Task 3903187
| Name | ParityModified-1611719557-23365-7_0 |
| Workunit | 2055880 |
| Created | 1 Feb 2021, 8:57:30 UTC |
| Sent | 1 Feb 2021, 13:48:58 UTC |
| Report deadline | 8 Feb 2021, 13:48:58 UTC |
| Received | 1 Feb 2021, 17:22:01 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8079 |
| Run time | 49 min 14 sec |
| CPU time | 47 min 54 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 |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> : INFO : Epoch 1659 | loss: 0.0312268 | val_loss: 0.031226 | Time: 1394.36 ms [2021-02-01 17:05:46 main:574] : INFO : Epoch 1660 | loss: 0.031226 | val_loss: 0.0312264 | Time: 1571.77 ms [2021-02-01 17:05:47 main:574] : INFO : Epoch 1661 | loss: 0.0312268 | val_loss: 0.0312257 | Time: 1308.24 ms [2021-02-01 17:05:49 main:574] : INFO : Epoch 1662 | loss: 0.0312255 | val_loss: 0.0312256 | Time: 1569.15 ms [2021-02-01 17:05:50 main:574] : INFO : Epoch 1663 | loss: 0.031226 | val_loss: 0.0312256 | Time: 1462.59 ms [2021-02-01 17:05:51 main:574] : INFO : Epoch 1664 | loss: 0.0312258 | val_loss: 0.0312257 | Time: 1273.1 ms [2021-02-01 17:05:53 main:574] : INFO : Epoch 1665 | loss: 0.0312263 | val_loss: 0.0312265 | Time: 1648.19 ms [2021-02-01 17:05:54 main:574] : INFO : Epoch 1666 | loss: 0.0312262 | val_loss: 0.0312257 | Time: 1294.49 ms [2021-02-01 17:05:56 main:574] : INFO : Epoch 1667 | loss: 0.0312256 | val_loss: 0.0312254 | Time: 1318.62 ms [2021-02-01 17:05:57 main:574] : INFO : Epoch 1668 | loss: 0.0312257 | val_loss: 0.0312256 | Time: 1726.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2080) [2021-02-01 17:09:06 main:435] : INFO : Set logging level to 1 [2021-02-01 17:09:06 main:441] : INFO : Running in BOINC Client mode [2021-02-01 17:09:06 main:444] : INFO : Resolving all filenames [2021-02-01 17:09:06 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-02-01 17:09:06 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611719557-23365-7_0_r1044811980_1 (exists = 1) [2021-02-01 17:09:06 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611719557-23365-7_0_r1044811980_0 (exists = 0) [2021-02-01 17:09:06 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611719557-23365-7 (exists = 1) [2021-02-01 17:09:06 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-02-01 17:09:06 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-02-01 17:09:06 main:474] : INFO : Configuration: [2021-02-01 17:09:06 main:475] : INFO : Model type: GRU [2021-02-01 17:09:06 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-02-01 17:09:06 main:477] : INFO : Max Epochs: 2048 [2021-02-01 17:09:06 main:478] : INFO : Batch Size: 128 [2021-02-01 17:09:06 main:479] : INFO : Learning Rate: 0.01 [2021-02-01 17:09:06 main:480] : INFO : Patience: 10 [2021-02-01 17:09:06 main:481] : INFO : Hidden Width: 12 [2021-02-01 17:09:06 main:482] : INFO : # Recurrent Layers: 4 [2021-02-01 17:09:06 main:483] : INFO : # Backend Layers: 4 [2021-02-01 17:09:06 main:484] : INFO : # Threads: 1 [2021-02-01 17:09:06 main:486] : INFO : Preparing Dataset [2021-02-01 17:09:06 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 17:09:06 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 17:09:08 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-02-01 17:09:08 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 17:09:08 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 17:09:08 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-02-01 17:09:08 main:494] : INFO : Creating Model [2021-02-01 17:09:08 main:507] : INFO : Preparing config file [2021-02-01 17:09:08 main:511] : INFO : Found checkpoint, attempting to load... [2021-02-01 17:09:08 main:512] : INFO : Loading config [2021-02-01 17:09:08 main:514] : INFO : Loading state [2021-02-01 17:09:09 main:559] : INFO : Loading DataLoader into Memory [2021-02-01 17:09:09 main:562] : INFO : Starting Training [2021-02-01 17:09:11 main:574] : INFO : Epoch 1582 | loss: 0.0313298 | val_loss: 0.0312645 | Time: 1557.67 ms [2021-02-01 17:09:12 main:574] : INFO : Epoch 1583 | loss: 0.0312509 | val_loss: 0.0312425 | Time: 1462.62 ms [2021-02-01 17:09:13 main:574] : INFO : Epoch 1584 | loss: 0.0312398 | val_loss: 0.0312357 | Time: 1175.89 ms [2021-02-01 17:09:15 main:574] : INFO : Epoch 1585 | loss: 0.0312337 | val_loss: 0.0312304 | Time: 1330.53 ms [2021-02-01 17:09:16 main:574] : INFO : Epoch 1586 | loss: 0.031232 | val_loss: 0.0312429 | Time: 1462.2 ms [2021-02-01 17:09:17 main:574] : INFO : Epoch 1587 | loss: 0.0312299 | val_loss: 0.0312292 | Time: 1185.88 ms [2021-02-01 17:09:19 main:574] : INFO : Epoch 1588 | loss: 0.0312275 | val_loss: 0.0312283 | Time: 1230.07 ms [2021-02-01 17:09:20 main:574] : INFO : Epoch 1589 | loss: 0.0312264 | val_loss: 0.031228 | Time: 1505.48 ms [2021-02-01 17:09:21 main:574] : INFO : Epoch 1590 | loss: 0.0312269 | val_loss: 0.0312284 | Time: 1188.3 ms [2021-02-01 17:09:23 main:574] : INFO : Epoch 1591 | loss: 0.0312275 | val_loss: 0.0312282 | Time: 1199.31 ms [2021-02-01 17:09:24 main:574] : INFO : Epoch 1592 | loss: 0.0312258 | val_loss: 0.031231 | Time: 1566.87 ms [2021-02-01 17:09:25 main:574] : INFO : Epoch 1593 | loss: 0.0312272 | val_loss: 0.0312281 | Time: 1257.33 ms [2021-02-01 17:09:27 main:574] : INFO : Epoch 1594 | loss: 0.0312266 | val_loss: 0.0312322 | Time: 1219.45 ms [2021-02-01 17:09:28 main:574] : INFO : Epoch 1595 | loss: 0.0312286 | val_loss: 0.0312324 | Time: 1537.93 ms [2021-02-01 17:09:29 main:574] : INFO : Epoch 1596 | loss: 0.0312272 | val_loss: 0.0312291 | Time: 1203.33 ms [2021-02-01 17:09:31 main:574] : INFO : Epoch 1597 | loss: 0.0312266 | val_loss: 0.0312279 | Time: 1215.47 ms [2021-02-01 17:09:32 main:574] : INFO : Epoch 1598 | loss: 0.0312253 | val_loss: 0.031229 | Time: 1540.53 ms [2021-02-01 17:09:33 main:574] : INFO : Epoch 1599 | loss: 0.0312262 | val_loss: 0.0312284 | Time: 1221.03 ms [2021-02-01 17:09:35 main:574] : INFO : Epoch 1600 | loss: 0.0312288 | val_loss: 0.0312286 | Time: 1184.58 ms [2021-02-01 17:09:36 main:574] : INFO : Epoch 1601 | loss: 0.0312302 | val_loss: 0.0312327 | Time: 1507.72 ms [2021-02-01 17:09:37 main:574] : INFO : Epoch 1602 | loss: 0.0312282 | val_loss: 0.0312311 | Time: 1205.37 ms [2021-02-01 17:09:39 main:574] : INFO : Epoch 1603 | loss: 0.0312273 | val_loss: 0.0312308 | Time: 1189.23 ms [2021-02-01 17:09:40 main:574] : INFO : Epoch 1604 | loss: 0.0312275 | val_loss: 0.0312291 | Time: 1512.08 ms [2021-02-01 17:09:41 main:574] : INFO : Epoch 1605 | loss: 0.0312251 | val_loss: 0.0312299 | Time: 1198.5 ms [2021-02-01 17:09:42 main:574] : INFO : Epoch 1606 | loss: 0.0312259 | val_loss: 0.0312287 | Time: 1184.75 ms [2021-02-01 17:09:44 main:574] : INFO : Epoch 1607 | loss: 0.0312262 | val_loss: 0.0312286 | Time: 1527.55 ms [2021-02-01 17:09:45 main:574] : INFO : Epoch 1608 | loss: 0.0312281 | val_loss: 0.0312294 | Time: 1195.81 ms [2021-02-01 17:09:46 main:574] : INFO : Epoch 1609 | loss: 0.0312274 | val_loss: 0.03123 | Time: 1190.36 ms [2021-02-01 17:09:48 main:574] : INFO : Epoch 1610 | loss: 0.0312267 | val_loss: 0.031229 | Time: 1503.75 ms [2021-02-01 17:09:49 main:574] : INFO : Epoch 1611 | loss: 0.0312254 | val_loss: 0.0312294 | Time: 1238.21 ms [2021-02-01 17:09:50 main:574] : INFO : Epoch 1612 | loss: 0.0312255 | val_loss: 0.0312277 | Time: 1199.32 ms [2021-02-01 17:09:52 main:574] : INFO : Epoch 1613 | loss: 0.0312266 | val_loss: 0.0312277 | Time: 1514.51 ms [2021-02-01 17:09:53 main:574] : INFO : Epoch 1614 | loss: 0.0312259 | val_loss: 0.0312286 | Time: 1183.19 ms [2021-02-01 17:09:54 main:574] : INFO : Epoch 1615 | loss: 0.0312255 | val_loss: 0.0312273 | Time: 1225.3 ms [2021-02-01 17:09:56 main:574] : INFO : Epoch 1616 | loss: 0.0312256 | val_loss: 0.031229 | Time: 1510.57 ms [2021-02-01 17:09:57 main:574] : INFO : Epoch 1617 | loss: 0.0312262 | val_loss: 0.0312272 | Time: 1222.38 ms [2021-02-01 17:09:58 main:574] : INFO : Epoch 1618 | loss: 0.0312248 | val_loss: 0.0312277 | Time: 1255.04 ms [2021-02-01 17:10:00 main:574] : INFO : Epoch 1619 | loss: 0.0312249 | val_loss: 0.0312272 | Time: 1559.4 ms [2021-02-01 17:10:01 main:574] : INFO : Epoch 1620 | loss: 0.0312257 | val_loss: 0.0312278 | Time: 1234.36 ms [2021-02-01 17:10:02 main:574] : INFO : Epoch 1621 | loss: 0.031226 | val_loss: 0.0312277 | Time: 1271.12 ms [2021-02-01 17:10:04 main:574] : INFO : Epoch 1622 | loss: 0.0312246 | val_loss: 0.0312285 | Time: 1590.83 ms [2021-02-01 17:10:05 main:574] : INFO : Epoch 1623 | loss: 0.0312256 | val_loss: 0.0312292 | Time: 1236.42 ms [2021-02-01 17:10:07 main:574] : INFO : Epoch 1624 | loss: 0.0312249 | val_loss: 0.0312276 | Time: 1535 ms [2021-02-01 17:10:08 main:574] : INFO : Epoch 1625 | loss: 0.0312247 | val_loss: 0.0312282 | Time: 1571.59 ms [2021-02-01 17:10:10 main:574] : INFO : Epoch 1626 | loss: 0.0312256 | val_loss: 0.0312284 | Time: 1250.06 ms [2021-02-01 17:10:11 main:574] : INFO : Epoch 1627 | loss: 0.0312266 | val_loss: 0.0312296 | Time: 1328.99 ms [2021-02-01 17:10:13 main:574] : INFO : Epoch 1628 | loss: 0.0312261 | val_loss: 0.0312287 | Time: 1612.04 ms [2021-02-01 17:10:14 main:574] : INFO : Epoch 1629 | loss: 0.0312251 | val_loss: 0.031227 | Time: 1315.88 ms [2021-02-01 17:10:15 main:574] : INFO : Epoch 1630 | loss: 0.0312246 | val_loss: 0.0312272 | Time: 1341.34 ms [2021-02-01 17:10:17 main:574] : INFO : Epoch 1631 | loss: 0.0312243 | val_loss: 0.031227 | Time: 1422.95 ms [2021-02-01 17:10:18 main:574] : INFO : Epoch 1632 | loss: 0.0312255 | val_loss: 0.0312322 | Time: 1321.53 ms [2021-02-01 17:10:20 main:574] : INFO : Epoch 1633 | loss: 0.0312255 | val_loss: 0.0312277 | Time: 1502.93 ms [2021-02-01 17:10:31 main:574] : INFO : Epoch 1634 | loss: 0.0312254 | val_loss: 0.0312277 | Time: 11776.6 ms [2021-02-01 17:10:33 main:574] : INFO : Epoch 1635 | loss: 0.0312272 | val_loss: 0.0312297 | Time: 1934.66 ms [2021-02-01 17:10:35 main:574] : INFO : Epoch 1636 | loss: 0.0312258 | val_loss: 0.0312311 | Time: 1474.74 ms [2021-02-01 17:10:36 main:574] : INFO : Epoch 1637 | loss: 0.0312263 | val_loss: 0.0312339 | Time: 1296.06 ms [2021-02-01 17:10:38 main:574] : INFO : Epoch 1638 | loss: 0.0312259 | val_loss: 0.0312278 | Time: 1421.48 ms [2021-02-01 17:10:39 main:574] : INFO : Epoch 1639 | loss: 0.0312261 | val_loss: 0.0312291 | Time: 1402.75 ms [2021-02-01 17:10:40 main:574] : INFO : Epoch 1640 | loss: 0.0312243 | val_loss: 0.0312276 | Time: 1207.43 ms [2021-02-01 17:10:42 main:574] : INFO : Epoch 1641 | loss: 0.0312245 | val_loss: 0.0312278 | Time: 1490.36 ms [2021-02-01 17:10:43 main:574] : INFO : Epoch 1642 | loss: 0.0312272 | val_loss: 0.0312297 | Time: 1427.01 ms [2021-02-01 17:10:44 main:574] : INFO : Epoch 1643 | loss: 0.0312261 | val_loss: 0.0312286 | Time: 1387.36 ms [2021-02-01 17:10:46 main:574] : INFO : Epoch 1644 | loss: 0.031225 | val_loss: 0.0312324 | Time: 1655.15 ms [2021-02-01 17:10:47 main:574] : INFO : Epoch 1645 | loss: 0.0312259 | val_loss: 0.0312292 | Time: 1222.77 ms [2021-02-01 17:10:49 main:574] : INFO : Epoch 1646 | loss: 0.0312247 | val_loss: 0.0312287 | Time: 1279.96 ms [2021-02-01 17:10:50 main:574] : INFO : Epoch 1647 | loss: 0.0312267 | val_loss: 0.0312323 | Time: 1569.53 ms [2021-02-01 17:10:52 main:574] : INFO : Epoch 1648 | loss: 0.0312247 | val_loss: 0.0312294 | Time: 1269.06 ms [2021-02-01 17:10:53 main:574] : INFO : Epoch 1649 | loss: 0.0312239 | val_loss: 0.0312291 | Time: 1263.44 ms [2021-02-01 17:10:54 main:574] : INFO : Epoch 1650 | loss: 0.0312241 | val_loss: 0.0312346 | Time: 1617.58 ms [2021-02-01 17:10:56 main:574] : INFO : Epoch 1651 | loss: 0.0312267 | val_loss: 0.0312414 | Time: 1309.37 ms [2021-02-01 17:10:57 main:574] : INFO : Epoch 1652 | loss: 0.0312305 | val_loss: 0.0312317 | Time: 1280.87 ms [2021-02-01 17:10:59 main:574] : INFO : Epoch 1653 | loss: 0.0312255 | val_loss: 0.0312332 | Time: 1708.25 ms [2021-02-01 17:11:00 main:574] : INFO : Epoch 1654 | loss: 0.0312239 | val_loss: 0.0312297 | Time: 1291.93 ms [2021-02-01 17:11:01 main:574] : INFO : Epoch 1655 | loss: 0.0312253 | val_loss: 0.0312324 | Time: 1417.48 ms [2021-02-01 17:11:03 main:574] : INFO : Epoch 1656 | loss: 0.0312245 | val_loss: 0.031233 | Time: 1500.25 ms [2021-02-01 17:11:04 main:574] : INFO : Epoch 1657 | loss: 0.0312266 | val_loss: 0.0312332 | Time: 1304.99 ms [2021-02-01 17:11:06 main:574] : INFO : Epoch 1658 | loss: 0.0312263 | val_loss: 0.031232 | Time: 1539.12 ms [2021-02-01 17:11:07 main:574] : INFO : Epoch 1659 | loss: 0.0312243 | val_loss: 0.0312325 | Time: 1425.32 ms [2021-02-01 17:11:09 main:574] : INFO : Epoch 1660 | loss: 0.0312238 | val_loss: 0.0312329 | Time: 1311.77 ms [2021-02-01 17:11:10 main:574] : INFO : Epoch 1661 | loss: 0.0312244 | val_loss: 0.0312337 | Time: 1638.31 ms [2021-02-01 17:11:11 main:574] : INFO : Epoch 1662 | loss: 0.0312245 | val_loss: 0.0312324 | Time: 1259.65 ms [2021-02-01 17:11:13 main:574] : INFO : Epoch 1663 | loss: 0.0312237 | val_loss: 0.0312322 | Time: 1303.29 ms [2021-02-01 17:11:14 main:574] : INFO : Epoch 1664 | loss: 0.0312243 | val_loss: 0.0312321 | Time: 1679.85 ms [2021-02-01 17:11:16 main:574] : INFO : Epoch 1665 | loss: 0.0312251 | val_loss: 0.0312337 | Time: 1257.61 ms [2021-02-01 17:11:17 main:574] : INFO : Epoch 1666 | loss: 0.0312241 | val_loss: 0.0312338 | Time: 1264.42 ms [2021-02-01 17:11:19 main:574] : INFO : Epoch 1667 | loss: 0.0312235 | val_loss: 0.0312348 | Time: 1606.36 ms [2021-02-01 17:11:20 main:574] : INFO : Epoch 1668 | loss: 0.0312245 | val_loss: 0.0312361 | Time: 1252.8 ms [2021-02-01 17:11:21 main:574] : INFO : Epoch 1669 | loss: 0.0312249 | val_loss: 0.0312347 | Time: 1331.43 ms [2021-02-01 17:11:23 main:574] : INFO : Epoch 1670 | loss: 0.0312249 | val_loss: 0.0312344 | Time: 1598.78 ms [2021-02-01 17:11:24 main:574] : INFO : Epoch 1671 | loss: 0.0312243 | val_loss: 0.031235 | Time: 1288.24 ms [2021-02-01 17:11:26 main:574] : INFO : Epoch 1672 | loss: 0.0312263 | val_loss: 0.0312338 | Time: 1373 ms [2021-02-01 