Task 3870381
| Name | ParityModified-1611721937-30270-0_0 |
| Workunit | 2034990 |
| Created | 27 Jan 2021, 4:32:18 UTC |
| Sent | 27 Jan 2021, 8:15:31 UTC |
| Report deadline | 4 Feb 2021, 8:15:31 UTC |
| Received | 27 Jan 2021, 18:24:19 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8079 |
| Run time | 43 min 55 sec |
| CPU time | 42 min 50 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 | 4.40 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 574 | loss: 0.0311173 | val_loss: 0.0311902 | Time: 1389.52 ms [2021-01-27 17:44:40 main:574] : INFO : Epoch 1575 | loss: 0.031112 | val_loss: 0.0311925 | Time: 1160.42 ms [2021-01-27 17:44:42 main:574] : INFO : Epoch 1576 | loss: 0.0311177 | val_loss: 0.0311876 | Time: 1236.79 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2080) [2021-01-27 18:48:10 main:435] : INFO : Set logging level to 1 [2021-01-27 18:48:10 main:441] : INFO : Running in BOINC Client mode [2021-01-27 18:48:10 main:444] : INFO : Resolving all filenames [2021-01-27 18:48:10 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-01-27 18:48:10 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611721937-30270-0_0_r1414185134_1 (exists = 1) [2021-01-27 18:48:10 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1611721937-30270-0_0_r1414185134_0 (exists = 0) [2021-01-27 18:48:10 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-01-27 18:48:10 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-01-27 18:48:10 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-01-27 18:48:10 main:474] : INFO : Configuration: [2021-01-27 18:48:10 main:475] : INFO : Model type: GRU [2021-01-27 18:48:10 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-01-27 18:48:10 main:477] : INFO : Max Epochs: 2048 [2021-01-27 18:48:10 main:478] : INFO : Batch Size: 128 [2021-01-27 18:48:10 main:479] : INFO : Learning Rate: 0.01 [2021-01-27 18:48:10 main:480] : INFO : Patience: 10 [2021-01-27 18:48:10 main:481] : INFO : Hidden Width: 12 [2021-01-27 18:48:10 main:482] : INFO : # Recurrent Layers: 4 [2021-01-27 18:48:10 main:483] : INFO : # Backend Layers: 4 [2021-01-27 18:48:10 main:484] : INFO : # Threads: 1 [2021-01-27 18:48:10 main:486] : INFO : Preparing Dataset [2021-01-27 18:48:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-27 18:48:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-27 18:48:12 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-01-27 18:48:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-27 18:48:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-27 18:48:12 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-01-27 18:48:12 main:494] : INFO : Creating Model [2021-01-27 18:48:12 main:507] : INFO : Preparing config file [2021-01-27 18:48:12 main:511] : INFO : Found checkpoint, attempting to load... [2021-01-27 18:48:12 main:512] : INFO : Loading config [2021-01-27 18:48:12 main:514] : INFO : Loading state [2021-01-27 18:48:13 main:559] : INFO : Loading DataLoader into Memory [2021-01-27 18:48:13 main:562] : INFO : Starting Training [2021-01-27 18:48:15 main:574] : INFO : Epoch 1574 | loss: 0.0312522 | val_loss: 0.0312263 | Time: 1754.05 ms [2021-01-27 18:48:16 main:574] : INFO : Epoch 1575 | loss: 0.0311524 | val_loss: 0.0311819 | Time: 1278.82 ms [2021-01-27 18:48:17 main:574] : INFO : Epoch 1576 | loss: 0.0311337 | val_loss: 0.0311885 | Time: 1215.72 ms [2021-01-27 18:48:19 main:574] : INFO : Epoch 1577 | loss: 0.0311328 | val_loss: 0.0311902 | Time: 1451.15 ms [2021-01-27 18:48:20 main:574] : INFO : Epoch 1578 | loss: 0.0311258 | val_loss: 0.0311832 | Time: 1326.38 ms [2021-01-27 18:48:21 main:574] : INFO : Epoch 1579 | loss: 0.0311173 | val_loss: 0.0311864 | Time: 1223.53 ms [2021-01-27 18:48:23 main:574] : INFO : Epoch 1580 | loss: 0.0311204 | val_loss: 0.0311849 | Time: 1395.22 ms [2021-01-27 18:48:24 main:574] : INFO : Epoch 1581 | loss: 0.0311171 | val_loss: 0.0311881 | Time: 1322.15 ms [2021-01-27 18:48:25 main:574] : INFO : Epoch 1582 | loss: 0.0311155 | val_loss: 0.0311929 | Time: 1203.99 ms [2021-01-27 18:48:27 main:574] : INFO : Epoch 1583 | loss: 0.0311172 | val_loss: 0.0311922 | Time: 1353.81 ms [2021-01-27 18:48:28 main:574] : INFO : Epoch 1584 | loss: 0.0311157 | val_loss: 0.0311921 | Time: 1394.8 ms [2021-01-27 18:48:29 main:574] : INFO : Epoch 1585 | loss: 0.0311137 | val_loss: 0.0311836 | Time: 1200.85 ms [2021-01-27 18:48:31 main:574] : INFO : Epoch 1586 | loss: 0.0311127 | val_loss: 0.0311877 | Time: 1329.16 ms [2021-01-27 18:48:32 main:574] : INFO : Epoch 1587 | loss: 0.0311114 | val_loss: 0.0311866 | Time: 1435.85 ms [2021-01-27 18:48:33 main:574] : INFO : Epoch 1588 | loss: 0.0311079 | val_loss: 0.0311964 | Time: 1198.88 ms [2021-01-27 18:48:35 main:574] : INFO : Epoch 1589 | loss: 0.0311089 | val_loss: 0.0311878 | Time: 1332.5 ms [2021-01-27 18:48:36 main:574] : INFO : Epoch 1590 | loss: 0.0311143 | val_loss: 0.0311825 | Time: 1393.28 ms [2021-01-27 18:48:37 main:574] : INFO : Epoch 1591 | loss: 0.0311152 | val_loss: 0.0311891 | Time: 1210.59 ms [2021-01-27 18:48:38 main:574] : INFO : Epoch 1592 | loss: 0.0311096 | val_loss: 0.0311886 | Time: 1279.27 ms [2021-01-27 18:48:40 main:574] : INFO : Epoch 1593 | loss: 0.0311084 | val_loss: 0.0311846 | Time: 1443.6 ms [2021-01-27 18:48:41 main:574] : INFO : Epoch 1594 | loss: 0.0311113 | val_loss: 0.0311878 | Time: 1207.18 ms [2021-01-27 18:48:42 main:574] : INFO : Epoch 1595 | loss: 0.0311114 | val_loss: 0.0311927 | Time: 1314.67 ms [2021-01-27 18:48:44 main:574] : INFO : Epoch 1596 | loss: 0.0311085 | val_loss: 0.0311981 | Time: 1478.1 ms [2021-01-27 18:48:45 main:574] : INFO : Epoch 1597 | loss: 0.0311072 | val_loss: 0.0311939 | Time: 1203.09 ms [2021-01-27 18:48:46 main:574] : INFO : Epoch 1598 | loss: 0.0311074 | val_loss: 0.0311921 | Time: 1251.49 ms [2021-01-27 18:48:48 main:574] : INFO : Epoch 1599 | loss: 0.0311042 | val_loss: 0.0311902 | Time: 1479.83 ms [2021-01-27 18:48:49 main:574] : INFO : Epoch 1600 | loss: 0.0311026 | val_loss: 0.0311841 | Time: 1216.73 ms [2021-01-27 18:48:50 main:574] : INFO : Epoch 1601 | loss: 0.0311064 | val_loss: 0.0311933 | Time: 1239.82 ms [2021-01-27 18:48:52 main:574] : INFO : Epoch 1602 | loss: 0.031112 | val_loss: 0.0311808 | Time: 1404.72 ms [2021-01-27 18:48:53 main:574] : INFO : Epoch 1603 | loss: 0.0311086 | val_loss: 0.0311956 | Time: 1205.29 ms [2021-01-27 18:48:54 main:574] : INFO : Epoch 1604 | loss: 0.031107 | val_loss: 0.031195 | Time: 1221.22 ms [2021-01-27 18:48:56 main:574] : INFO : Epoch 1605 | loss: 0.0311001 | val_loss: 0.0311939 | Time: 1537.14 ms [2021-01-27 18:48:57 main:574] : INFO : Epoch 1606 | loss: 0.0311078 | val_loss: 0.0311918 | Time: 1220.51 ms [2021-01-27 18:48:58 main:574] : INFO : Epoch 1607 | loss: 0.0311082 | val_loss: 0.0311878 | Time: 1217.14 ms [2021-01-27 18:49:00 main:574] : INFO : Epoch 1608 | loss: 0.0311121 | val_loss: 0.0311902 | Time: 1485.91 ms [2021-01-27 18:49:01 main:574] : INFO : Epoch 1609 | loss: 0.0311085 | val_loss: 