ms [2021-02-01 11:58:21 main:574] : INFO : Epoch 1725 | loss: 0.0311183 | val_loss: 0.0311418 | Time: 1281.52 ms [2021-02-01 11:58:23 main:574] : INFO : Epoch 1726 | loss: 0.0311171 | val_loss: 0.0311438 | Time: 1618.71 ms [2021-02-01 11:58:24 main:574] : INFO : Epoch 1727 | loss: 0.031119 | val_loss: 0.0311381 | Time: 1346.63 ms [2021-02-01 11:58:25 main:574] : INFO : Epoch 1728 | loss: 0.0311219 | val_loss: 0.0311407 | Time: 1355.32 ms [2021-02-01 11:58:27 main:574] : INFO : Epoch 1729 | loss: 0.0311213 | val_loss: 0.0311379 | Time: 1519.55 ms [2021-02-01 11:58:28 main:574] : INFO : Epoch 1730 | loss: 0.0311202 | val_loss: 0.0311435 | Time: 1251.75 ms [2021-02-01 11:58:30 main:574] : INFO : Epoch 1731 | loss: 0.0311204 | val_loss: 0.0311412 | Time: 1479.47 ms [2021-02-01 11:58:31 main:574] : INFO : Epoch 1732 | loss: 0.0311193 | val_loss: 0.031139 | Time: 1419.61 ms [2021-02-01 11:58:32 main:574] : INFO : Epoch 1733 | loss: 0.0311177 | val_loss: 0.0311404 | Time: 1269.58 ms [2021-02-01 11:58:34 main:574] : INFO : Epoch 1734 | loss: 0.0311186 | val_loss: 0.0311493 | Time: 1503.22 ms [2021-02-01 11:58:35 main:574] : INFO : Epoch 1735 | loss: 0.0311221 | val_loss: 0.0311394 | Time: 1460.35 ms [2021-02-01 11:58:37 main:574] : INFO : Epoch 1736 | loss: 0.0311218 | val_loss: 0.0311429 | Time: 1278.91 ms [2021-02-01 11:58:38 main:574] : INFO : Epoch 1737 | loss: 0.0311193 | val_loss: 0.0311458 | Time: 1662.86 ms [2021-02-01 11:58:39 main:574] : INFO : Epoch 1738 | loss: 0.0311187 | val_loss: 0.03114 | Time: 1259.03 ms [2021-02-01 11:58:41 main:574] : INFO : Epoch 1739 | loss: 0.0311182 | val_loss: 0.0311414 | Time: 1238.62 ms [2021-02-01 11:58:42 main:574] : INFO : Epoch 1740 | loss: 0.0311164 | val_loss: 0.0311453 | Time: 1601.72 ms [2021-02-01 11:58:44 main:574] : INFO : Epoch 1741 | loss: 0.0311193 | val_loss: 0.0311474 | Time: 1272.88 ms [2021-02-01 11:58:45 main:574] : INFO : Epoch 1742 | loss: 0.031122 | val_loss: 0.0311433 | Time: 1305.81 ms [2021-02-01 11:58:47 main:574] : INFO : Epoch 1743 | loss: 0.0311183 | val_loss: 0.0311442 | Time: 1551.61 ms [2021-02-01 11:58:48 main:574] : INFO : Epoch 1744 | loss: 0.0311154 | val_loss: 0.0311426 | Time: 1277.18 ms [2021-02-01 11:58:49 main:574] : INFO : Epoch 1745 | loss: 0.0311166 | val_loss: 0.0311438 | Time: 1328.74 ms [2021-02-01 11:58:51 main:574] : INFO : Epoch 1746 | loss: 0.0311161 | val_loss: 0.0311417 | Time: 1806.47 ms [2021-02-01 11:58:52 main:574] : INFO : Epoch 1747 | loss: 0.031124 | val_loss: 0.0311503 | Time: 1333.91 ms [2021-02-01 11:58:54 main:574] : INFO : Epoch 1748 | loss: 0.031131 | val_loss: 0.0311441 | Time: 1537.49 ms [2021-02-01 11:58:55 main:574] : INFO : Epoch 1749 | loss: 0.0311244 | val_loss: 0.0311387 | Time: 1422.11 ms [2021-02-01 11:58:57 main:574] : INFO : Epoch 1750 | loss: 0.0311229 | val_loss: 0.0311367 | Time: 1294.56 ms [2021-02-01 11:58:58 main:574] : INFO : Epoch 1751 | loss: 0.0311209 | val_loss: 0.0311399 | Time: 1605.28 ms [2021-02-01 11:59:00 main:574] : INFO : Epoch 1752 | loss: 0.0311181 | val_loss: 0.0311425 | Time: 1414.52 ms [2021-02-01 11:59:01 main:574] : INFO : Epoch 1753 | loss: 0.0311199 | val_loss: 0.0311413 | Time: 1281.7 ms [2021-02-01 11:59:02 main:574] : INFO : Epoch 1754 | loss: 0.0311212 | val_loss: 0.0311385 | Time: 1594.52 ms [2021-02-01 11:59:04 main:574] : INFO : Epoch 1755 | loss: 0.0311176 | val_loss: 0.0311384 | Time: 1268.21 ms [2021-02-01 11:59:05 main:574] : INFO : Epoch 1756 | loss: 0.0311228 | val_loss: 0.0311461 | Time: 1268.14 ms [2021-02-01 11:59:07 main:574] : INFO : Epoch 1757 | loss: 0.0311195 | val_loss: 0.0311431 | Time: 1617.61 ms [2021-02-01 11:59:08 main:574] : INFO : Epoch 1758 | loss: 0.0311197 | val_loss: 0.0311469 | Time: 1267.83 ms [2021-02-01 11:59:10 main:574] : INFO : Epoch 1759 | loss: 0.0311215 | val_loss: 0.0311389 | Time: 1910.9 ms [2021-02-01 11:59:11 main:574] : INFO : Epoch 1760 | loss: 0.0311174 | val_loss: 0.0311402 | Time: 1366.13 ms [2021-02-01 11:59:12 main:574] : INFO : Epoch 1761 | loss: 0.0311164 | val_loss: 0.0311414 | Time: 1252.31 ms [2021-02-01 11:59:14 main:574] : INFO : Epoch 1762 | loss: 0.0311179 | val_loss: 0.0311425 | Time: 1482.29 ms [2021-02-01 11:59:15 main:574] : INFO : Epoch 1763 | loss: 0.0311165 | val_loss: 0.0311499 | Time: 1361.21 ms [2021-02-01 11:59:17 main:574] : INFO : Epoch 1764 | loss: 0.0311192 | val_loss: 0.0311422 | Time: 1296.76 ms [2021-02-01 11:59:18 main:574] : INFO : Epoch 1765 | loss: 0.0311172 | val_loss: 