17:11:27 main:574] : INFO : Epoch 1673 | loss: 0.0312265 | val_loss: 0.0312332 | Time: 1507.55 ms [2021-02-01 17:11:28 main:574] : INFO : Epoch 1674 | loss: 0.0312289 | val_loss: 0.0312397 | Time: 1288.72 ms [2021-02-01 17:11:30 main:574] : INFO : Epoch 1675 | loss: 0.0312277 | val_loss: 0.0312363 | Time: 1488.42 ms [2021-02-01 17:11:31 main:574] : INFO : Epoch 1676 | loss: 0.0312256 | val_loss: 0.0312367 | Time: 1474.46 ms [2021-02-01 17:11:33 main:574] : INFO : Epoch 1677 | loss: 0.0312273 | val_loss: 0.0312357 | Time: 1876.11 ms [2021-02-01 17:11:35 main:574] : INFO : Epoch 1678 | loss: 0.0312256 | val_loss: 0.0312364 | Time: 1602.79 ms [2021-02-01 17:11:36 main:574] : INFO : Epoch 1679 | loss: 0.031224 | val_loss: 0.0312338 | Time: 1262.72 ms [2021-02-01 17:11:37 main:574] : INFO : Epoch 1680 | loss: 0.0312243 | val_loss: 0.0312339 | Time: 1298.13 ms [2021-02-01 17:11:39 main:574] : INFO : Epoch 1681 | loss: 0.0312243 | val_loss: 0.0312347 | Time: 1531.07 ms [2021-02-01 17:11:40 main:574] : INFO : Epoch 1682 | loss: 0.0312245 | val_loss: 0.0312337 | Time: 1289.38 ms [2021-02-01 17:11:42 main:574] : INFO : Epoch 1683 | loss: 0.0312275 | val_loss: 0.0312362 | Time: 1315.56 ms [2021-02-01 17:11:43 main:574] : INFO : Epoch 1684 | loss: 0.0312252 | val_loss: 0.0312351 | Time: 1466.96 ms [2021-02-01 17:11:44 main:574] : INFO : Epoch 1685 | loss: 0.0312242 | val_loss: 0.0312344 | Time: 1222.21 ms [2021-02-01 17:11:46 main:574] : INFO : Epoch 1686 | loss: 0.031224 | val_loss: 0.031233 | Time: 1430.97 ms [2021-02-01 17:11:47 main:574] : INFO : Epoch 1687 | loss: 0.0312262 | val_loss: 0.0312335 | Time: 1488.46 ms [2021-02-01 17:11:48 main:574] : INFO : Epoch 1688 | loss: 0.0312264 | val_loss: 0.031234 | Time: 1241.1 ms [2021-02-01 17:11:50 main:574] : INFO : Epoch 1689 | loss: 0.0312247 | val_loss: 0.0312326 | Time: 1484.06 ms [2021-02-01 17:11:51 main:574] : INFO : Epoch 1690 | loss: 0.0312242 | val_loss: 0.0312324 | Time: 1369.54 ms [2021-02-01 17:11:53 main:574] : INFO : Epoch 1691 | loss: 0.0312236 | val_loss: 0.0312338 | Time: 1234.31 ms [2021-02-01 17:11:54 main:574] : INFO : Epoch 1692 | loss: 0.0312252 | val_loss: 0.0312352 | Time: 1466.38 ms [2021-02-01 17:11:55 main:574] : INFO : Epoch 1693 | loss: 0.0312276 | val_loss: 0.0312364 | Time: 1348.95 ms [2021-02-01 17:11:57 main:574] : INFO : Epoch 1694 | loss: 0.0312247 | val_loss: 0.0312362 | Time: 1236.49 ms [2021-02-01 17:11:58 main:574] : INFO : Epoch 1695 | loss: 0.0312239 | val_loss: 0.0312357 | Time: 1705.04 ms [2021-02-01 17:12:00 main:574] : INFO : Epoch 1696 | loss: 0.0312242 | val_loss: 0.0312347 | Time: 1277.39 ms [2021-02-01 17:12:01 main:574] : INFO : Epoch 1697 | loss: 0.0312248 | val_loss: 0.0312332 | Time: 1260.39 ms [2021-02-01 17:12:03 main:574] : INFO : Epoch 1698 | loss: 0.0312243 | val_loss: 0.0312333 | Time: 1604.29 ms [2021-02-01 17:12:04 main:574] : INFO : Epoch 1699 | loss: 0.0312237 | val_loss: 0.0312331 | Time: 1271.36 ms [2021-02-01 17:12:05 main:574] : INFO : Epoch 1700 | loss: 0.0312247 | val_loss: 0.031234 | Time: 1377.26 ms [2021-02-01 17:12:07 main:574] : INFO : Epoch 1701 | loss: 0.0312243 | val_loss: 0.0312328 | Time: 1580.91 ms [2021-02-01 17:12:08 main:574] : INFO : Epoch 1702 | loss: 0.0312244 | val_loss: 0.0312326 | Time: 1263.33 ms [2021-02-01 17:12:09 main:574] : INFO : Epoch 1703 | loss: 0.0312236 | val_loss: 0.0312317 | Time: 1283.85 ms [2021-02-01 17:12:11 main:574] : INFO : Epoch 1704 | loss: 0.0312242 | val_loss: 0.0312322 | Time: 1606.18 ms [2021-02-01 17:12:12 main:574] : INFO : Epoch 1705 | loss: 0.0312239 | val_loss: 0.0312333 | Time: 1246.5 ms [2021-02-01 17:12:13 main:574] : INFO : Epoch 1706 | loss: 0.0312249 | val_loss: 0.031232 | Time: 1260.61 ms [2021-02-01 17:12:15 main:574] : INFO : Epoch 1707 | loss: 0.0312241 | val_loss: 0.0312325 | Time: 1526.43 ms [2021-02-01 17:12:16 main:574] : INFO : Epoch 1708 | loss: 0.0312249 | val_loss: 0.0312333 | Time: 1260.6 ms [2021-02-01 17:12:18 main:574] : INFO : Epoch 1709 | loss: 0.0312232 | val_loss: 0.031234 | Time: 1241.23 ms [2021-02-01 17:12:19 main:574] : INFO : Epoch 1710 | loss: 0.0312263 | val_loss: 0.0312381 | Time: 1603.58 ms [2021-02-01 17:12:20 main:574] : INFO : Epoch 1711 | loss: 0.031225 | val_loss: 0.0312332 | Time: 1230.33 ms [2021-02-01 17:12:22 main:574] : INFO : Epoch 1712 | loss: 0.0312236 | val_loss: 0.0312322 | Time: 1323.9 ms [2021-02-01 17:12:23 main:574] : INFO : Epoch 1713 | loss: 0.0312241 | val_loss: 0.0312345 | Time: 1511.83 ms [2021-02-01 17:12:25 main:574] : INFO : Epoch 1714 | loss: 0.0312236 | val_loss: 0.0312318 | Time: 1327.79 ms [2021-02-01 17:12:26 main:574] : INFO : Epoch 1715 | loss: 0.0312235 | val_loss: 0.0312315 | Time: 1553.2 ms [2021-02-01 17:12:27 main:574] : INFO : Epoch 1716 | loss: 0.0312241 | val_loss: 0.0312313 | Time: 1350.33 ms [2021-02-01 17:12:29 main:574] : INFO : Epoch 1717 | loss: 0.0312241 | val_loss: 0.0312323 | Time: 1334.29 ms [2021-02-01 17:12:30 main:574] : INFO : Epoch 1718 | loss: 0.0312251 | val_loss: 0.0312322 | Time: 1585.08 ms [2021-02-01 17:12:32 main:574] : INFO : Epoch 1719 | loss: 0.0312245 | val_loss: 0.0312341 | Time: 1305.98 ms [2021-02-01 17:12:34 main:574] : INFO : Epoch 1720 | loss: 0.0312235 | val_loss: 0.0312315 | Time: 1814.33 ms [2021-02-01 17:12:35 main:574] : INFO : Epoch 1721 | loss: 0.0312242 | val_loss: 0.031232 | Time: 1595.51 ms [2021-02-01 17:12:37 main:574] : INFO : Epoch 1722 | loss: 0.0312253 | val_loss: 0.0312352 | Time: 1327.68 ms [2021-02-01 17:12:38 main:574] : INFO : Epoch 1723 | loss: 0.0312242 | val_loss: 0.0312322 | Time: 1366.26 ms [2021-02-01 17:12:40 main:574] : INFO : Epoch 1724 | loss: 0.0312245 | val_loss: 0.031233 | Time: 1609.73 ms [2021-02-01 17:12:41 main:574] : INFO : Epoch 1725 | loss: 0.0312249 | val_loss: 0.0312366 | Time: 1225.16 ms [2021-02-01 17:12:42 main:574] : INFO : Epoch 1726 | loss: 0.0312244 | val_loss: 0.0312331 | Time: 1491.44 ms [2021-02-01 17:12:44 main:574] : INFO : Epoch 1727 | loss: 0.0312242 | val_loss: 0.0312327 | Time: 1379.63 ms [2021-02-01 17:12:45 main:574] : INFO : Epoch 1728 | loss: 0.0312242 | val_loss: 0.0312345 | Time: 1311.51 ms [2021-02-01 17:12:47 main:574] : INFO : Epoch 1729 | loss: 0.0312247 | val_loss: 0.0312313 | Time: 1899.45 ms [2021-02-01 17:12:48 main:574] : INFO : Epoch 1730 | loss: 0.0312244 | val_loss: 0.0312313 | Time: 1501.34 ms [2021-02-01 17:12:50 main:574] : INFO : Epoch 1731 | loss: 0.031224 | val_loss: 0.031233 | Time: 1496.06 ms [2021-02-01 17:12:52 main:574] : INFO : Epoch 1732 | loss: 0.0312251 | val_loss: 0.0312317 | Time: 1807.5 ms [2021-02-01 17:12:53 main:574] : INFO : Epoch 1733 | loss: 0.0312239 | val_loss: 0.0312307 | Time: 1346.4 ms [2021-02-01 17:12:55 main:574] : INFO : Epoch 1734 | loss: 0.0312255 | val_loss: 0.0312333 | Time: 1743.56 ms [2021-02-01 17:12:56 main:574] : INFO : Epoch 1735 | loss: 0.031225 | val_loss: 0.0312322 | Time: 1269.77 ms [2021-02-01 17:12:57 