0.0311884 | Time: 1201.97 ms [2021-01-27 18:49:02 main:574] : INFO : Epoch 1610 | loss: 0.0311069 | val_loss: 0.0311869 | Time: 1208.54 ms [2021-01-27 18:49:04 main:574] : INFO : Epoch 1611 | loss: 0.0311056 | val_loss: 0.0311999 | Time: 1533.21 ms [2021-01-27 18:49:05 main:574] : INFO : Epoch 1612 | loss: 0.0311092 | val_loss: 0.0312171 | Time: 1220.18 ms [2021-01-27 18:49:06 main:574] : INFO : Epoch 1613 | loss: 0.0311111 | val_loss: 0.0311926 | Time: 1207.32 ms [2021-01-27 18:49:08 main:574] : INFO : Epoch 1614 | loss: 0.0311035 | val_loss: 0.0311998 | Time: 1505.49 ms [2021-01-27 18:49:09 main:574] : INFO : Epoch 1615 | loss: 0.0310995 | val_loss: 0.0311927 | Time: 1221.45 ms [2021-01-27 18:49:10 main:574] : INFO : Epoch 1616 | loss: 0.0311006 | val_loss: 0.0311885 | Time: 1212.78 ms [2021-01-27 18:49:12 main:574] : INFO : Epoch 1617 | loss: 0.031102 | val_loss: 0.0311853 | Time: 1544.04 ms [2021-01-27 18:49:13 main:574] : INFO : Epoch 1618 | loss: 0.0311078 | val_loss: 0.0311883 | Time: 1210.49 ms [2021-01-27 18:49:14 main:574] : INFO : Epoch 1619 | loss: 0.0311013 | val_loss: 0.0312024 | Time: 1216 ms [2021-01-27 18:49:16 main:574] : INFO : Epoch 1620 | loss: 0.0311035 | val_loss: 0.0311932 | Time: 1524.79 ms [2021-01-27 18:49:17 main:574] : INFO : Epoch 1621 | loss: 0.0311053 | val_loss: 0.0311879 | Time: 1193.43 ms [2021-01-27 18:49:18 main:574] : INFO : Epoch 1622 | loss: 0.0311017 | val_loss: 0.0311861 | Time: 1204.59 ms [2021-01-27 18:49:20 main:574] : INFO : Epoch 1623 | loss: 0.0311026 | val_loss: 0.0311931 | Time: 1554.02 ms [2021-01-27 18:49:21 main:574] : INFO : Epoch 1624 | loss: 0.0311053 | val_loss: 0.0311938 | Time: 1211.85 ms [2021-01-27 18:49:22 main:574] : INFO : Epoch 1625 | loss: 0.0311024 | val_loss: 0.0311884 | Time: 1190.98 ms [2021-01-27 18:49:23 main:574] : INFO : Epoch 1626 | loss: 0.0311032 | val_loss: 0.0311923 | Time: 1512.36 ms [2021-01-27 18:49:25 main:574] : INFO : Epoch 1627 | loss: 0.0311039 | val_loss: 0.0311945 | Time: 1227.01 ms [2021-01-27 18:49:26 main:574] : INFO : Epoch 1628 | loss: 0.0311023 | val_loss: 0.0311901 | Time: 1204.89 ms [2021-01-27 18:49:27 main:574] : INFO : Epoch 1629 | loss: 0.0311036 | val_loss: 0.0311866 | Time: 1501.07 ms [2021-01-27 18:49:29 main:574] : INFO : Epoch 1630 | loss: 0.0311026 | val_loss: 0.0311891 | Time: 1232.43 ms [2021-01-27 18:49:30 main:574] : INFO : Epoch 1631 | loss: 0.031103 | val_loss: 0.0312019 | Time: 1209.73 ms [2021-01-27 18:49:31 main:574] : INFO : Epoch 1632 | loss: 0.0311072 | val_loss: 0.0311924 | Time: 1479.41 ms [2021-01-27 18:49:33 main:574] : INFO : Epoch 1633 | loss: 0.0311061 | val_loss: 0.0312069 | Time: 1243.5 ms [2021-01-27 18:49:34 main:574] : INFO : Epoch 1634 | loss: 0.0311012 | val_loss: 0.0311928 | Time: 1220.9 ms [2021-01-27 18:49:35 main:574] : INFO : Epoch 1635 | loss: 0.0310988 | val_loss: 0.0312006 | Time: 1414.89 ms [2021-01-27 18:49:37 main:574] : INFO : Epoch 1636 | loss: 0.0310969 | val_loss: 0.0311899 | Time: 1286.43 ms [2021-01-27 18:49:38 main:574] : INFO : Epoch 1637 | loss: 0.0310986 | val_loss: 0.0311948 | Time: 1254.92 ms [2021-01-27 18:49:39 main:574] : INFO : Epoch 1638 | loss: 0.0310996 | val_loss: 0.0311892 | Time: 1413.69 ms [2021-01-27 18:49:41 main:574] : INFO : Epoch 1639 | loss: 0.031098 | val_loss: 0.0311938 | Time: 1302.38 ms [2021-01-27 18:49:42 main:574] : INFO : Epoch 1640 | loss: 0.0311025 | val_loss: 0.0311976 | Time: 1205.43 ms [2021-01-27 18:49:43 main:574] : INFO : Epoch 