0.0311486 | Time: 1600.67 ms [2021-02-01 11:59:20 main:574] : INFO : Epoch 1766 | loss: 0.03112 | val_loss: 0.0311418 | Time: 1262.7 ms [2021-02-01 11:59:21 main:574] : INFO : Epoch 1767 | loss: 0.0311207 | val_loss: 0.0311401 | Time: 1291.73 ms [2021-02-01 11:59:22 main:574] : INFO : Epoch 1768 | loss: 0.0311215 | val_loss: 0.0311378 | Time: 1646.85 ms [2021-02-01 11:59:24 main:574] : INFO : Epoch 1769 | loss: 0.0311211 | val_loss: 0.0311473 | Time: 1301.06 ms [2021-02-01 11:59:25 main:574] : INFO : Epoch 1770 | loss: 0.031121 | val_loss: 0.0311362 | Time: 1303.75 ms [2021-02-01 11:59:27 main:574] : INFO : Epoch 1771 | loss: 0.0311208 | val_loss: 0.0311393 | Time: 1619.81 ms [2021-02-01 11:59:28 main:574] : INFO : Epoch 1772 | loss: 0.0311178 | val_loss: 0.0311401 | Time: 1444.2 ms [2021-02-01 11:59:30 main:574] : INFO : Epoch 1773 | loss: 0.0311192 | val_loss: 0.0311383 | Time: 1410.11 ms [2021-02-01 11:59:31 main:574] : INFO : Epoch 1774 | loss: 0.0311177 | val_loss: 0.0311388 | Time: 1528.95 ms [2021-02-01 11:59:32 main:574] : INFO : Epoch 1775 | loss: 0.0311183 | val_loss: 0.0311394 | Time: 1263.02 ms [2021-02-01 11:59:34 main:574] : INFO : Epoch 1776 | loss: 0.0311175 | val_loss: 0.0311379 | Time: 1428.23 ms [2021-02-01 11:59:35 main:574] : INFO : Epoch 1777 | loss: 0.0311178 | val_loss: 0.0311401 | Time: 1426.07 ms [2021-02-01 11:59:37 main:574] : INFO : Epoch 1778 | loss: 0.0311169 | val_loss: 0.031138 | Time: 1305.3 ms [2021-02-01 11:59:38 main:574] : INFO : Epoch 1779 | loss: 0.0311151 | val_loss: 0.0311385 | Time: 1473.9 ms [2021-02-01 11:59:40 main:574] : INFO : Epoch 1780 | loss: 0.0311158 | val_loss: 0.0311402 | Time: 1431.65 ms [2021-02-01 11:59:41 main:574] : INFO : Epoch 1781 | loss: 0.0311154 | val_loss: 0.0311388 | Time: 1401.64 ms [2021-02-01 11:59:43 main:574] : INFO : Epoch 1782 | loss: 0.0311187 | val_loss: 0.0311363 | Time: 1759.74 ms [2021-02-01 11:59:44 main:574] : INFO : Epoch 1783 | loss: 0.0311192 | val_loss: 0.0311424 | Time: 1394.67 ms [2021-02-01 11:59:46 main:574] : INFO : Epoch 1784 | loss: 0.0311179 | val_loss: 0.0311444 | Time: 1425.13 ms [2021-02-01 11:59:47 main:574] : INFO : Epoch 1785 | loss: 0.0311155 | val_loss: 0.0311475 | Time: 1647.87 ms [2021-02-01 11:59:49 main:574] : INFO : Epoch 1786 | loss: 0.0311182 | val_loss: 0.0311386 | Time: 1447.89 ms [2021-02-01 11:59:50 main:574] : INFO : Epoch 1787 | loss: 0.0311175 | val_loss: 0.0311414 | Time: 1747.88 ms [2021-02-01 11:59:52 main:574] : INFO : Epoch 1788 | loss: 0.0311197 | val_loss: 0.0311376 | Time: 1402.55 ms [2021-02-01 11:59:53 main:574] : INFO : Epoch 1789 | loss: 0.031127 | val_loss: 0.0311542 | Time: 1411.92 ms [2021-02-01 11:59:55 main:574] : INFO : Epoch 1790 | loss: 0.031137 | val_loss: 0.0311501 | Time: 1748.4 ms [2021-02-01 11:59:56 main:574] : INFO : Epoch 1791 | loss: 0.0311429 | val_loss: 0.0311518 | Time: 1451.61 ms [2021-02-01 11:59:58 main:574] : INFO : Epoch 1792 | loss: 0.0311355 | val_loss: 0.0311484 | Time: 1610.03 ms [2021-02-01 12:00:00 main:574] : INFO : Epoch 1793 | loss: 0.0311278 | val_loss: 0.0311519 | Time: 1452.66 ms [2021-02-01 12:00:01 main:574] : INFO : Epoch 1794 | loss: 0.0311269 | val_loss: 0.0311575 | Time: 1304.37 ms [2021-02-01 12:00:03 main:574] : INFO : Epoch 1795 | loss: 0.0311237 | val_loss: 0.0311504 | Time: 1626.72 ms [2021-02-01 12:00:04 main:574] : INFO : Epoch 1796 | loss: 0.0311229 | val_loss: 0.0311418 | Time: 1338.51 ms [2021-02-01 12:00:05 main:574] : INFO : Epoch 1797 | loss: 0.0311217 | val_loss: 0.0311374 | Time: 1224.7 ms [2021-02-01 12:00:07 main:574] : INFO : Epoch 1798 | loss: 0.0311197 | val_loss: 0.0311379 | Time: 1599.48 ms [2021-02-01 12:00:08 main:574] : INFO : Epoch 1799 | loss: 0.03112 | val_loss: 0.0311431 | Time: 1299.42 ms [2021-02-01 12:00:10 main:574] : INFO : Epoch 1800 | loss: 0.0311224 | val_loss: 0.0311398 | Time: 1706.66 ms [2021-02-01 12:00:11 main:574] : INFO : Epoch 1801 | loss: 0.031123 | val_loss: 0.0311387 | Time: 1607.52 ms [2021-02-01 12:00:13 main:574] : INFO : Epoch 1802 | loss: 0.031121 | val_loss: 0.0311409 | Time: 1273.21 ms [2021-02-01 12:00:14 main:574] : INFO : Epoch 1803 | loss: 0.0311175 | val_loss: 0.0311367 | Time: 1511.68 ms [2021-02-01 12:00:16 main:574] : INFO : Epoch 1804 | loss: 0.0311164 | val_loss: 0.0311396 | Time: 1423.34 ms [2021-02-01 12:00:17 main:574] : INFO : Epoch 1805 | loss: 0.031116 | val_loss: 0.0311413 | Time: 1295.47 ms [2021-02-01 12:00:19 main:574] : INFO : Epoch 1806 | loss: 0.0311166 | val_loss: 0.0311434 | Time: 1638.09 ms [2021-02-01 12:00:20 main:574] : INFO : Epoch 1807 | loss: 0.0311165 | val_loss: 0.0311368 | Time: 1329.27 ms [2021-02-01 12:00:21 main:574] : INFO : Epoch 1808 | loss: 0.0311152 | val_loss: 0.0311425 | Time: 1280.34 ms [2021-02-01 12:00:23 main:574] : INFO : Epoch 1809 | loss: 0.0311174 | val_loss: 0.0311394 | Time: 1651.9 ms [2021-02-01 12:00:24 main:574] : INFO : Epoch 1810 | loss: 0.0311157 | val_loss: 0.0311417 | Time: 1296.5 ms [2021-02-01 12:00:25 main:574] : INFO : Epoch 1811 | loss: 0.0311163 | val_loss: 0.0311392 | Time: 1276.66 ms [2021-02-01 12:00:27 main:574] : INFO : Epoch 1812 | loss: 0.0311166 | val_loss: 0.031145 | Time: 1617.96 ms [2021-02-01 12:00:28 main:574] : INFO : Epoch 1813 | loss: 0.0311152 | val_loss: 0.0311398 | Time: 1351.97 ms [2021-02-01 12:00:30 main:574] : INFO : Epoch 1814 | loss: 0.0311165 | val_loss: 0.0311421 | Time: 1516.4 ms [2021-02-01 12:00:32 main:574] : INFO : Epoch 1815 | loss: 0.0311182 | val_loss: 0.0311434 | Time: 1565.8 ms [2021-02-01 12:00:33 main:574] : INFO : Epoch 1816 | loss: 0.0311189 | val_loss: 0.0311385 | Time: 1294.21 ms [2021-02-01 12:00:34 main:574] : INFO : Epoch 1817 | loss: 0.0311182 | val_loss: 0.0311426 | Time: 1544.82 ms [2021-02-01 12:00:36 main:574] : INFO : Epoch 1818 | loss: 0.0311187 | val_loss: 0.0311481 | Time: 1403.72 ms [2021-02-01 12:00:37 main:574] : INFO : Epoch 1819 | loss: 0.0311175 | val_loss: 0.0311371 | Time: 1254.93 ms [2021-02-01 12:00:39 main:574] : INFO : Epoch 1820 | loss: 0.0311153 | val_loss: 0.0311382 | Time: 1644.71 ms [2021-02-01 12:00:40 main:574] : INFO : Epoch 1821 | loss: 0.0311146 | val_loss: 0.0311402 | Time: 1343.29 ms [2021-02-01 12:00:41 main:574] : INFO : Epoch 1822 | loss: 0.0311184 | val_loss: 0.0311376 | Time: 1358.06 ms [2021-02-01 12:00:43 main:574] : INFO : Epoch 1823 | loss: 0.0311161 | val_loss: 0.0311389 | Time: 1657.34 ms [2021-02-01 12:00:44 main:574] : INFO : Epoch 1824 | loss: 0.0311173 | val_loss: 0.0311435 | Time: 1286.27 ms [2021-02-01 12:00:46 main:574] : INFO : Epoch 1825 | loss: 0.0311202 | val_loss: 0.0311397 | Time: 1259.1 ms [2021-02-01 12:00:47 main:574] : INFO : Epoch 1826 | loss: 0.0311255 | val_loss: 0.0311406 | Time: 1613.95 ms [2021-02-01 12:00:49 main:574] : INFO : Epoch 1827 | loss: 0.0311203 | val_loss: 0.0311385 | Time: 1275.96 ms [2021-02-01 12:00:50 main:574] : INFO : Epoch 1828 | loss: 0.0311194 | val_loss: 0.0311387 | Time: 1329.77 ms [2021-02-01 12:00:51 main:574] : INFO : Epoch 1829 | loss: 0.0311185 | val_loss: 0.03114 | Time: 1525.88 ms [2021-02-01 12:00:53 main:574] : INFO : Epoch 1830 | loss: 0.0311195 | val_loss: 0.0311564 | Time: 1266.7 ms [2021-02-01 12:00:54 main:574] : INFO : Epoch 1831 | loss: 0.0311249 | val_loss: 0.0311361 | Time: 1332.43 ms [2021-02-01 12:00:56 main:574] : INFO : Epoch 1832 | loss: 0.0311161 | val_loss: 0.0311389 | Time: 1477.93 ms [2021-02-01 12:00:57 main:574] : INFO : Epoch 1833 | loss: 0.0311176 | val_loss: 0.0311524 | Time: 1297.66 ms [2021-02-01 12:00:58 main:574] : INFO : Epoch 1834 | loss: 0.0311221 | val_loss: 0.0311379 | Time: 1518.11 ms [2021-02-01 12:01:00 main:574] : INFO : Epoch 1835 | loss: 0.0311166 | val_loss: 0.0311454 | Time: 1426.24 ms [2021-02-01 12:01:01 main:574] : INFO : Epoch 1836 | loss: 0.0311152 | val_loss: 0.0311384 | Time: 1301.15 ms [2021-02-01 12:01:03 main:574] : INFO : Epoch 1837 | loss: 0.031116 | val_loss: 0.0311379 | Time: 1670.88 ms [2021-02-01 12:01:04 main:574] : INFO : Epoch 1838 | loss: 0.0311178 | val_loss: 0.0311457 | Time: 1316.2 ms [2021-02-01 12:01:05 main:574] : INFO : Epoch 1839 | loss: 0.0311162 | val_loss: 0.0311393 | Time: 1250.01 ms [2021-02-01 12:01:07 main:574] : INFO : Epoch 1840 | loss: 0.0311162 | val_loss: 0.0311375 | Time: 1597.64 ms [2021-02-01 12:01:08 main:574] : INFO : Epoch 1841 | loss: 0.0311172 | val_loss: 0.0311382 | Time: 1267.47 ms [2021-02-01 12:01:10 main:574] : INFO : Epoch 1842 | loss: 0.0311164 | val_loss: 0.0311399 | Time: 1411.09 ms [2021-02-01 12:01:11 main:574] : INFO : Epoch 1843 | loss: 0.0311214 | val_loss: 0.0311355 | Time: 1679.47 ms [2021-02-01 12:01:13 main:574] : INFO : Epoch 1844 | loss: 0.0311192 | val_loss: 0.0311349 | Time: 1279.55 ms [2021-02-01 12:01:14 main:574] : INFO : Epoch 1845 | loss: 0.0311168 | val_loss: 0.0311391 | Time: 1370.76 ms [2021-02-01 12:01:16 main:574] : INFO : Epoch 1846 | loss: 0.0311173 | val_loss: 0.0311391 | Time: 1515.19 ms [2021-02-01 12:01:17 main:574] : INFO : Epoch 