main:574] : INFO : Epoch 1736 | loss: 0.0312236 | val_loss: 0.0312307 | Time: 1339.95 ms [2021-02-01 17:12:59 main:574] : INFO : Epoch 1737 | loss: 0.0312252 | val_loss: 0.0312302 | Time: 1726.93 ms [2021-02-01 17:13:00 main:574] : INFO : Epoch 1738 | loss: 0.0312246 | val_loss: 0.0312307 | Time: 1266.96 ms [2021-02-01 17:13:02 main:574] : INFO : Epoch 1739 | loss: 0.0312239 | val_loss: 0.0312303 | Time: 1302.22 ms [2021-02-01 17:13:03 main:574] : INFO : Epoch 1740 | loss: 0.0312238 | val_loss: 0.0312305 | Time: 1542.28 ms [2021-02-01 17:13:05 main:574] : INFO : Epoch 1741 | loss: 0.0312236 | val_loss: 0.0312304 | Time: 1297.54 ms [2021-02-01 17:13:06 main:574] : INFO : Epoch 1742 | loss: 0.0312238 | val_loss: 0.0312308 | Time: 1376.4 ms [2021-02-01 17:13:08 main:574] : INFO : Epoch 1743 | loss: 0.031224 | val_loss: 0.0312316 | Time: 1523.76 ms [2021-02-01 17:13:09 main:574] : INFO : Epoch 1744 | loss: 0.0312244 | val_loss: 0.0312316 | Time: 1344.82 ms [2021-02-01 17:13:10 main:574] : INFO : Epoch 1745 | loss: 0.0312258 | val_loss: 0.0312355 | Time: 1562.04 ms [2021-02-01 17:13:12 main:574] : INFO : Epoch 1746 | loss: 0.0312248 | val_loss: 0.0312307 | Time: 1514.14 ms [2021-02-01 17:13:13 main:574] : INFO : Epoch 1747 | loss: 0.0312252 | val_loss: 0.0312306 | Time: 1408.69 ms [2021-02-01 17:13:15 main:574] : INFO : Epoch 1748 | loss: 0.0312243 | val_loss: 0.0312318 | Time: 1754.88 ms [2021-02-01 17:13:17 main:574] : INFO : Epoch 1749 | loss: 0.0312239 | val_loss: 0.0312316 | Time: 1393.36 ms [2021-02-01 17:13:18 main:574] : INFO : Epoch 1750 | loss: 0.0312243 | val_loss: 0.0312308 | Time: 1585.96 ms [2021-02-01 17:13:20 main:574] : INFO : Epoch 1751 | loss: 0.0312256 | val_loss: 0.031231 | Time: 1626.66 ms [2021-02-01 17:13:21 main:574] : INFO : Epoch 1752 | loss: 0.0312241 | val_loss: 0.0312324 | Time: 1402.27 ms [2021-02-01 17:13:23 main:574] : INFO : Epoch 1753 | loss: 0.0312243 | val_loss: 0.0312315 | Time: 1768.65 ms [2021-02-01 17:13:24 main:574] : INFO : Epoch 1754 | loss: 0.0312245 | val_loss: 0.031233 | Time: 1370.79 ms [2021-02-01 17:13:26 main:574] : INFO : Epoch 1755 | loss: 0.0312242 | val_loss: 0.0312318 | Time: 1379.34 ms [2021-02-01 17:13:27 main:574] : INFO : Epoch 1756 | loss: 0.0312253 | val_loss: 0.0312314 | Time: 1539.36 ms [2021-02-01 17:13:29 main:574] : INFO : Epoch 1757 | loss: 0.0312236 | val_loss: 0.0312306 | Time: 1279.52 ms [2021-02-01 17:13:30 main:574] : INFO : Epoch 1758 | loss: 0.031225 | val_loss: 0.031231 | Time: 1315.05 ms [2021-02-01 17:13:32 main:574] : INFO : Epoch 1759 | loss: 0.0312258 | val_loss: 0.0312331 | Time: 1679.16 ms [2021-02-01 17:13:33 main:574] : INFO : Epoch 1760 | loss: 0.0312253 | val_loss: 0.0312309 | Time: 1621.57 ms [2021-02-01 17:13:35 main:574] : INFO : Epoch 1761 | loss: 0.0312241 | val_loss: 0.0312306 | Time: 1865.42 ms [2021-02-01 17:13:36 main:574] : INFO : Epoch 1762 | loss: 0.0312283 | val_loss: 0.0312345 | Time: 1363.38 ms [2021-02-01 17:13:38 main:574] : INFO : Epoch 1763 | loss: 0.031225 | val_loss: 0.0312306 | Time: 1454.44 ms [2021-02-01 17:13:40 main:574] : INFO : Epoch 1764 | loss: 0.0312235 | val_loss: 0.0312307 | Time: 1680.2 ms [2021-02-01 17:13:41 main:574] : INFO : Epoch 1765 | loss: 0.0312235 | val_loss: 0.0312347 | Time: 1475.76 ms [2021-02-01 17:13:53 main:574] : INFO : Epoch 1766 | loss: 0.0312246 | val_loss: 0.0312314 | Time: 11613 ms [2021-02-01 17:13:54 main:574] : INFO : Epoch 1767 | loss: 0.031226 | val_loss: 0.0312329 | Time: 1287.41 ms [2021-02-01 17:13:55 main:574] : INFO : Epoch 1768 | loss: 0.0312256 | val_loss: 0.0312331 | Time: 1331.06 ms [2021-02-01 17:13:57 main:574] : INFO : Epoch 1769 | loss: 0.0312243 | val_loss: 0.0312339 | Time: 1689.43 ms [2021-02-01 17:13:58 main:574] : INFO : Epoch 1770 | loss: 0.0312246 | val_loss: 0.0312328 | Time: 1298.53 ms [2021-02-01 17:14:00 main:574] : INFO : Epoch 1771 | loss: 0.0312274 | val_loss: 0.0312344 | Time: 1302.34 ms [2021-02-01 17:14:01 main:574] : INFO : Epoch 1772 | loss: 0.0312241 | val_loss: 0.0312302 | Time: 1622.55 ms [2021-02-01 17:14:03 main:574] : INFO : Epoch 1773 | loss: 0.0312244 | val_loss: 0.0312303 | Time: 1374.24 ms [2021-02-01 17:14:04 main:574] : INFO : Epoch 1774 | loss: 0.0312238 | val_loss: 0.0312298 | Time: 1407.79 ms [2021-02-01 17:14:06 main:574] : INFO : Epoch 1775 | loss: 0.0312234 | val_loss: 0.0312297 | Time: 1565.04 ms [2021-02-01 17:14:07 main:574] : INFO : Epoch 1776 | loss: 0.0312233 | val_loss: 0.0312301 | Time: 1274.39 ms [2021-02-01 17:14:08 main:574] : INFO : Epoch 1777 | loss: 0.0312257 | val_loss: 0.0312317 | Time: 1466.96 ms [2021-02-01 17:14:10 main:574] : INFO : Epoch 1778 | loss: 0.0312251 | val_loss: 0.0312304 | Time: 1457.45 ms [2021-02-01 17:14:11 main:574] : INFO : Epoch 1779 | loss: 0.0312248 | val_loss: 0.0312303 | Time: 1340.74 ms [2021-02-01 17:14:13 main:574] : INFO : Epoch 1780 | loss: 0.0312232 | val_loss: 0.0312307 | Time: 1640.57 ms [2021-02-01 17:14:14 main:574] : INFO : Epoch 1781 | loss: 0.0312257 | val_loss: 0.0312366 | Time: 1412.21 ms [2021-02-01 17:14:16 main:574] : INFO : Epoch 1782 | loss: 0.0312256 | val_loss: 0.0312308 | Time: 1271.58 ms [2021-02-01 17:14:17 main:574] : INFO : Epoch 1783 | loss: 0.0312244 | val_loss: 0.0312313 | Time: 1582.12 ms [2021-02-01 17:14:19 main:574] : INFO : Epoch 1784 | loss: 0.0312253 | val_loss: 0.0312392 | Time: 1307.6 ms [2021-02-01 17:14:20 main:574] : INFO : Epoch 1785 | loss: 0.0312291 | val_loss: 0.0312328 | Time: 1285.12 ms [2021-02-01 17:14:21 main:574] : INFO : Epoch 1786 | loss: 0.0312253 | val_loss: 0.0312316 | Time: 1592.24 ms [2021-02-01 17:14:23 main:574] : INFO : Epoch 1787 | loss: 0.0312253 | val_loss: 0.0312305 | Time: 1318.85 ms [2021-02-01 17:14:35 main:574] : INFO : Epoch 1788 | loss: 0.0312242 | val_loss: 0.0312338 | Time: 11831.4 ms [2021-02-01 17:14:36 main:574] : INFO : Epoch 1789 | loss: 0.031225 | val_loss: 0.031232 | Time: 1366.31 ms [2021-02-01 17:14:37 main:574] : INFO : Epoch 1790 | loss: 0.0312257 | val_loss: 0.0312376 | Time: 1291.24 ms [2021-02-01 17:14:39 main:574] : INFO : Epoch 1791 | loss: 0.0312284 | val_loss: 0.0312308 | Time: 1521.34 ms [2021-02-01 17:14:40 main:574] : INFO : Epoch 1792 | loss: 0.0312256 | val_loss: 0.0312321 | Time: 1351.14 ms [2021-02-01 17:14:41 main:574] : INFO : Epoch 1793 | loss: 0.0312252 | val_loss: 0.0312358 | Time: 1305.79 ms [2021-02-01 17:14:43 main:574] : INFO : Epoch 1794 | loss: 0.0312257 | val_loss: 0.0312307 | Time: 1642.08 ms [2021-02-01 17:14:44 main:574] : INFO : Epoch 1795 | loss: 0.0312259 | val_loss: 0.0312315 | Time: 1276.01 ms [2021-02-01 17:14:46 main:574] : INFO : Epoch 1796 | loss: 0.0312241 | val_loss: 0.0312376 | Time: 1282.36 ms [2021-02-01 17:14:47 main:574] : INFO : Epoch 1797 | loss: 0.0312253 | val_loss: 0.0312307 | Time: 1573.05 ms [2021-02-01 17:14:49 main:574] : INFO : Epoch 1798 | loss: 0.0312235 | val_loss: 0.0312304 | Time: 1286.94 ms [2021-02-01 17:14:50 main:574] : INFO : Epoch 1799 | loss: 0.0312237 | val_loss: 0.0312297 | Time: 1223.66 ms [2021-02-01 17:14:51 main:574] : INFO : Epoch 1800 | loss: 0.0312234 | val_loss: 0.0312309 | Time: 1674.58 ms [2021-02-01 17:14:53 main:574] : INFO : Epoch 1801 | loss: 0.0312247 | val_loss: 0.0312295 | Time: 1339.24 ms [2021-02-01 17:14:54 main:574] : INFO : Epoch 1802 | loss: 0.0312258 | val_loss: 0.0312302 | Time: 1268.59 ms [2021-02-01 17:14:56 main:574] : INFO : Epoch 1803 | loss: 0.0312277 | val_loss: 0.0312354 | Time: 1589.08 ms [2021-02-01 17:14:57 main:574] : INFO : Epoch 1804 | loss: 0.0312243 | val_loss: 0.0312325 | Time: 1249.25 ms [2021-02-01 17:14:58 main:574] : INFO : Epoch 1805 | loss: 0.0312249 | val_loss: 0.0312301 | Time: 1297.1 ms [2021-02-01 17:15:00 main:574] : INFO : Epoch 1806 | loss: 0.0312235 | val_loss: 0.0312316 | Time: 1564.46 ms [2021-02-01 17:15:01 main:574] : INFO : Epoch 1807 | loss: 0.0312241 | val_loss: 0.03123 | Time: 1211.63 ms [2021-02-01 17:15:02 main:574] : INFO : Epoch 1808 | loss: 0.0312236 | val_loss: 0.0312299 | Time: 1282.66 ms [2021-02-01 17:15:04 main:574] : INFO : Epoch 1809 | loss: 0.0312233 | val_loss: 0.0312313 | Time: 1484.21 ms [2021-02-01 17:15:05 main:574] : INFO : Epoch 1810 | loss: 0.0312239 | val_loss: 0.0312293 | Time: 1260.22 ms [2021-02-01 17:15:07 main:574] : INFO : Epoch 1811 | loss: 0.0312234 | val_loss: 0.0312298 | Time: 1421.96 ms [2021-02-01 17:15:08 main:574] : INFO : Epoch 1812 | loss: 0.0312234 | val_loss: 0.0312325 | Time: 1474.48 ms [2021-02-01 17:15:09 main:574] : INFO : Epoch 1813 | loss: 0.0312238 | val_loss: 0.0312291 | Time: 1266.44 ms [2021-02-01 17:15:11 main:574] : INFO : Epoch 1814 | loss: 0.0312239 | val_loss: 0.0312325 | Time: 1393.33 ms [2021-02-01 17:15:12 main:574] : INFO : Epoch 1815 | loss: 0.0312262 | val_loss: 0.0312324 | Time: 1465.23 ms [2021-02-01 17:15:13 main:574] : INFO : Epoch 1816 | loss: 0.0312252 | val_loss: 0.031232 | Time: 1300.94 ms [2021-02-01 17:15:15 main:574] : INFO : Epoch 1817 | loss: 0.0312249 | val_loss: 0.0312359 | Time: 1734.7 ms [2021-02-01 17:15:16 main:574] : INFO : Epoch 1818 | loss: 0.0312242 | val_loss: 0.0312328 | Time: 1235.67 ms [2021-02-01 17:15:18 main:574] : INFO : Epoch 1819 | loss: 0.0312239 | val_loss: 0.0312305 | Time: 1195.55 ms [2021-02-01 17:15:19 main:574] : INFO : Epoch 1820 | loss: 0.0312244 | val_loss: 0.0312332 | Time: 1586.47 ms [2021-02-01 17:15:20 main:574] : INFO : Epoch 1821 | loss: 0.0312251 | val_loss: 0.0312317 | Time: 1240.61 ms [2021-02-01 17:15:22 main:574] : INFO : Epoch 1822 | loss: 0.0312243 | val_loss: 0.0312309 | Time: 1252.44 ms [2021-02-01 17:15:23 main:574] : INFO : Epoch 1823 | loss: 0.0312264 | val_loss: 0.0312302 | Time: 1537.27 ms [2021-02-01 17:15:25 main:574] : INFO : Epoch 1824 | loss: 0.0312234 | val_loss: 0.0312305 | Time: 1263.14 ms [2021-02-01 17:15:26 main:574] : INFO : Epoch 1825 | loss: 0.0312234 | val_loss: 0.0312299 | Time: 1227.9 ms [2021-02-01 17:15:27 main:574] : INFO : Epoch 1826 | loss: 0.0312233 | val_loss: 0.0312309 | Time: 1594.52 ms [2021-02-01 17:15:29 main:574] : INFO : Epoch 1827 | loss: 0.0312244 | val_loss: 0.0312311 | Time: 1263.49 ms [2021-02-01 17:15:30 main:574] : INFO : Epoch 1828 | loss: 0.0312255 | val_loss: 0.0312331 | Time: 1285.41 ms [2021-02-01 17:15:32 main:574] : INFO : Epoch 1829 | loss: 0.0312248 | val_loss: 0.0312304 | Time: 1592.72 ms [2021-02-01 17:15:33 main:574] : INFO : Epoch 1830 | loss: 0.0312247 | val_loss: 0.0312303 | Time: 1261.9 ms [2021-02-01 17:15:34 main:574] : INFO : Epoch 1831 | loss: 0.0312238 | val_loss: 0.0312312 | Time: 1540.61 ms [2021-02-01 17:15:36 main:574] : INFO : Epoch 1832 | loss: 0.0312235 | val_loss: 0.0312313 | Time: 1674.59 ms [2021-02-01 17:15:37 main:574] : INFO : Epoch 1833 | loss: 0.0312237 | val_loss: 0.0312319 | Time: 1212.74 ms [2021-02-01 17:15:39 main:574] : INFO : Epoch 1834 | loss: 0.0312239 | val_loss: 0.0312311 | Time: 1368.77 ms [2021-02-01 17:15:40 main:574] : INFO : Epoch 1835 | loss: 0.0312233 | val_loss: 0.0312305 | Time: 1407.31 ms [2021-02-01 17:15:41 main:574] : INFO : Epoch 1836 | loss: 0.0312232 | val_loss: 0.0312308 | Time: 1245.88 ms [2021-02-01 17:15:43 main:574] : INFO : Epoch 1837 | loss: 0.0312235 | val_loss: 0.0312313 | Time: 1373.16 ms [2021-02-01 17:15:44 main:574] : INFO : Epoch 1838 | loss: 0.0312234 | val_loss: 0.0312314 | Time: 1419.08 ms [2021-02-01 17:15:45 main:574] : INFO : Epoch 1839 | loss: 0.031224 | val_loss: 0.0312327 | Time: 1212.38 ms [2021-02-01 17:15:47 main:574] : INFO : Epoch 1840 | loss: 0.0312258 | val_loss: 0.0312334 | Time: 1361.92 ms [2021-02-01 17:15:48 main:574] : INFO : Epoch 1841 | loss: 0.0312262 | val_loss: 0.0312358 | Time: 1432.37 ms [2021-02-01 17:15:49 main:574] : INFO : Epoch 1842 | loss: 0.0312267 | val_loss: 0.0312312 | Time: 1266.63 ms [2021-02-01 17:15:51 main:574] : INFO : Epoch 1843 | loss: 0.0312238 | val_loss: 0.0312316 | Time: 1397.28 ms [2021-02-01 17:15:52 main:574] : INFO : Epoch 1844 | loss: 0.031224 | val_loss: 0.0312294 | Time: 1438.86 ms [2021-02-01 17:15:54 main:574] : INFO : Epoch 1845 | loss: 0.0312244 | val_loss: 0.03123 | Time: 1282.22 ms [2021-02-01 17:15:55 main:574] : INFO : Epoch 1846 | loss: 0.0312235 | val_loss: 0.0312305 | Time: 1514.62 ms [2021-02-01 17:15:56 main:574] : INFO : Epoch 1847 | loss: 0.0312233 | val_loss: 0.031231 | Time: 1334.07 ms [2021-02-01 17:15:58 main:574] : INFO : Epoch 1848 | loss: 0.0312243 | val_loss: 0.03123 | Time: 1258.31 ms [2021-02-01 17:15:59 main:574] : INFO : Epoch 1849 | loss: 0.0312241 | val_loss: 0.0312291 | Time: 1579.89 ms [2021-02-01 17:16:01 main:574] : INFO : Epoch 1850 | loss: 0.0312254 | val_loss: 0.0312334 | Time: 1265.32 ms [2021-02-01 17:16:02 main:574] : INFO : Epoch 1851 | loss: 0.0312241 | val_loss: 0.031231 | Time: 1278.05 ms [2021-02-01 17:16:03 main:574] : INFO : Epoch 1852 | loss: 0.0312238 | val_loss: 0.0312309 | Time: 1554.69 ms [2021-02-01 17:16:05 main:574] : INFO : Epoch 1853 | loss: 0.0312234 | val_loss: 0.0312299 | Time: 1286.49 ms [2021-02-01 17:16:06 main:574] : INFO : Epoch 1854 | loss: 0.0312258 | val_loss: 0.0312295 | Time: 1308.05 ms [2021-02-01 17:16:08 main:574] : INFO : Epoch 1855 | loss: 0.0312234 | val_loss: 0.0312292 | Time: 1608.96 ms [2021-02-01 17:16:09 main:574] : INFO : Epoch 1856 | loss: 0.0312252 | val_loss: 0.0312316 | Time: 1258.15 ms [2021-02-01 17:16:10 main:574] : INFO : Epoch 1857 | loss: 0.0312255 | val_loss: 0.0312322 | Time: 1383.9 ms [2021-02-01 17:16:12 main:574] : INFO : Epoch 1858 | loss: 0.0312242 | val_loss: 0.0312309 | Time: 1762.75 ms [2021-02-01 17:16:14 main:574] : INFO : Epoch 1859 | loss: 0.0312245 | val_loss: 0.0312312 | Time: 1370.77 ms [2021-02-01 17:16:15 main:574] : INFO : Epoch 1860 | loss: 0.0312241 | val_loss: 0.0312322 | Time: 1440.15 ms [2021-02-01 17:16:16 main:574] : INFO : Epoch 1861 | loss: 0.0312245 | val_loss: 0.0312336 | Time: 1436.28 ms [2021-02-01 17:16:18 main:574] : INFO : Epoch 1862 | loss: 0.0312242 | val_loss: 0.0312304 | Time: 1276.45 ms [2021-02-01 17:16:19 main:574] : INFO : Epoch 1863 | loss: 0.031226 | val_loss: 0.0312363 | Time: 1517.98 ms [2021-02-01 17:16:21 main:574] : INFO : Epoch 1864 | loss: 0.0312285 | val_loss: 0.0312341 | Time: 1331.41 ms [2021-02-01 17:16:22 main:574] : INFO : Epoch 1865 | loss: 0.031226 | val_loss: 0.0312308 | Time: 1255.1 ms [2021-02-01 17:16:23 main:574] : INFO : Epoch 1866 | loss: 0.0312244 | val_loss: 0.0312305 | Time: 1538.93 ms [2021-02-01 17:16:25 main:574] : INFO : Epoch 1867 | loss: 0.0312276 | val_loss: 0.0312296 | Time: 1373.68 ms [2021-02-01 17:16:26 main:574] : INFO : Epoch 1868 | loss: 0.0312401 | val_loss: 0.0313124 | Time: 1279.64 ms [2021-02-01 17:16:28 main:574] : INFO : Epoch 1869 | loss: 0.0312764 | val_loss: 0.0312802 | Time: 1575.95 ms [2021-02-01 17:16:29 main:574] : INFO : Epoch 1870 | loss: 0.0312409 | val_loss: 0.0312381 | Time: 1310.43 ms [2021-02-01 17:16:30 main:574] : INFO : Epoch 1871 | loss: 0.0312286 | val_loss: 0.0312312 | Time: 1279.62 ms [2021-02-01 17:16:32 main:574] : INFO : Epoch 1872 | loss: 0.0312271 | val_loss: 0.0312322 | Time: 1623.51 ms [2021-02-01 17:16:33 main:574] : INFO : Epoch 1873 | loss: 0.0312253 | val_loss: 0.03123 | Time: 1272.22 ms [2021-02-01 17:16:34 main:574] : INFO : Epoch 1874 | loss: 0.0312257 | val_loss: 0.0312303 | Time: 1293.1 ms [2021-02-01 17:16:36 main:574] : INFO : Epoch 1875 | loss: 0.0312259 | val_loss: 0.031231 | Time: 1679.19 ms [2021-02-01 17:16:37 main:574] : INFO : Epoch 1876 | loss: 0.0312242 | val_loss: 0.0312306 | Time: 1277.68 ms [2021-02-01 17:16:39 main:574] : INFO : Epoch 1877 | loss: 0.0312261 | val_loss: 0.0312335 | Time: 1416.48 ms [2021-02-01 17:16:40 main:574] : INFO : Epoch 1878 | loss: 0.0312251 | val_loss: 0.0312307 | Time: 1548.58 ms [2021-02-01 17:16:42 main:574] : INFO : Epoch 1879 | loss: 0.0312246 | val_loss: 0.0312328 | Time: 1348.08 ms [2021-02-01 17:16:43 main:574] : INFO : Epoch 1880 | loss: 0.0312241 | val_loss: 0.0312305 | Time: 1583.67 ms [2021-02-01 17:16:45 main:574] : INFO : Epoch 1881 | loss: 0.0312237 | val_loss: 0.0312303 | Time: 1442.84 ms [2021-02-01 17:16:46 main:574] : INFO : Epoch 1882 | loss: 0.0312238 | val_loss: 0.0312313 | Time: 1408.36 ms [2021-02-01 17:16:48 main:574] : INFO : Epoch 1883 | loss: 0.031224 | val_loss: 0.0312321 | Time: 1648.13 ms [2021-02-01 17:16:49 main:574] : INFO : Epoch 1884 | loss: 0.0312246 | val_loss: 0.0312308 | Time: 1264.73 ms [2021-02-01 17:16:50 main:574] : INFO : Epoch 1885 | loss: 0.0312234 | val_loss: 0.0312336 | Time: 1290.82 ms [2021-02-01 17:16:52 main:574] : INFO : Epoch 1886 | loss: 0.0312248 | val_loss: 0.0312304 | Time: 1647.69 ms [2021-02-01 17:16:53 main:574] : INFO : Epoch 1887 | loss: 0.0312243 | val_loss: 0.0312339 | Time: 1256.97 ms [2021-02-01 17:16:55 main:574] : INFO : Epoch 1888 | loss: 0.0312254 | val_loss: 0.0312313 | Time: 1286.32 ms [2021-02-01 17:16:56 main:574] : INFO : Epoch 1889 | loss: 0.0312247 | val_loss: 0.0312323 | Time: 1626.46 ms [2021-02-01 17:16:58 main:574] : INFO : Epoch 1890 | loss: 0.0312245 | val_loss: 0.0312308 | Time: 1261.13 ms [2021-02-01 17:16:59 main:574] : INFO : Epoch 1891 | loss: 0.0312233 | val_loss: 0.0312297 | Time: 1411.71 ms [2021-02-01 17:17:01 main:574] : INFO : Epoch 1892 | loss: 0.0312252 | val_loss: 0.0312347 | Time: 1544.85 ms [2021-02-01 17:17:02 main:574] : INFO : Epoch 1893 | loss: 0.0312247 | val_loss: 0.0312342 | Time: 1316.77 ms [2021-02-01 17:17:03 main:574] : INFO : Epoch 1894 | loss: 0.0312257 | val_loss: 0.0312341 | Time: 1584.79 ms [2021-02-01 17:17:05 main:574] : INFO : Epoch 1895 | loss: 0.0312265 | val_loss: 0.0312304 | Time: 1397.2 ms [2021-02-01 17:17:06 main:574] : INFO : Epoch 1896 | loss: 0.0312237 | val_loss: 0.0312286 | Time: 1325.34 ms [2021-02-01 17:17:08 main:574] : INFO : Epoch 1897 | loss: 0.0312241 | val_loss: 0.0312294 | Time: 1605.7 ms [2021-02-01 17:17:09 main:574] : INFO : Epoch 1898 | loss: 0.0312234 | val_loss: 0.0312302 | Time: 1282 ms [2021-02-01 17:17:10 main:574] : INFO : Epoch 1899 | loss: 0.031225 | val_loss: 0.0312314 | Time: 1329.34 ms [2021-02-01 17:17:12 main:574] : INFO : Epoch 1900 | loss: 0.0312265 | val_loss: 0.0312313 | Time: 1709.72 ms [2021-02-01 17:17:13 main:574] : INFO : Epoch 1901 | loss: 0.0312266 | val_loss: 0.0312294 | Time: 1308.33 ms [2021-02-01 17:17:15 main:574] : INFO : Epoch 1902 | loss: 0.0312236 | val_loss: 0.0312308 | Time: 1244.44 ms [2021-02-01 17:17:16 main:574] : INFO : Epoch 1903 | loss: 0.0312248 | val_loss: 0.0312294 | Time: 1584.11 ms [2021-02-01 17:17:18 main:574] : INFO : Epoch 1904 | loss: 0.0312248 | val_loss: 0.0312307 | Time: 1280.16 ms [2021-02-01 17:17:19 main:574] : INFO : Epoch 1905 | loss: 0.0312235 | val_loss: 0.031229 | Time: 1362.66 ms [2021-02-01 17:17:21 main:574] : INFO : Epoch 1906 | loss: 0.0312237 | val_loss: 0.0312308 | Time: 1540.11 ms [2021-02-01 17:17:22 main:574] : INFO : Epoch 1907 | loss: 0.0312236 | val_loss: 0.0312293 | Time: 1291.22 ms [2021-02-01 17:17:23 main:574] : INFO : Epoch 1908 | loss: 0.0312234 | val_loss: 0.0312302 | Time: 1402.56 ms [2021-02-01 17:17:25 main:574] : INFO : Epoch 1909 | loss: 0.0312255 | val_loss: 0.0312304 | Time: 1444.12 ms [2021-02-01 17:17:26 main:574] : INFO : Epoch 1910 | loss: 0.0312251 | val_loss: 0.0312333 | Time: 1299.89 ms [2021-02-01 17:17:28 main:574] : INFO : Epoch 1911 | loss: 0.0312246 | val_loss: 0.0312294 | Time: 1567.05 ms [2021-02-01 17:17:29 main:574] : INFO : Epoch 1912 | loss: 0.0312234 | val_loss: 0.0312332 | Time: 1414.7 ms [2021-02-01 17:17:30 main:574] : INFO : Epoch 1913 | loss: 0.0312234 | val_loss: 0.031229 | Time: 1299.16 ms [2021-02-01 17:17:32 main:574] : INFO : Epoch 1914 | loss: 0.0312239 | val_loss: 0.0312299 | Time: 1645.21 ms [2021-02-01 17:17:33 main:574] : INFO : Epoch 1915 | loss: 0.0312244 | val_loss: 0.0312297 | Time: 1323.8 ms [2021-02-01 17:17:35 main:574] : INFO : Epoch 1916 | loss: 0.0312235 | val_loss: 0.0312291 | Time: 1367.32 ms [2021-02-01 17:17:36 main:574] : INFO : Epoch 1917 | loss: 0.0312231 | val_loss: 0.0312298 | Time: 1607.55 ms [2021-02-01 17:17:38 main:574] : INFO : Epoch 1918 | loss: 0.0312242 | val_loss: 0.0312336 | Time: 1285.36 ms [2021-02-01 17:17:39 main:574] : INFO : Epoch 1919 | loss: 0.0312242 | val_loss: 0.0312302 | Time: 1319.02 ms [2021-02-01 17:17:40 main:574] : INFO : Epoch 1920 | loss: 0.0312234 | val_loss: 0.0312312 | Time: 1564.71 ms [2021-02-01 17:17:42 main:574] : INFO : Epoch 1921 | loss: 0.0312246 | val_loss: 0.0312294 | Time: 1279.33 ms [2021-02-01 17:17:43 main:574] : INFO : Epoch 1922 | loss: 0.0312242 | val_loss: 0.03123 | Time: 1367.53 ms [2021-02-01 17:17:45 main:574] : INFO : Epoch 1923 | loss: 0.0312244 | val_loss: 0.0312304 | Time: 1491.61 ms [2021-02-01 17:17:46 main:574] : INFO : Epoch 1924 | loss: 0.0312233 | val_loss: 0.0312289 | Time: 1272.7 ms [2021-02-01 17:17:47 main:574] : INFO : Epoch 1925 | loss: 