1641 | loss: 0.031101 | val_loss: 0.0311928 | Time: 1409.77 ms [2021-01-27 18:49:44 main:574] : INFO : Epoch 1642 | loss: 0.031094 | val_loss: 0.0311923 | Time: 1317.39 ms [2021-01-27 18:49:46 main:574] : INFO : Epoch 1643 | loss: 0.031095 | val_loss: 0.0311987 | Time: 1208.35 ms [2021-01-27 18:49:47 main:574] : INFO : Epoch 1644 | loss: 0.0310933 | val_loss: 0.0311924 | Time: 1364.4 ms [2021-01-27 18:49:48 main:574] : INFO : Epoch 1645 | loss: 0.0311011 | val_loss: 0.0312027 | Time: 1375.05 ms [2021-01-27 18:49:50 main:574] : INFO : Epoch 1646 | loss: 0.0310933 | val_loss: 0.031198 | Time: 1213.9 ms [2021-01-27 18:49:51 main:574] : INFO : Epoch 1647 | loss: 0.0310955 | val_loss: 0.0311989 | Time: 1356.8 ms [2021-01-27 18:49:52 main:574] : INFO : Epoch 1648 | loss: 0.0310983 | val_loss: 0.0311948 | Time: 1349.58 ms [2021-01-27 18:49:54 main:574] : INFO : Epoch 1649 | loss: 0.0310994 | val_loss: 0.0311927 | Time: 1216.86 ms [2021-01-27 18:49:55 main:574] : INFO : Epoch 1650 | loss: 0.0310999 | val_loss: 0.0311968 | Time: 1334.38 ms [2021-01-27 18:49:56 main:574] : INFO : Epoch 1651 | loss: 0.0311019 | val_loss: 0.0311853 | Time: 1407.65 ms [2021-01-27 18:49:58 main:574] : INFO : Epoch 1652 | loss: 0.0310989 | val_loss: 0.0311935 | Time: 1214.7 ms [2021-01-27 18:49:59 main:574] : INFO : Epoch 1653 | loss: 0.0310981 | val_loss: 0.0311907 | Time: 1317.34 ms [2021-01-27 18:50:00 main:574] : INFO : Epoch 1654 | loss: 0.0311002 | val_loss: 0.0311959 | Time: 1439.79 ms [2021-01-27 18:50:02 main:574] : INFO : Epoch 1655 | loss: 0.0311019 | val_loss: 0.031195 | Time: 1220.37 ms [2021-01-27 18:50:03 main:574] : INFO : Epoch 1656 | loss: 0.031094 | val_loss: 0.0311962 | Time: 1298.54 ms [2021-01-27 18:50:04 main:574] : INFO : Epoch 1657 | loss: 0.031093 | val_loss: 0.0311957 | Time: 1433.99 ms [2021-01-27 18:50:05 main:574] : INFO : Epoch 1658 | loss: 0.031099 | val_loss: 0.0311949 | Time: 1205.36 ms [2021-01-27 18:50:07 main:574] : INFO : Epoch 1659 | loss: 0.0310998 | val_loss: 0.0312037 | Time: 1287.16 ms [2021-01-27 18:50:08 main:574] : INFO : Epoch 1660 | loss: 0.0310989 | val_loss: 0.0311997 | Time: 1425.34 ms [2021-01-27 18:50:09 main:574] : INFO : Epoch 1661 | loss: 0.031098 | val_loss: 0.0311979 | Time: 1215.12 ms [2021-01-27 18:50:11 main:574] : INFO : Epoch 1662 | loss: 0.0310961 | val_loss: 0.0311999 | Time: 1227.09 ms [2021-01-27 18:50:12 main:574] : INFO : Epoch 1663 | loss: 0.0310967 | val_loss: 0.0311936 | Time: 1453.15 ms [2021-01-27 18:50:13 main:574] : INFO : Epoch 1664 | loss: 0.0310992 | val_loss: 0.0311974 | Time: 1203.81 ms [2021-01-27 18:50:15 main:574] : INFO : Epoch 1665 | loss: 0.0310954 | val_loss: 0.0311918 | Time: 1215.64 ms [2021-01-27 18:50:16 main:574] : INFO : Epoch 1666 | loss: 0.0310966 | val_loss: 0.0311995 | Time: 1507.98 ms [2021-01-27 18:50:17 main:574] : INFO : Epoch 1667 | loss: 0.0310986 | val_loss: 0.0311948 | Time: 1213.85 ms [2021-01-27 18:50:19 main:574] : INFO : Epoch 1668 | loss: 0.0310963 | val_loss: 0.0311966 | Time: 1213.6 ms [2021-01-27 18:50:20 main:574] : INFO : Epoch 1669 | loss: 0.0310909 | val_loss: 0.0311966 | Time: 1466.13 ms [2021-01-27 18:50:21 main:574] : INFO : Epoch 1670 | loss: 0.0310941 | val_loss: 0.0311861 | Time: 1202.78 ms [2021-01-27 18:50:22 main:574] : INFO : Epoch 1671 | loss: 0.0310951 | val_loss: 0.0312167 | Time: 1215.83 ms [2021-01-27 18:50:24 main:574] : INFO : Epoch 1672 | loss: 0.0311002 | val_loss: 0.0312018 | Time: 1540.49 ms [2021-01-27 18:50:25 