1847 | loss: 0.0311203 | val_loss: 0.0311385 | Time: 1300.96 ms [2021-02-01 12:01:18 main:574] : INFO : Epoch 1848 | loss: 0.0311214 | val_loss: 0.0311428 | Time: 1478.47 ms [2021-02-01 12:01:20 main:574] : INFO : Epoch 1849 | loss: 0.0311188 | val_loss: 0.0311433 | Time: 1453.3 ms [2021-02-01 12:01:21 main:574] : INFO : Epoch 1850 | loss: 0.031123 | val_loss: 0.0311588 | Time: 1264.58 ms [2021-02-01 12:01:23 main:574] : INFO : Epoch 1851 | loss: 0.0311242 | val_loss: 0.0311458 | Time: 1543.72 ms [2021-02-01 12:01:24 main:574] : INFO : Epoch 1852 | loss: 0.0311236 | val_loss: 0.0311492 | Time: 1289.8 ms [2021-02-01 12:01:25 main:574] : INFO : Epoch 1853 | loss: 0.0311221 | val_loss: 0.0311441 | Time: 1243.18 ms [2021-02-01 12:01:27 main:574] : INFO : Epoch 1854 | loss: 0.0311202 | val_loss: 0.0311474 | Time: 1594.23 ms [2021-02-01 12:01:28 main:574] : INFO : Epoch 1855 | loss: 0.0311197 | val_loss: 0.0311414 | Time: 1254.36 ms [2021-02-01 12:01:29 main:574] : INFO : Epoch 1856 | loss: 0.0311166 | val_loss: 0.0311446 | Time: 1223.9 ms [2021-02-01 12:01:31 main:574] : INFO : Epoch 1857 | loss: 0.0311175 | val_loss: 0.0311409 | Time: 1630.76 ms [2021-02-01 12:01:32 main:574] : INFO : Epoch 1858 | loss: 0.0311164 | val_loss: 0.0311455 | Time: 1309.67 ms [2021-02-01 12:01:34 main:574] : INFO : Epoch 1859 | loss: 0.0311197 | val_loss: 0.0311392 | Time: 1306.44 ms [2021-02-01 12:01:35 main:574] : INFO : Epoch 1860 | loss: 0.031119 | val_loss: 0.0311403 | Time: 1617.37 ms [2021-02-01 12:01:36 main:574] : INFO : Epoch 1861 | loss: 0.0311174 | val_loss: 0.0311378 | Time: 1327.17 ms [2021-02-01 12:01:38 main:574] : INFO : Epoch 1862 | loss: 0.0311171 | val_loss: 0.0311398 | Time: 1307.74 ms [2021-02-01 12:01:40 main:574] : INFO : Epoch 1863 | loss: 0.0311156 | val_loss: 0.0311378 | Time: 1958.49 ms [2021-02-01 12:01:41 main:574] : INFO : Epoch 1864 | loss: 0.0311151 | val_loss: 0.03114 | Time: 1273.24 ms [2021-02-01 12:01:42 main:574] : INFO : Epoch 1865 | loss: 0.0311166 | val_loss: 0.0311357 | Time: 1268.27 ms [2021-02-01 12:01:44 main:574] : INFO : Epoch 1866 | loss: 0.0311171 | val_loss: 0.031145 | Time: 1635 ms [2021-02-01 12:01:45 main:574] : INFO : Epoch 1867 | loss: 0.0311151 | val_loss: 0.0311418 | Time: 1268 ms [2021-02-01 12:01:47 main:574] : INFO : Epoch 1868 | loss: 0.0311137 | val_loss: 0.0311387 | Time: 1303.8 ms [2021-02-01 12:01:48 main:574] : INFO : Epoch 1869 | loss: 0.0311179 | val_loss: 0.0311463 | Time: 1602.18 ms [2021-02-01 12:01:50 main:574] : INFO : Epoch 1870 | loss: 0.0311169 | val_loss: 0.0311538 | Time: 1344.72 ms [2021-02-01 12:01:51 main:574] : INFO : Epoch 1871 | loss: 0.03112 | val_loss: 0.0311545 | Time: 1433.1 ms [2021-02-01 12:01:52 main:574] : INFO : Epoch 1872 | loss: 0.0311187 | val_loss: 0.0311545 | Time: 1501.11 ms [2021-02-01 12:01:54 main:574] : INFO : Epoch 1873 | loss: 0.0311229 | val_loss: 0.0311484 | Time: 1278.2 ms [2021-02-01 12:01:55 main:574] : INFO : Epoch 1874 | loss: 0.0311175 | val_loss: 0.0311394 | Time: 1481.27 ms [2021-02-01 12:01:57 main:574] : INFO : Epoch 1875 | loss: 0.0311165 | val_loss: 0.0311406 | Time: 1407.27 ms [2021-02-01 12:01:58 main:574] : INFO : Epoch 1876 | loss: 0.0311151 | val_loss: 0.0311407 | Time: 1279.99 ms [2021-02-01 12:01:59 main:574] : INFO : Epoch 1877 | loss: 0.031118 | val_loss: 0.0311507 | Time: 1540.2 ms [2021-02-01 12:02:01 main:574] : INFO : Epoch 1878 | loss: 0.0311143 | val_loss: 0.0311461 | Time: 1390.06 ms [2021-02-01 12:02:02 main:574] : INFO : Epoch 1879 | loss: 0.0311136 | val_loss: 0.0311413 | Time: 1266.65 ms [2021-02-01 12:02:04 main:574] : INFO : Epoch 1880 | loss: 0.0311152 | val_loss: 0.0311395 | Time: 1659.23 ms [2021-02-01 12:02:05 main:574] : INFO : Epoch 1881 | loss: 0.0311197 | val_loss: 0.0311389 | Time: 1301.95 ms [2021-02-01 12:02:06 main:574] : INFO : Epoch 1882 | loss: 0.0311216 | val_loss: 0.0311404 | Time: 1283.92 ms [2021-02-01 12:02:08 main:574] : INFO : Epoch 1883 | loss: 0.0311188 | val_loss: 0.0311427 | Time: 1625.98 ms [2021-02-01 12:02:09 main:574] : INFO : Epoch 1884 | loss: 0.0311185 | val_loss: 0.0311423 | Time: 1300.43 ms [2021-02-01 12:02:11 main:574] : INFO : Epoch 1885 | loss: 0.0311192 | val_loss: 0.0311408 | Time: 1614.56 ms [2021-02-01 12:02:12 main:574] : INFO : Epoch 1886 | loss: 0.031118 | val_loss: 0.0311419 | Time: 1495.93 ms [2021-02-01 12:02:14 main:574] : INFO : Epoch 1887 | loss: 0.0311186 | val_loss: 0.0311391 | Time: 1230.35 ms [2021-02-01 12:02:15 main:574] : INFO : Epoch 1888 | loss: 0.031119 | val_loss: 0.0311395 | Time: 1464.18 ms [2021-02-01 12:02:17 main:574] : INFO : Epoch 1889 | loss: 0.0311161 | val_loss: 0.0311414 | Time: 1436.47 ms [2021-02-01 12:02:18 main:574] : INFO : Epoch 1890 | loss: 0.0311172 | val_loss: 0.031141 | Time: 1416.02 ms [2021-02-01 12:02:20 main:574] : INFO : Epoch 1891 | loss: 0.0311182 | val_loss: 0.0311433 | Time: 1608.03 ms [2021-02-01 12:02:21 main:574] : INFO : Epoch 1892 | loss: 0.0311242 | val_loss: 0.0311454 | Time: 1289.58 ms [2021-02-01 12:02:22 main:574] : INFO : Epoch 1893 | loss: 0.0311243 | val_loss: 0.031137 | Time: 1274.2 ms [2021-02-01 12:02:24 main:574] : INFO : Epoch 1894 | loss: 0.0311248 | val_loss: 0.0311442 | Time: 1580.68 ms [2021-02-01 12:02:25 main:574] : INFO : Epoch 1895 | loss: 0.0311223 | val_loss: 0.0311412 | Time: 1259.09 ms [2021-02-01 12:02:26 main:574] : INFO : Epoch 1896 | loss: 0.0311169 | val_loss: 0.0311369 | Time: 1249.19 ms [2021-02-01 12:02:28 main:574] : INFO : Epoch 1897 | loss: 0.0311188 | val_loss: 0.031139 | Time: 1600.2 ms [2021-02-01 12:02:29 main:574] : INFO : Epoch 1898 | loss: 0.0311172 | val_loss: 0.0311369 | Time: 1328.74 ms [2021-02-01 12:02:31 main:574] : INFO : Epoch 1899 | loss: 0.0311177 | val_loss: 0.031148 | Time: 1252.74 ms [2021-02-01 12:02:32 main:574] : INFO : Epoch 1900 | loss: 0.0311192 | val_loss: 0.0311389 | Time: 1620.5 ms [2021-02-01 12:02:33 main:574] : INFO : Epoch 1901 | loss: 0.0311197 | val_loss: 0.0311425 | Time: 1244.86 ms [2021-02-01 12:02:35 main:574] : INFO : Epoch 1902 | loss: 0.0311214 | val_loss: 0.0311386 | Time: 1308.42 ms [2021-02-01 12:02:36 main:574] : INFO : Epoch 1903 | loss: 0.0311224 | val_loss: 0.0311388 | Time: 1624.26 ms [2021-02-01 12:02:38 main:574] : INFO : Epoch 1904 | loss: 0.0311152 | val_loss: 0.0311393 | Time: 1278.57 ms [2021-02-01 12:02:39 main:574] : INFO : Epoch 1905 | loss: 0.0311134 | val_loss: 0.0311375 | Time: 1371 ms [2021-02-01 12:02:41 main:574] : INFO : Epoch 1906 | loss: 0.0311139 | val_loss: 0.0311342 | Time: 1544.8 ms [2021-02-01 12:02:42 main:574] : INFO : Epoch 1907 | loss: 0.0311173 | val_loss: 0.0311512 | Time: 1368.01 ms [2021-02-01 12:02:43 main:574] : INFO : Epoch 1908 | loss: 0.0311176 | val_loss: 0.031143 | Time: 1472.74 ms [2021-02-01 12:02:45 main:574] : INFO : Epoch 1909 | loss: 0.0311148 | val_loss: 0.0311387 | Time: 1353.84 ms [2021-02-01 12:02:46 main:574] : INFO : Epoch 1910 | loss: 0.0311159 | val_loss: 0.0311415 | Time: 1224.72 ms [2021-02-01 12:02:48 main:574] : INFO : Epoch 1911 | loss: 0.031114 | val_loss: 0.0311399 | Time: 1533.53 ms [2021-02-01 12:02:49 main:574] : INFO : Epoch 1912 | loss: 0.0311139 | val_loss: 0.0311398 | Time: 1366.28 ms [2021-02-01 12:02:50 main:574] : INFO : Epoch 1913 | loss: 0.0311118 | val_loss: 0.0311407 | Time: 1236.58 ms [2021-02-01 12:02:52 main:574] : INFO : Epoch 1914 | loss: 0.031113 | val_loss: 0.0311406 | Time: 1594.53 ms [2021-02-01 12:02:53 main:574] : INFO : Epoch 1915 | loss: 0.0311135 | val_loss: 0.0311441 | Time: 1252.06 ms [2021-02-01 12:02:54 main:574] : INFO : Epoch 1916 | loss: 0.0311183 | val_loss: 0.0311555 | Time: 1223.42 ms [2021-02-01 12:02:56 main:574] : INFO : Epoch 1917 | loss: 0.0311191 | val_loss: 0.0311457 | Time: 1637.16 ms [2021-02-01 12:02:57 main:574] : INFO : Epoch 1918 | loss: 0.0311155 | val_loss: 0.0311418 | Time: 1257.36 ms [2021-02-01 12:02:59 main:574] : INFO : Epoch 1919 | loss: 0.0311165 | val_loss: 0.0311409 | Time: 1243.61 ms [2021-02-01 12:03:00 main:574] : INFO : Epoch 1920 | loss: 0.0311128 | val_loss: 0.0311424 | Time: 1602.97 ms [2021-02-01 12:03:01 main:574] : INFO : Epoch 1921 | loss: 0.0311166 | val_loss: 0.0311423 | Time: 1227.35 ms [2021-02-01 12:03:03 main:574] : INFO : Epoch 1922 | loss: 0.0311255 | val_loss: 0.031151 | Time: 1251.06 ms [2021-02-01 12:03:04 main:574] : INFO : Epoch 1923 | loss: 0.0311252 | val_loss: 0.0311476 | Time: 1593.04 ms [2021-02-01 12:03:06 main:574] : INFO : Epoch 1924 | loss: 0.0311161 | val_loss: 0.031143 | Time: 1301.91 ms [2021-02-01 12:03:07 main:574] : INFO : Epoch 1925 | loss: 0.0311143 | val_loss: 0.0311463 | Time: 1270.39 ms [2021-02-01 12:03:08 main:574] : INFO : Epoch 1926 | loss: 0.0311182 | val_loss: 0.0311481 | Time: 1592.08 ms [2021-02-01 12:03:10 main:574] : INFO : Epoch 1927 | loss: 0.0311146 | val_loss: 0.0311387 | Time: 1310.21 ms [2021-02-01 12:03:11 main:574] : INFO : Epoch 1928 | loss: 0.0311133 | val_loss: 0.0311402 | Time: 1432.22 ms [2021-02-01 