0.0312235 | val_loss: 0.0312288 | Time: 1493.03 ms [2021-02-01 17:17:49 main:574] : INFO : Epoch 1926 | loss: 0.0312231 | val_loss: 0.0312294 | Time: 1472.23 ms [2021-02-01 17:17:50 main:574] : INFO : Epoch 1927 | loss: 0.031223 | val_loss: 0.0312295 | Time: 1279.8 ms [2021-02-01 17:17:52 main:574] : INFO : Epoch 1928 | loss: 0.031223 | val_loss: 0.0312303 | Time: 1557.87 ms [2021-02-01 17:17:53 main:574] : INFO : Epoch 1929 | loss: 0.0312234 | val_loss: 0.0312331 | Time: 1409.66 ms [2021-02-01 17:17:54 main:574] : INFO : Epoch 1930 | loss: 0.0312237 | val_loss: 0.0312309 | Time: 1270.69 ms [2021-02-01 17:17:56 main:574] : INFO : Epoch 1931 | loss: 0.0312233 | val_loss: 0.0312291 | Time: 1628.93 ms [2021-02-01 17:17:57 main:574] : INFO : Epoch 1932 | loss: 0.0312246 | val_loss: 0.0312327 | Time: 1320.52 ms [2021-02-01 17:17:59 main:574] : INFO : Epoch 1933 | loss: 0.0312239 | val_loss: 0.0312296 | Time: 1344.75 ms [2021-02-01 17:18:00 main:574] : INFO : Epoch 1934 | loss: 0.0312233 | val_loss: 0.0312288 | Time: 1642.88 ms [2021-02-01 17:18:02 main:574] : INFO : Epoch 1935 | loss: 0.0312232 | val_loss: 0.0312285 | Time: 1352.18 ms [2021-02-01 17:18:03 main:574] : INFO : Epoch 1936 | loss: 0.0312231 | val_loss: 0.0312291 | Time: 1548.81 ms [2021-02-01 17:18:05 main:574] : INFO : Epoch 1937 | loss: 0.0312244 | val_loss: 0.0312314 | Time: 1508.75 ms [2021-02-01 17:18:06 main:574] : INFO : Epoch 1938 | loss: 0.0312272 | val_loss: 0.0312318 | Time: 1277.96 ms [2021-02-01 17:18:08 main:574] : INFO : Epoch 1939 | loss: 0.031224 | val_loss: 0.0312297 | Time: 1538.52 ms [2021-02-01 17:18:09 main:574] : INFO : Epoch 1940 | loss: 0.0312247 | val_loss: 0.0312304 | Time: 1398.84 ms [2021-02-01 17:18:10 main:574] : INFO : Epoch 1941 | loss: 0.031224 | val_loss: 0.031229 | Time: 1269.95 ms [2021-02-01 17:18:12 main:574] : INFO : Epoch 1942 | loss: 0.0312244 | val_loss: 0.0312293 | Time: 1651.1 ms [2021-02-01 17:18:13 main:574] : INFO : Epoch 1943 | loss: 0.0312239 | val_loss: 0.0312286 | Time: 1297.62 ms [2021-02-01 17:18:15 main:574] : INFO : Epoch 1944 | loss: 0.0312232 | val_loss: 0.031229 | Time: 1294.28 ms [2021-02-01 17:18:16 main:574] : INFO : Epoch 1945 | loss: 0.0312237 | val_loss: 0.0312284 | Time: 1600.84 ms [2021-02-01 17:18:18 main:574] : INFO : Epoch 1946 | loss: 0.0312234 | val_loss: 0.0312298 | Time: 1355.16 ms [2021-02-01 17:18:19 main:574] : INFO : Epoch 1947 | loss: 0.0312247 | val_loss: 0.0312306 | Time: 1310.83 ms [2021-02-01 17:18:21 main:574] : INFO : Epoch 1948 | loss: 0.0312235 | val_loss: 0.0312293 | Time: 1580.23 ms [2021-02-01 17:18:22 main:574] : INFO : Epoch 1949 | loss: 0.0312237 | val_loss: 0.0312293 | Time: 1337.12 ms [2021-02-01 17:18:23 main:574] : INFO : Epoch 1950 | loss: 0.0312235 | val_loss: 0.0312295 | Time: 1394.29 ms [2021-02-01 17:18:25 main:574] : INFO : Epoch 1951 | loss: 0.0312233 | val_loss: 0.0312313 | Time: 1555.31 ms [2021-02-01 17:18:26 main:574] : INFO : Epoch 1952 | loss: 0.0312239 | val_loss: 0.0312292 | Time: 1264.28 ms [2021-02-01 17:18:28 main:574] : INFO : Epoch 1953 | loss: 0.0312249 | val_loss: 0.0312295 | Time: 1545.74 ms [2021-02-01 17:18:29 main:574] : INFO : Epoch 1954 | loss: 0.0312246 | val_loss: 0.0312303 | Time: 1421.55 ms [2021-02-01 17:18:30 main:574] : INFO : Epoch 1955 | loss: 0.0312241 | val_loss: 0.0312308 | Time: 1263.85 ms [2021-02-01 17:18:32 main:574] : INFO : Epoch 1956 | loss: 0.0312234 | val_loss: 0.031232 | Time: 1570.49 ms [2021-02-01 17:18:33 main:574] : INFO : Epoch 1957 | loss: 0.031224 | val_loss: 0.0312287 | Time: 1309.25 ms [2021-02-01 17:18:35 main:574] : INFO : Epoch 1958 | loss: 0.0312242 | val_loss: 0.0312284 | Time: 1291.31 ms [2021-02-01 17:18:36 main:574] : INFO : Epoch 1959 | loss: 0.0312258 | val_loss: 0.0312285 | Time: 1607.07 ms [2021-02-01 17:18:37 main:574] : INFO : Epoch 1960 | loss: 0.031224 | val_loss: 0.0312318 | Time: 1284.22 ms [2021-02-01 17:18:39 main:574] : INFO : Epoch 1961 | loss: 0.0312241 | val_loss: 0.0312329 | Time: 1311.48 ms [2021-02-01 17:18:41 main:574] : INFO : Epoch 1962 | loss: 0.0312253 | val_loss: 0.0312286 | Time: 1758.07 ms [2021-02-01 17:18:42 main:574] : INFO : Epoch 1963 | loss: 0.0312235 | val_loss: 0.0312308 | Time: 1334.79 ms [2021-02-01 17:18:43 main:574] : INFO : Epoch 1964 | loss: 0.0312239 | val_loss: 0.0312325 | Time: 1320.43 ms [2021-02-01 17:18:45 main:574] : INFO : Epoch 1965 | loss: 0.0312246 | val_loss: 0.0312303 | Time: 1608.34 ms [2021-02-01 17:18:46 main:574] : INFO : Epoch 1966 | loss: 0.0312236 | val_loss: 0.0312297 | Time: 1299.21 ms [2021-02-01 17:18:48 main:574] : INFO : Epoch 1967 | loss: 0.0312234 | val_loss: 0.0312287 | Time: 1450.36 ms [2021-02-01 17:18:49 main:574] : INFO : Epoch 1968 | loss: 0.0312232 | val_loss: 0.0312287 | Time: 1512.19 ms [2021-02-01 17:18:50 main:574] : INFO : Epoch 1969 | loss: 0.0312233 | val_loss: 0.0312283 | Time: 1285.74 ms [2021-02-01 17:18:52 main:574] : INFO : Epoch 1970 | loss: 0.0312232 | val_loss: 0.0312313 | Time: 1556.27 ms [2021-02-01 17:18:53 main:574] : INFO : Epoch 1971 | loss: 0.0312237 | val_loss: 0.0312298 | Time: 1370.41 ms [2021-02-01 17:18:55 main:574] : INFO : Epoch 1972 | loss: 0.0312233 | val_loss: 0.0312302 | Time: 1320.68 ms [2021-02-01 17:18:56 main:574] : INFO : Epoch 1973 | loss: 0.0312234 | val_loss: 0.0312304 | Time: 1632.93 ms [2021-02-01 17:18:58 main:574] : INFO : Epoch 1974 | loss: 0.0312246 | val_loss: 0.0312288 | Time: 1278.56 ms [2021-02-01 17:18:59 main:574] : INFO : Epoch 1975 | loss: 0.0312232 | val_loss: 0.0312291 | Time: 1313.45 ms [2021-02-01 17:19:01 main:574] : INFO : Epoch 1976 | loss: 0.0312262 | val_loss: 0.0312291 | Time: 1648.03 ms [2021-02-01 17:19:02 main:574] : INFO : Epoch 1977 | loss: 0.0312257 | val_loss: 0.0312327 | Time: 1283.35 ms [2021-02-01 17:19:03 main:574] : INFO : Epoch 1978 | loss: 0.0312256 | val_loss: 0.0312334 | Time: 1292.08 ms [2021-02-01 17:19:05 main:574] : INFO : Epoch 1979 | loss: 0.0312248 | val_loss: 0.0312284 | Time: 1658.42 ms [2021-02-01 17:19:06 main:574] : INFO : Epoch 1980 | loss: 0.0312235 | val_loss: 0.0312282 | Time: 1319.65 ms [2021-02-01 17:19:08 main:574] : INFO : Epoch 1981 | loss: 0.0312235 | val_loss: 0.0312303 | Time: 1388.95 ms [2021-02-01 17:19:09 main:574] : INFO : Epoch 1982 | loss: 0.0312235 | val_loss: 0.0312296 | Time: 1550.38 ms [2021-02-01 17:19:10 main:574] : INFO : Epoch 1983 | loss: 0.0312233 | val_loss: 0.0312291 | Time: 1275.6 ms [2021-02-01 17:19:12 main:574] : INFO : Epoch 1984 | loss: 0.0312241 | val_loss: 0.0312312 | Time: 1570.54 ms [2021-02-01 17:19:13 main:574] : INFO : Epoch 1985 | loss: 0.0312255 | val_loss: 0.0312287 | Time: 1407.27 ms [2021-02-01 17:19:15 main:574] : INFO : Epoch 1986 | loss: 0.0312238 | val_loss: 0.0312292 | Time: 1316.29 ms [2021-02-01 17:19:16 main:574] : INFO : Epoch 1987 | loss: 0.0312234 | val_loss: 0.0312309 | Time: 1652.74 ms [2021-02-01 17:19:18 main:574] : INFO : Epoch 1988 | loss: 