main:574] : INFO : Epoch 1673 | loss: 0.0310964 | val_loss: 0.0312015 | Time: 1198.47 ms [2021-01-27 18:50:26 main:574] : INFO : Epoch 1674 | loss: 0.0310971 | val_loss: 0.0311928 | Time: 1213.39 ms [2021-01-27 18:50:28 main:574] : INFO : Epoch 1675 | loss: 0.0310943 | val_loss: 0.0312038 | Time: 1480.54 ms [2021-01-27 18:50:29 main:574] : INFO : Epoch 1676 | loss: 0.0310921 | val_loss: 0.0311919 | Time: 1226.93 ms [2021-01-27 18:50:30 main:574] : INFO : Epoch 1677 | loss: 0.0310929 | val_loss: 0.0312017 | Time: 1210.14 ms [2021-01-27 18:50:32 main:574] : INFO : Epoch 1678 | loss: 0.0310902 | val_loss: 0.0311962 | Time: 1486.08 ms [2021-01-27 18:50:33 main:574] : INFO : Epoch 1679 | loss: 0.0310964 | val_loss: 0.0312005 | Time: 1212.04 ms [2021-01-27 18:50:34 main:574] : INFO : Epoch 1680 | loss: 0.0310949 | val_loss: 0.0311929 | Time: 1208.05 ms [2021-01-27 18:50:36 main:574] : INFO : Epoch 1681 | loss: 0.0310915 | val_loss: 0.0311942 | Time: 1530.35 ms [2021-01-27 18:50:37 main:574] : INFO : Epoch 1682 | loss: 0.0310936 | val_loss: 0.031207 | Time: 1204.18 ms [2021-01-27 18:50:38 main:574] : INFO : Epoch 1683 | loss: 0.0310908 | val_loss: 0.0311984 | Time: 1197.68 ms [2021-01-27 18:50:40 main:574] : INFO : Epoch 1684 | loss: 0.0310939 | val_loss: 0.0312005 | Time: 1492.5 ms [2021-01-27 18:50:41 main:574] : INFO : Epoch 1685 | loss: 0.0310979 | val_loss: 0.0311983 | Time: 1242.24 ms [2021-01-27 18:50:42 main:574] : INFO : Epoch 1686 | loss: 0.0310932 | val_loss: 0.0312004 | Time: 1200.85 ms [2021-01-27 18:50:44 main:574] : INFO : Epoch 1687 | loss: 0.031093 | val_loss: 0.0311938 | Time: 1491.65 ms [2021-01-27 18:50:45 main:574] : INFO : Epoch 1688 | loss: 0.0310935 | val_loss: 0.0312006 | Time: 1230.35 ms [2021-01-27 18:50:46 main:574] : INFO : Epoch 1689 | loss: 0.0310941 | val_loss: 0.0311871 | Time: 1207.38 ms [2021-01-27 18:50:48 main:574] : INFO : Epoch 1690 | loss: 0.0310979 | val_loss: 0.0312 | Time: 1455.85 ms [2021-01-27 18:50:49 main:574] : INFO : Epoch 1691 | loss: 0.0310903 | val_loss: 0.031207 | Time: 1266.11 ms [2021-01-27 18:50:50 main:574] : INFO : Epoch 1692 | loss: 0.031085 | val_loss: 0.0312079 | Time: 1211.52 ms [2021-01-27 18:50:51 main:574] : INFO : Epoch 1693 | loss: 0.0310911 | val_loss: 0.0311995 | Time: 1386.82 ms [2021-01-27 18:50:53 main:574] : INFO : Epoch 1694 | loss: 0.0310878 | val_loss: 0.0311962 | Time: 1350.16 ms [2021-01-27 18:50:54 main:574] : INFO : Epoch 1695 | loss: 0.0310926 | val_loss: 0.0312002 | Time: 1229.52 ms [2021-01-27 18:50:55 main:574] : INFO : Epoch 1696 | loss: 0.031098 | val_loss: 0.0311967 | Time: 1488.4 ms [2021-01-27 18:50:57 main:574] : INFO : Epoch 1697 | loss: 0.0310964 | val_loss: 0.0311961 | Time: 1326.83 ms [2021-01-27 18:50:58 main:574] : INFO : Epoch 1698 | loss: 0.0310979 | val_loss: 0.0311919 | Time: 1212.93 ms [2021-01-27 18:50:59 main:574] : INFO : Epoch 1699 | loss: 0.0310943 | val_loss: 0.0311976 | Time: 1404.79 ms [2021-01-27 18:51:01 main:574] : INFO : Epoch 1700 | loss: 0.0310944 | val_loss: 0.031194 | Time: 1306.12 ms [2021-01-27 18:51:02 main:574] : INFO : Epoch 1701 | loss: 0.0310972 | val_loss: 0.0311977 | Time: 1222.07 ms [2021-01-27 18:51:03 main:574] : INFO : Epoch 1702 | loss: 0.0310943 | val_loss: 0.0311986 | Time: 1390.98 ms [2021-01-27 18:51:05 main:574] : INFO : Epoch 1703 | loss: 0.0310917 | val_loss: 0.0311967 | Time: 1332.28 ms [2021-01-27 18:51:06 main:574] : INFO : Epoch 1704 | loss: 0.031092 | val_loss: 0.0311961 | Time: 