12:03:13 main:574] : INFO : Epoch 1929 | loss: 0.0311155 | val_loss: 0.0311496 | Time: 1514.26 ms [2021-02-01 12:03:14 main:574] : INFO : Epoch 1930 | loss: 0.0311156 | val_loss: 0.0311436 | Time: 1278.85 ms [2021-02-01 12:03:15 main:574] : INFO : Epoch 1931 | loss: 0.0311216 | val_loss: 0.0311442 | Time: 1461.36 ms [2021-02-01 12:03:17 main:574] : INFO : Epoch 1932 | loss: 0.0311213 | val_loss: 0.0311417 | Time: 1469.13 ms [2021-02-01 12:03:18 main:574] : INFO : Epoch 1933 | loss: 0.0311153 | val_loss: 0.0311438 | Time: 1273.95 ms [2021-02-01 12:03:20 main:574] : INFO : Epoch 1934 | loss: 0.0311193 | val_loss: 0.031147 | Time: 1443.95 ms [2021-02-01 12:03:21 main:574] : INFO : Epoch 1935 | loss: 0.0311228 | val_loss: 0.0311426 | Time: 1390.08 ms [2021-02-01 12:03:22 main:574] : INFO : Epoch 1936 | loss: 0.0311201 | val_loss: 0.0311452 | Time: 1402.48 ms [2021-02-01 12:03:24 main:574] : INFO : Epoch 1937 | loss: 0.0311194 | val_loss: 0.0311405 | Time: 1655.92 ms [2021-02-01 12:03:25 main:574] : INFO : Epoch 1938 | loss: 0.0311162 | val_loss: 0.0311424 | Time: 1270.36 ms [2021-02-01 12:03:27 main:574] : INFO : Epoch 1939 | loss: 0.0311163 | val_loss: 0.0311449 | Time: 1244.83 ms [2021-02-01 12:03:28 main:574] : INFO : Epoch 1940 | loss: 0.0311168 | val_loss: 0.0311459 | Time: 1559.55 ms [2021-02-01 12:03:29 main:574] : INFO : Epoch 1941 | loss: 0.0311163 | val_loss: 0.0311408 | Time: 1237.94 ms [2021-02-01 12:03:31 main:574] : INFO : Epoch 1942 | loss: 0.0311163 | val_loss: 0.0311441 | Time: 1232.08 ms [2021-02-01 12:03:32 main:574] : INFO : Epoch 1943 | loss: 0.0311149 | val_loss: 0.031139 | Time: 1633.5 ms [2021-02-01 12:03:34 main:574] : INFO : Epoch 1944 | loss: 0.031116 | val_loss: 0.0311486 | Time: 1246.61 ms [2021-02-01 12:03:35 main:574] : INFO : Epoch 1945 | loss: 0.0311151 | val_loss: 0.0311446 | Time: 1298.08 ms [2021-02-01 12:03:36 main:574] : INFO : Epoch 1946 | loss: 0.0311131 | val_loss: 0.0311417 | Time: 1572.07 ms [2021-02-01 12:03:38 main:574] : INFO : Epoch 1947 | loss: 0.031112 | val_loss: 0.0311445 | Time: 1265.04 ms [2021-02-01 12:03:39 main:574] : INFO : Epoch 1948 | loss: 0.0311134 | val_loss: 0.0311462 | Time: 1276.12 ms [2021-02-01 12:03:41 main:574] : INFO : Epoch 1949 | loss: 0.0311189 | val_loss: 0.0311428 | Time: 1587.32 ms [2021-02-01 12:03:42 main:574] : INFO : Epoch 1950 | loss: 0.031117 | val_loss: 0.0311427 | Time: 1271.46 ms [2021-02-01 12:03:43 main:574] : INFO : Epoch 1951 | loss: 0.0311159 | val_loss: 0.0311443 | Time: 1272.63 ms [2021-02-01 12:03:45 main:574] : INFO : Epoch 1952 | loss: 0.0311156 | val_loss: 0.0311508 | Time: 1601.17 ms [2021-02-01 12:03:46 main:574] : INFO : Epoch 1953 | loss: 0.0311157 | val_loss: 0.0311463 | Time: 1307.53 ms [2021-02-01 12:03:47 main:574] : INFO : Epoch 1954 | loss: 0.031116 | val_loss: 0.0311407 | Time: 1363.97 ms [2021-02-01 12:03:49 main:574] : INFO : Epoch 1955 | loss: 0.0311168 | val_loss: 0.0311413 | Time: 1469.4 ms [2021-02-01 12:03:50 main:574] : INFO : Epoch 1956 | loss: 0.0311142 | val_loss: 0.0311466 | Time: 1324.43 ms [2021-02-01 12:03:52 main:574] : INFO : Epoch 1957 | loss: 0.0311156 | val_loss: 0.0311416 | Time: 1490.57 ms [2021-02-01 12:03:53 main:574] : INFO : Epoch 1958 | loss: 0.0311151 | val_loss: 0.0311369 | Time: 1559.23 ms [2021-02-01 12:03:55 main:574] : INFO : Epoch 1959 | loss: 0.0311119 | val_loss: 0.0311486 | Time: 1294.02 ms [2021-02-01 12:03:56 main:574] : INFO : Epoch 1960 | loss: 0.0311114 | val_loss: 0.0311392 | Time: 1512.91 ms [2021-02-01 12:03:57 main:574] : INFO : Epoch 1961 | loss: 0.031111 | val_loss: 0.0311428 | Time: 1286.09 ms [2021-02-01 12:03:59 main:574] : INFO : Epoch 1962 | loss: 0.0311135 | val_loss: 0.0311391 | Time: 1234.14 ms [2021-02-01 12:04:00 main:574] : INFO : Epoch 1963 | loss: 0.0311128 | val_loss: 0.0311388 | Time: 1608.34 ms [2021-02-01 12:04:02 main:574] : INFO : Epoch 1964 | loss: 0.0311146 | val_loss: 0.0311491 | Time: 1292.04 ms [2021-02-01 12:04:03 main:574] : INFO : Epoch 1965 | loss: 0.0311144 | val_loss: 0.0311429 | Time: 1297.29 ms [2021-02-01 12:04:05 main:574] : INFO : Epoch 1966 | loss: 0.0311115 | val_loss: 0.0311388 | Time: 1612.04 ms [2021-02-01 12:04:06 main:574] : INFO : Epoch 1967 | loss: 0.0311127 | val_loss: 0.0311415 | Time: 1272.98 ms [2021-02-01 12:04:07 main:574] : INFO : Epoch 1968 | loss: 0.0311108 | val_loss: 0.0311388 | Time: 1333.24 ms [2021-02-01 12:04:09 main:574] : INFO : Epoch 1969 | loss: 0.0311105 | val_loss: 0.0311444 | Time: 