0.0312238 | val_loss: 0.0312312 | Time: 1265.74 ms [2021-02-01 17:19:19 main:574] : INFO : Epoch 1989 | loss: 0.0312244 | val_loss: 0.03123 | Time: 1307.01 ms [2021-02-01 17:19:21 main:574] : INFO : Epoch 1990 | loss: 0.0312241 | val_loss: 0.0312284 | Time: 1657.79 ms [2021-02-01 17:19:22 main:574] : INFO : Epoch 1991 | loss: 0.0312236 | val_loss: 0.0312306 | Time: 1346.78 ms [2021-02-01 17:19:23 main:574] : INFO : Epoch 1992 | loss: 0.0312248 | val_loss: 0.0312321 | Time: 1410.76 ms [2021-02-01 17:19:25 main:574] : INFO : Epoch 1993 | loss: 0.0312242 | val_loss: 0.0312292 | Time: 1655.96 ms [2021-02-01 17:19:26 main:574] : INFO : Epoch 1994 | loss: 0.0312233 | val_loss: 0.0312299 | Time: 1312.41 ms [2021-02-01 17:19:28 main:574] : INFO : Epoch 1995 | loss: 0.0312248 | val_loss: 0.0312311 | Time: 1578.42 ms [2021-02-01 17:19:29 main:574] : INFO : Epoch 1996 | loss: 0.0312239 | val_loss: 0.031231 | Time: 1385.59 ms [2021-02-01 17:19:31 main:574] : INFO : Epoch 1997 | loss: 0.0312248 | val_loss: 0.0312285 | Time: 1284.9 ms [2021-02-01 17:19:32 main:574] : INFO : Epoch 1998 | loss: 0.031224 | val_loss: 0.0312294 | Time: 1630.6 ms [2021-02-01 17:19:34 main:574] : INFO : Epoch 1999 | loss: 0.031223 | val_loss: 0.0312289 | Time: 1267.8 ms [2021-02-01 17:19:35 main:574] : INFO : Epoch 2000 | loss: 0.0312237 | val_loss: 0.0312336 | Time: 1273.57 ms [2021-02-01 17:19:37 main:574] : INFO : Epoch 2001 | loss: 0.031225 | val_loss: 0.0312305 | Time: 1598.97 ms [2021-02-01 17:19:38 main:574] : INFO : Epoch 2002 | loss: 0.0312238 | val_loss: 0.0312295 | Time: 1449.48 ms [2021-02-01 17:19:40 main:574] : INFO : Epoch 2003 | loss: 0.0312245 | val_loss: 0.0312291 | Time: 2031.6 ms [2021-02-01 17:19:42 main:574] : INFO : Epoch 2004 | loss: 0.0312257 | val_loss: 0.0312336 | Time: 1482.66 ms [2021-02-01 17:19:43 main:574] : INFO : Epoch 2005 | loss: 0.0312285 | val_loss: 0.031231 | Time: 1340.52 ms [2021-02-01 17:19:45 main:574] : INFO : Epoch 2006 | loss: 0.0312232 | val_loss: 0.0312296 | Time: 1639.26 ms [2021-02-01 17:19:46 main:574] : INFO : Epoch 2007 | loss: 0.0312243 | val_loss: 0.0312337 | Time: 1321.62 ms [2021-02-01 17:19:47 main:574] : INFO : Epoch 2008 | loss: 0.0312244 | val_loss: 0.0312298 | Time: 1397.88 ms [2021-02-01 17:19:49 main:574] : INFO : Epoch 2009 | loss: 0.0312231 | val_loss: 0.0312293 | Time: 1625.31 ms [2021-02-01 17:19:50 main:574] : INFO : Epoch 2010 | loss: 0.0312235 | val_loss: 0.0312282 | Time: 1317.66 ms [2021-02-01 17:19:52 main:574] : INFO : Epoch 2011 | loss: 0.0312242 | val_loss: 0.0312284 | Time: 1303.78 ms [2021-02-01 17:19:53 main:574] : INFO : Epoch 2012 | loss: 0.0312239 | val_loss: 0.0312289 | Time: 1615.66 ms [2021-02-01 17:19:55 main:574] : INFO : Epoch 2013 | loss: 0.0312247 | val_loss: 0.0312294 | Time: 1320.59 ms [2021-02-01 17:19:56 main:574] : INFO : Epoch 2014 | loss: 0.0312232 | val_loss: 0.0312311 | Time: 1613.94 ms [2021-02-01 17:19:58 main:574] : INFO : Epoch 2015 | loss: 0.0312231 | val_loss: 0.0312283 | Time: 1392.17 ms [2021-02-01 17:19:59 main:574] : INFO : Epoch 2016 | loss: 0.0312238 | val_loss: 0.0312282 | Time: 1287.02 ms [2021-02-01 17:20:01 main:574] : INFO : Epoch 2017 | loss: 0.0312238 | val_loss: 0.0312294 | Time: 1635.61 ms [2021-02-01 17:20:02 main:574] : INFO : Epoch 2018 | loss: 0.0312237 | val_loss: 0.0312287 | Time: 1307.57 ms [2021-02-01 17:20:03 main:574] : INFO : Epoch 2019 | loss: 0.0312241 | val_loss: 0.0312297 | Time: 1284.02 ms [2021-02-01 17:20:05 main:574] : INFO : Epoch 2020 | loss: 0.0312234 | val_loss: 0.0312298 | Time: 1639.77 ms [2021-02-01 17:20:06 main:574] : INFO : Epoch 2021 | loss: 0.0312244 | val_loss: 0.0312292 | Time: 1280.61 ms [2021-02-01 17:20:07 main:574] : INFO : Epoch 2022 | loss: 0.0312236 | val_loss: 0.0312298 | Time: 1305.32 ms [2021-02-01 17:20:09 main:574] : INFO : Epoch 2023 | loss: 0.0312232 | val_loss: 0.0312306 | Time: 1641.63 ms [2021-02-01 17:20:10 main:574] : INFO : Epoch 2024 | loss: 0.0312251 | val_loss: 0.0312291 | Time: 1311.14 ms [2021-02-01 17:20:12 main:574] : INFO : Epoch 2025 | loss: 0.0312238 | val_loss: 0.0312282 | Time: 1326.85 ms [2021-02-01 17:20:13 main:574] : INFO : Epoch 2026 | loss: 0.0312248 | val_loss: 0.0312292 | Time: 1643.76 ms [2021-02-01 17:20:15 main:574] : INFO : Epoch 2027 | loss: 0.0312247 | val_loss: 0.0312295 | Time: 1301.92 ms [2021-02-01 17:20:17 main:574] : INFO : Epoch 2028 | loss: 0.0312238 | val_loss: 0.0312303 | Time: 1902.68 ms [2021-02-01 17:20:18 main:574] : INFO : Epoch 2029 | loss: 0.0312256 | val_loss: 0.0312288 | Time: 1430.64 ms [2021-02-01 17:20:19 main:574] : INFO : Epoch 2030 | loss: 0.0312234 | val_loss: 0.0312307 | Time: 1398.02 ms [2021-02-01 17:20:21 main:574] : INFO : Epoch 2031 | loss: 0.0312239 | val_loss: 0.0312295 | Time: 1744.04 ms [2021-02-01 17:20:23 main:574] : INFO : Epoch 2032 | loss: 0.0312238 | val_loss: 0.0312295 | Time: 1375.07 ms [2021-02-01 17:20:24 main:574] : INFO : Epoch 2033 | loss: 0.0312242 | val_loss: 0.0312294 | Time: 1574.16 ms [2021-02-01 17:20:26 main:574] : INFO : Epoch 2034 | loss: 0.0312239 | val_loss: 0.0312305 | Time: 1607.82 ms [2021-02-01 17:20:27 main:574] : INFO : Epoch 2035 | loss: 0.031224 | val_loss: 0.0312321 | Time: 1391.64 ms [2021-02-01 17:20:29 main:574] : INFO : Epoch 2036 | loss: 0.0312242 | val_loss: 0.0312296 | Time: 1783.83 ms [2021-02-01 17:20:30 main:574] : INFO : Epoch 2037 | loss: 0.0312241 | val_loss: 0.0312301 | Time: 1410.63 ms [2021-02-01 17:20:32 main:574] : INFO : Epoch 2038 | loss: 0.031223 | val_loss: 0.0312288 | Time: 1531.34 ms [2021-02-01 17:20:34 main:574] : INFO : Epoch 2039 | loss: 0.0312263 | val_loss: 0.0312363 | Time: 1624.86 ms [2021-02-01 17:20:35 main:574] : INFO : Epoch 2040 | loss: 0.0312262 | val_loss: 0.0312301 | Time: 1441.56 ms [2021-02-01 17:20:37 main:574] : INFO : Epoch 2041 | loss: 0.0312246 | val_loss: 0.0312306 | Time: 1750.64 ms [2021-02-01 17:20:49 main:574] : INFO : Epoch 2042 | loss: 0.0312237 | val_loss: 0.0312296 | Time: 11909.3 ms [2021-02-01 17:20:51 main:574] : INFO : Epoch 2043 | loss: 0.0312236 | val_loss: 0.0312292 | Time: 2066.07 ms [2021-02-01 17:20:52 main:574] : INFO : Epoch 2044 | loss: 0.0312257 | val_loss: 0.0312311 | Time: 1401.59 ms [2021-02-01 17:20:53 main:574] : INFO : Epoch 2045 | loss: 0.0312248 | val_loss: 0.0312293 | Time: 1273.95 ms [2021-02-01 17:20:55 main:574] : INFO : Epoch 2046 | loss: 0.0312252 | val_loss: 0.031229 | Time: 1632.71 ms [2021-02-01 17:20:56 main:574] : INFO : Epoch 2047 | loss: 0.0312251 | val_loss: 0.0312299 | Time: 1247.4 ms [2021-02-01 17:20:58 main:574] : INFO : Epoch 2048 | loss: 0.0312249 | val_loss: 0.0312291 | Time: 1294.21 ms [2021-02-01 17:20:58 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312291 [2021-02-01 17:20:58 main:603] : INFO : Saving end state to config to file [2021-02-01 17:20:58 main:608] : INFO : Success, exiting.. 17:20:58 (102132): 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)