1575.93 ms [2021-02-01 12:04:10 main:574] : INFO : Epoch 1970 | loss: 0.0311157 | val_loss: 0.0311437 | Time: 1254.58 ms [2021-02-01 12:04:11 main:574] : INFO : Epoch 1971 | loss: 0.0311147 | val_loss: 0.031146 | Time: 1332.93 ms [2021-02-01 12:04:13 main:574] : INFO : Epoch 1972 | loss: 0.0311103 | val_loss: 0.0311438 | Time: 1558.19 ms [2021-02-01 12:04:14 main:574] : INFO : Epoch 1973 | loss: 0.0311099 | val_loss: 0.031146 | Time: 1329.99 ms [2021-02-01 12:04:16 main:574] : INFO : Epoch 1974 | loss: 0.0311094 | val_loss: 0.0311418 | Time: 1460.9 ms [2021-02-01 12:04:17 main:574] : INFO : Epoch 1975 | loss: 0.0311092 | val_loss: 0.0311426 | Time: 1468.34 ms [2021-02-01 12:04:19 main:574] : INFO : Epoch 1976 | loss: 0.0311107 | val_loss: 0.0311454 | Time: 1288.74 ms [2021-02-01 12:04:20 main:574] : INFO : Epoch 1977 | loss: 0.0311115 | val_loss: 0.0311425 | Time: 1532.57 ms [2021-02-01 12:04:21 main:574] : INFO : Epoch 1978 | loss: 0.0311119 | val_loss: 0.0311378 | Time: 1373.92 ms [2021-02-01 12:04:23 main:574] : INFO : Epoch 1979 | loss: 0.0311114 | val_loss: 0.0311396 | Time: 1456.94 ms [2021-02-01 12:04:25 main:574] : INFO : Epoch 1980 | loss: 0.031111 | val_loss: 0.0311472 | Time: 1625.16 ms [2021-02-01 12:04:26 main:574] : INFO : Epoch 1981 | loss: 0.0311139 | val_loss: 0.0311415 | Time: 1261.07 ms [2021-02-01 12:04:27 main:574] : INFO : Epoch 1982 | loss: 0.0311131 | val_loss: 0.0311414 | Time: 1245.83 ms [2021-02-01 12:04:29 main:574] : INFO : Epoch 1983 | loss: 0.0311112 | val_loss: 0.0311509 | Time: 1575.11 ms [2021-02-01 12:04:30 main:574] : INFO : Epoch 1984 | loss: 0.0311145 | val_loss: 0.0311485 | Time: 1242.71 ms [2021-02-01 12:04:31 main:574] : INFO : Epoch 1985 | loss: 0.0311155 | val_loss: 0.0311426 | Time: 1246.2 ms [2021-02-01 12:04:33 main:574] : INFO : Epoch 1986 | loss: 0.0311133 | val_loss: 0.03114 | Time: 1591.73 ms [2021-02-01 12:04:34 main:574] : INFO : Epoch 1987 | loss: 0.031111 | val_loss: 0.0311379 | Time: 1283.26 ms [2021-02-01 12:04:35 main:574] : INFO : Epoch 1988 | loss: 0.0311098 | val_loss: 0.0311397 | Time: 1268.5 ms [2021-02-01 12:04:37 main:574] : INFO : Epoch 1989 | loss: 0.0311094 | val_loss: 0.0311454 | Time: 1548.76 ms [2021-02-01 12:04:38 main:574] : INFO : Epoch 1990 | loss: 0.0311113 | val_loss: 0.0311414 | Time: 1324.6 ms [2021-02-01 12:04:39 main:574] : INFO : Epoch 1991 | loss: 0.0311122 | val_loss: 0.0311469 | Time: 1300.87 ms [2021-02-01 12:04:41 main:574] : INFO : Epoch 1992 | loss: 0.0311146 | val_loss: 0.0311425 | Time: 1561.83 ms [2021-02-01 12:04:42 main:574] : INFO : Epoch 1993 | loss: 0.0311232 | val_loss: 0.0311413 | Time: 1304.19 ms [2021-02-01 12:04:44 main:574] : INFO : Epoch 1994 | loss: 0.0311228 | val_loss: 0.0311393 | Time: 1468.16 ms [2021-02-01 12:04:45 main:574] : INFO : Epoch 1995 | loss: 0.0311228 | val_loss: 0.0311433 | Time: 1522.55 ms [2021-02-01 12:04:47 main:574] : INFO : Epoch 1996 | loss: 0.031124 | val_loss: 0.0311649 | Time: 1294.34 ms [2021-02-01 12:04:48 main:574] : INFO : Epoch 1997 | loss: 0.031129 | val_loss: 0.0311708 | Time: 1507.33 ms [2021-02-01 12:04:50 main:574] : INFO : Epoch 1998 | loss: 0.032318 | val_loss: 0.154093 | Time: 1319.62 ms [2021-02-01 12:04:51 main:574] : INFO : Epoch 1999 | loss: 0.0791652 | val_loss: 0.0615219 | Time: 1244.88 ms [2021-02-01 12:04:52 main:574] : INFO : Epoch 2000 | loss: 0.0522611 | val_loss: 0.0323858 | Time: 1498.95 ms [2021-02-01 12:04:54 main:574] : INFO : Epoch 2001 | loss: 0.033287 | val_loss: 0.0313955 | Time: 1353.21 ms [2021-02-01 12:04:55 main:574] : INFO : Epoch 2002 | loss: 0.0315162 | val_loss: 0.0313648 | Time: 1255.2 ms [2021-02-01 12:04:57 main:574] : INFO : Epoch 2003 | loss: 0.0313083 | val_loss: 0.0312818 | Time: 1642.99 ms [2021-02-01 12:04:58 main:574] : INFO : Epoch 2004 | loss: 0.0312604 | val_loss: 0.0312546 | Time: 1344.84 ms [2021-02-01 12:04:59 main:574] : INFO : Epoch 2005 | loss: 0.0312501 | val_loss: 0.0312488 | Time: 1308.72 ms [2021-02-01 12:05:01 main:574] : INFO : Epoch 2006 | loss: 0.031248 | val_loss: 0.031247 | Time: 1644.32 ms [2021-02-01 12:05:02 main:574] : INFO : Epoch 2007 | loss: 0.0312472 | val_loss: 0.0312462 | Time: 1308.99 ms [2021-02-01 12:05:04 main:574] : INFO : Epoch 2008 | loss: 0.0312464 | val_loss: 0.0312455 | Time: 1322.73 ms [2021-02-01 12:05:05 main:574] : INFO : Epoch 2009 | loss: 0.0312459 | val_loss: 0.031245 | Time: 1667.56 ms [2021-02-01 12:05:06 main:574] : INFO : Epoch 2010 | loss: 0.0312452 | val_loss: 0.0312443 | Time: 1274.59 ms [2021-02-01 12:05:08 main:574] : INFO : Epoch 2011 | loss: 0.0312448 | val_loss: 0.0312436 | Time: 1390.79 ms [2021-02-01 12:05:09 main:574] : INFO : Epoch 2012 | loss: 0.0312439 | val_loss: 0.0312428 | Time: 1430 ms [2021-02-01 12:05:11 main:574] : INFO : Epoch 2013 | loss: 0.0312432 | val_loss: 0.0312418 | Time: 1253.78 ms [2021-02-01 12:05:12 main:574] : INFO : Epoch 2014 | loss: 0.0312423 | val_loss: 0.0312411 | Time: 1363.18 ms [2021-02-01 12:05:13 main:574] : INFO : Epoch 2015 | loss: 0.0312418 | val_loss: 0.0312405 | Time: 1480.5 ms [2021-02-01 12:05:15 main:574] : INFO : Epoch 2016 | loss: 0.031241 | val_loss: 0.0312396 | Time: 1304.8 ms [2021-02-01 12:05:16 main:574] : INFO : Epoch 2017 | loss: 0.0312402 | val_loss: 0.0312389 | Time: 1492.76 ms [2021-02-01 12:05:18 main:574] : INFO : Epoch 2018 | loss: 0.0312394 | val_loss: 0.0312382 | Time: 1395.79 ms [2021-02-01 12:05:19 main:574] : INFO : Epoch 2019 | loss: 0.0312387 | val_loss: 0.0312375 | Time: 1298.48 ms [2021-02-01 12:05:21 main:574] : INFO : Epoch 2020 | loss: 0.0312381 | val_loss: 0.0312364 | Time: 1568.72 ms [2021-02-01 12:05:22 main:574] : INFO : Epoch 2021 | loss: 0.031237 | val_loss: 0.0312354 | Time: 1292.03 ms [2021-02-01 12:05:23 main:574] : INFO : Epoch 2022 | loss: 0.0312359 | val_loss: 0.0312344 | Time: 1339.82 ms [2021-02-01 12:05:25 main:574] : INFO : Epoch 2023 | loss: 0.0312352 | val_loss: 0.0312336 | Time: 1601.32 ms [2021-02-01 12:05:26 main:574] : INFO : Epoch 2024 | loss: 0.0312337 | val_loss: 0.0312317 | Time: 1227.41 ms [2021-02-01 12:05:27 main:574] : INFO : Epoch 2025 | loss: 0.0312319 | val_loss: 0.0312299 | Time: 1284.48 ms [2021-02-01 12:05:29 main:574] : INFO : Epoch 2026 | loss: 0.0312302 | val_loss: 0.0312273 | Time: 1594.72 ms [2021-02-01 12:05:30 main:574] : INFO : Epoch 2027 | loss: 0.0312278 | val_loss: 0.0312241 | Time: 1311.26 ms [2021-02-01 12:05:31 main:574] : INFO : Epoch 2028 | loss: 0.0312252 | val_loss: 0.0312211 | Time: 1248.01 ms [2021-02-01 12:05:33 main:574] : INFO : Epoch 2029 | loss: 0.0312233 | val_loss: 0.0312209 | Time: 1612.08 ms [2021-02-01 12:05:34 main:574] : INFO : Epoch 2030 | loss: 0.0312221 | val_loss: 0.0312172 | Time: 1297.74 ms [2021-02-01 12:05:36 main:574] : INFO : Epoch 2031 | loss: 0.0312197 | val_loss: 0.0312157 | Time: 1427.42 ms [2021-02-01 12:05:38 main:574] : INFO : Epoch 2032 | loss: 0.0312183 | val_loss: 0.0312137 | Time: 1722.22 ms [2021-02-01 12:05:39 main:574] : INFO : Epoch 2033 | loss: 0.0312165 | val_loss: 0.031212 | Time: 1353.83 ms [2021-02-01 12:05:41 main:574] : INFO : Epoch 2034 | loss: 0.0312149 | val_loss: 0.0312111 | Time: 1751.23 ms [2021-02-01 12:05:42 main:574] : INFO : Epoch 2035 | loss: 0.0312137 | val_loss: 0.0312094 | Time: 1412.54 ms [2021-02-01 12:05:44 main:574] : INFO : Epoch 2036 | loss: 0.0312126 | val_loss: 0.0312082 | Time: 1419.68 ms [2021-02-01 12:05:45 main:574] : INFO : Epoch 2037 | loss: 0.0312111 | val_loss: 0.0312068 | Time: 1733.96 ms [2021-02-01 12:05:47 main:574] : INFO : Epoch 2038 | loss: 0.0312101 | val_loss: 0.0312061 | Time: 1466.23 ms [2021-02-01 12:05:48 main:574] : INFO : Epoch 2039 | loss: 0.0312091 | val_loss: 0.0312055 | Time: 1675.5 ms [2021-02-01 12:05:50 main:574] : INFO : Epoch 2040 | loss: 0.0312085 | val_loss: 0.0312046 | Time: 1533.96 ms [2021-02-01 12:06:02 main:574] : INFO : Epoch 2041 | loss: 0.0312073 | val_loss: 0.0312033 | Time: 11820.5 ms [2021-02-01 12:06:03 main:574] : INFO : Epoch 2042 | loss: 0.0312063 | val_loss: 0.0312021 | Time: 1508.54 ms [2021-02-01 12:06:05 main:574] : INFO : Epoch 2043 | loss: 0.031205 | val_loss: 0.0312011 | Time: 1269.12 ms [2021-02-01 12:06:06 main:574] : INFO : Epoch 2044 | loss: 0.031204 | val_loss: 0.0312 | Time: 1379.25 ms [2021-02-01 12:06:08 main:574] : INFO : Epoch 2045 | loss: 0.031203 | val_loss: 0.0311987 | Time: 1525.28 ms [2021-02-01 12:06:09 main:574] : INFO : Epoch 2046 | loss: 0.031202 | val_loss: 0.0311979 | Time: 1289.59 ms [2021-02-01 12:06:10 main:574] : INFO : Epoch 2047 | loss: 0.0312012 | val_loss: 0.0311972 | Time: 1409.88 ms [2021-02-01 12:06:12 main:574] : INFO : Epoch 2048 | loss: 0.0312004 | val_loss: 0.031197 | Time: 1449.33 ms [2021-02-01 12:06:12 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.031197 [2021-02-01 12:06:12 main:603] : INFO : Saving end state to config to file [2021-02-01 12:06:12 main:608] : INFO : Success, exiting.. 12:06:12 (87824): 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)