1200.44 ms [2021-01-27 18:51:07 main:574] : INFO : Epoch 1705 | loss: 0.0310912 | val_loss: 0.0311958 | Time: 1328.37 ms [2021-01-27 18:51:09 main:574] : INFO : Epoch 1706 | loss: 0.0310903 | val_loss: 0.0312024 | Time: 1347.43 ms [2021-01-27 18:51:10 main:574] : INFO : Epoch 1707 | loss: 0.0310902 | val_loss: 0.0312054 | Time: 1209.17 ms [2021-01-27 18:51:11 main:574] : INFO : Epoch 1708 | loss: 0.0310933 | val_loss: 0.0311994 | Time: 1260.09 ms [2021-01-27 18:51:13 main:574] : INFO : Epoch 1709 | loss: 0.0310914 | val_loss: 0.0312062 | Time: 1447.41 ms [2021-01-27 18:51:14 main:574] : INFO : Epoch 1710 | loss: 0.0310908 | val_loss: 0.0311989 | Time: 1200 ms [2021-01-27 18:51:15 main:574] : INFO : Epoch 1711 | loss: 0.031094 | val_loss: 0.0312004 | Time: 1275.91 ms [2021-01-27 18:51:17 main:574] : INFO : Epoch 1712 | loss: 0.0310887 | val_loss: 0.0312051 | Time: 1508.66 ms [2021-01-27 18:51:18 main:574] : INFO : Epoch 1713 | loss: 0.0310871 | val_loss: 0.0312099 | Time: 1207.26 ms [2021-01-27 18:51:19 main:574] : INFO : Epoch 1714 | loss: 0.0310863 | val_loss: 0.0311976 | Time: 1261.54 ms [2021-01-27 18:51:21 main:574] : INFO : Epoch 1715 | loss: 0.0310916 | val_loss: 0.031199 | Time: 1499.55 ms [2021-01-27 18:51:22 main:574] : INFO : Epoch 1716 | loss: 0.0310906 | val_loss: 0.0312038 | Time: 1208.66 ms [2021-01-27 18:51:23 main:574] : INFO : Epoch 1717 | loss: 0.0310875 | val_loss: 0.0312054 | Time: 1241.85 ms [2021-01-27 18:51:24 main:574] : INFO : Epoch 1718 | loss: 0.0310903 | val_loss: 0.031201 | Time: 1458.5 ms [2021-01-27 18:51:26 main:574] : INFO : Epoch 1719 | loss: 0.0310884 | val_loss: 0.0312041 | Time: 1197.38 ms [2021-01-27 18:51:27 main:574] : INFO : Epoch 1720 | loss: 0.0310894 | val_loss: 0.0311979 | Time: 1212.51 ms [2021-01-27 18:51:28 main:574] : INFO : Epoch 1721 | loss: 0.0311139 | val_loss: 0.0311915 | Time: 1533.57 ms [2021-01-27 18:51:30 main:574] : INFO : Epoch 1722 | loss: 0.0311181 | val_loss: 0.0311927 | Time: 1211.62 ms [2021-01-27 18:51:31 main:574] : INFO : Epoch 1723 | loss: 0.0311108 | val_loss: 0.031201 | Time: 1214.13 ms [2021-01-27 18:51:32 main:574] : INFO : Epoch 1724 | loss: 0.0311036 | val_loss: 0.0311911 | Time: 1496.62 ms [2021-01-27 18:51:34 main:574] : INFO : Epoch 1725 | loss: 0.0310985 | val_loss: 0.0311984 | Time: 1213.17 ms [2021-01-27 18:51:35 main:574] : INFO : Epoch 1726 | loss: 0.0311002 | val_loss: 0.0311925 | Time: 1234 ms [2021-01-27 18:51:36 main:574] : INFO : Epoch 1727 | loss: 0.0310976 | val_loss: 0.0312012 | Time: 1531.69 ms [2021-01-27 18:51:38 main:574] : INFO : Epoch 1728 | loss: 0.0310922 | val_loss: 0.0311986 | Time: 1227.23 ms [2021-01-27 18:51:39 main:574] : INFO : Epoch 1729 | loss: 0.0310893 | val_loss: 0.0311913 | Time: 1213.08 ms [2021-01-27 18:51:40 main:574] : INFO : Epoch 1730 | loss: 0.0310868 | val_loss: 0.0312002 | Time: 1520.55 ms [2021-01-27 18:51:42 main:574] : INFO : Epoch 1731 | loss: 0.0310871 | val_loss: 0.0311961 | Time: 1206.82 ms [2021-01-27 18:51:43 main:574] : INFO : Epoch 1732 | loss: 0.0310886 | val_loss: 0.0312037 | Time: 1203.14 ms [2021-01-27 18:51:44 main:574] : INFO : Epoch 1733 | loss: 0.031088 | val_loss: 0.0312058 | Time: 1517.86 ms [2021-01-27 18:51:45 main:574] : INFO : Epoch 1734 | loss: 0.0310902 | val_loss: 0.031205 | Time: 1210.61 ms [2021-01-27 18:51:47 main:574] : INFO : Epoch 1735 | loss: 0.0310894 | val_loss: 0.0311971 | Time: 1204.05 ms [2021-01-27 18:51:48 main:574] : INFO : Epoch 1736 | loss: 0.0310911 | val_loss: 0.0311976 | Time: 1495.01 ms [2021-01-27 18:51:49 main:574] : INFO : Epoch 1737 | loss: 0.0310892 | val_loss: 0.0312013 | Time: 1214.57 ms [2021-01-27 18:51:51 main:574] : INFO : Epoch 1738 | loss: 0.0310894 | val_loss: 0.0312064 | Time: 1219.38 ms [2021-01-27 18:51:52 main:574] : INFO : Epoch 1739 | loss: 0.0310909 | val_loss: 0.0312008 | Time: 1507.8 ms [2021-01-27 18:51:53 main:574] : INFO : Epoch 1740 | loss: 0.0310894 | val_loss: 0.0312041 | Time: 1214.56 ms [2021-01-27 18:51:55 main:574] : INFO : Epoch 1741 | loss: 0.031089 | val_loss: 0.0311962 | Time: 1187.65 ms [2021-01-27 18:51:56 main:574] : INFO : Epoch 1742 | loss: 0.0310835 | val_loss: 0.0312041 | Time: 1519.24 ms [2021-01-27 18:51:57 main:574] : INFO : Epoch 1743 | loss: 0.0310846 | val_loss: 0.0312025 | Time: 1213.53 ms [2021-01-27 18:51:58 main:574] : INFO : Epoch 1744 | loss: 0.0310974 | val_loss: 0.0312253 | Time: 1211.43 ms [2021-01-27 18:52:00 main:574] : INFO : Epoch 1745 | loss: 0.0310904 | val_loss: 0.0312184 | Time: 1513.17 ms [2021-01-27 18:52:01 main:574] : INFO : Epoch 1746 | loss: 0.0310833 | val_loss: 0.0312092 | Time: 1208.31 ms [2021-01-27 18:52:02 main:574] : INFO : Epoch 1747 | loss: 0.0310867 | val_loss: 0.0312084 | Time: 1218.29 ms [2021-01-27 18:52:04 main:574] : INFO : Epoch 1748 | loss: 0.0310899 | val_loss: 0.0312001 | Time: 1472.23 ms [2021-01-27 18:52:05 main:574] : INFO : Epoch 1749 | loss: 0.0310888 | val_loss: 0.0311936 | Time: 1247.99 ms [2021-01-27 18:52:06 main:574] : INFO : Epoch 1750 | loss: 0.0310876 | val_loss: 0.0312056 | Time: 1201.07 ms [2021-01-27 18:52:08 main:574] : INFO : Epoch 1751 | loss: 0.0310867 | val_loss: 0.0312084 | Time: 1439.09 ms [2021-01-27 18:52:09 main:574] : INFO : Epoch 1752 | loss: 0.0310859 | val_loss: 0.0312115 | Time: 1274.6 ms [2021-01-27 18:52:10 main:574] : INFO : Epoch 1753 | loss: 0.0310872 | val_loss: 0.0312081 | Time: 1213.79 ms [2021-01-27 18:52:12 main:574] : INFO : Epoch 1754 | loss: 0.0310887 | val_loss: 0.0311989 | Time: 1397.41 ms [2021-01-27 18:52:13 main:574] : INFO : Epoch 1755 | loss: 0.0310853 | val_loss: 0.0312009 | Time: 1652.5 ms [2021-01-27 18:52:15 main:574] : INFO : Epoch 1756 | loss: 0.0310818 | val_loss: 0.0312105 | Time: 1698.95 ms [2021-01-27 18:52:17 main:574] : INFO : Epoch 1757 | loss: 0.0310838 | val_loss: 0.0311994 | Time: 1526.98 ms [2021-01-27 18:52:18 main:574] : INFO : Epoch 1758 | loss: 0.0310813 | val_loss: 0.0312079 | Time: 1192.81 ms [2021-01-27 18:52:19 main:574] : INFO : Epoch 1759 | loss: 0.0310826 | val_loss: 0.0311961 | Time: 1213.06 ms [2021-01-27 18:52:21 main:574] : INFO : Epoch 1760 | loss: 0.0310883 | val_loss: 0.0312068 | Time: 1514.01 ms [2021-01-27 18:52:22 main:574] : INFO : Epoch 1761 | loss: 0.031092 | val_loss: 0.031203 | Time: 1216.13 ms [2021-01-27 18:52:23 main:574] : INFO : Epoch 1762 | loss: 0.0310854 | val_loss: 0.0312024 | Time: 1214.24 ms [2021-01-27 18:52:25 main:574] : INFO : Epoch 1763 | loss: 0.0310831 | val_loss: 0.0312001 | Time: 1539.27 ms [2021-01-27 18:52:26 main:574] : INFO : Epoch 1764 | loss: 0.0310859 | val_loss: 0.031217 | Time: 1201.11 ms [2021-01-27 18:52:27 main:574] : INFO : Epoch 1765 | loss: 0.0310872 | val_loss: 0.0312008 | Time: 1205.64 ms [2021-01-27 18:52:28 main:574] : INFO : Epoch 1766 | loss: 0.0310916 | val_loss: 0.0312026 | Time: 1518.12 ms [2021-01-27 18:52:30 main:574] : INFO : Epoch 1767 | loss: 0.0310878 | val_loss: 0.0312122 | Time: 1221.27 ms [2021-01-27 18:52:31 main:574] : INFO : Epoch 1768 | loss: 0.0310853 | val_loss: 0.0312022 | Time: 1205.59 ms [2021-01-27 18:52:32 main:574] : INFO : Epoch 1769 | loss: 0.0310878 | val_loss: 0.0312076 | Time: 1541.3 ms [2021-01-27 18:52:34 main:574] : INFO : Epoch 1770 | loss: 0.0310905 | val_loss: 0.031207 | Time: 1216.8 ms [2021-01-27 18:52:35 main:574] : INFO : Epoch 1771 | loss: 0.0310926 | val_loss: 0.0312025 | Time: 1209.05 ms [2021-01-27 18:52:36 main:574] : INFO : Epoch 1772 | loss: 0.031093 | val_loss: 0.0312185 | Time: 1484.46 ms [2021-01-27 18:52:38 main:574] : INFO : Epoch 1773 | loss: 0.0310883 | val_loss: 0.0312157 | Time: 1214.05 ms [2021-01-27 18:52:39 main:574] : INFO : Epoch 1774 | loss: 0.031089 | val_loss: 0.031203 | Time: 1179.2 ms [2021-01-27 18:52:40 main:574] : INFO : Epoch 1775 | loss: 0.0310897 | val_loss: 0.0312061 | Time: 1559.29 ms [2021-01-27 18:52:42 main:574] : INFO : Epoch 1776 | loss: 0.0310852 | val_loss: 0.0312069 | Time: 1208.6 ms [2021-01-27 18:52:43 main:574] : INFO : Epoch 1777 | loss: 0.0310827 | val_loss: 0.0311973 | Time: 1208.02 ms [2021-01-27 18:52:44 main:574] : INFO : Epoch 1778 | loss: 0.0310809 | val_loss: 0.0312018 | Time: 1531.77 ms [2021-01-27 18:52:46 main:574] : INFO : Epoch 1779 | loss: 0.0310881 | val_loss: 0.0311964 | Time: 1216.6 ms [2021-01-27 18:52:47 main:574] : INFO : Epoch 1780 | loss: 0.0310865 | val_loss: 0.0312091 | Time: 1213.69 ms [2021-01-27 18:52:48 main:574] : INFO : Epoch 1781 | loss: 0.0310862 | val_loss: 0.0312019 | Time: 1542.81 ms [2021-01-27 18:52:50 main:574] : INFO : Epoch 1782 | loss: 0.0310862 | val_loss: 0.0311982 | Time: 1216.57 ms [2021-01-27 18:52:51 main:574] : INFO : Epoch 1783 | loss: 0.0310896 | val_loss: 0.0312016 | Time: 1210.55 ms [2021-01-27 18:52:52 main:574] : INFO : Epoch 1784 | loss: 0.0310886 | val_loss: 0.0312119 | Time: 1513.69 ms [2021-01-27 18:52:53 main:574] : INFO : Epoch 1785 | loss: 0.0310884 | val_loss: 0.0312082 | Time: 1218.64 ms [2021-01-27 18:52:55 main:574] : INFO : Epoch 1786 | loss: 0.0310855 | val_loss: 0.0312197 | Time: 1222.7 ms [2021-01-27 18:52:56 main:574] : INFO : Epoch 1787 | loss: 0.0310803 | val_loss: 0.0312041 | Time: 1543.54 ms [2021-01-27 18:52:57 main:574] : INFO : Epoch 1788 | loss: 0.0310808 | val_loss: 0.0311965 | Time: 1230.43 ms [2021-01-27 18:52:59 main:574] : INFO : Epoch 1789 | loss: 0.0310866 | val_loss: 0.031196 | Time: 1205.96 ms [2021-01-27 18:53:00 main:574] : INFO : Epoch 1790 | loss: 0.0310854 | val_loss: 0.0311966 | Time: 1533.06 ms [2021-01-27 18:53:01 main:574] : INFO : Epoch 1791 | loss: 0.0310911 | val_loss: 0.0312004 | Time: 1231.61 ms [2021-01-27 18:53:03 main:574] : INFO : Epoch 1792 | loss: 0.0310889 | val_loss: 0.0311969 | Time: 1198.64 ms [2021-01-27 18:53:04 main:574] : INFO : Epoch 1793 | loss: 0.031087 | val_loss: 0.0312069 | Time: 1473.23 ms [2021-01-27 18:53:05 main:574] : INFO : Epoch 1794 | loss: 0.0310866 | val_loss: 0.0311959 | Time: 1243.7 ms [2021-01-27 18:53:07 main:574] : INFO : Epoch 1795 | loss: 0.0310806 | val_loss: 0.0312123 | Time: 1208.42 ms [2021-01-27 18:53:08 main:574] : INFO : Epoch 1796 | loss: 0.031083 | val_loss: 0.0312003 | Time: 1417.07 ms [2021-01-27 18:53:09 main:574] : INFO : Epoch 1797 | loss: 0.0310833 | val_loss: 0.031195 | Time: 1286.01 ms [2021-01-27 18:53:11 main:574] : INFO : Epoch 1798 | loss: 0.0310797 | val_loss: 0.0312101 | Time: 1205.6 ms [2021-01-27 18:53:12 main:574] : INFO : Epoch 1799 | loss: 0.0310822 | val_loss: 0.0312099 | Time: 1420.5 ms [2021-01-27 18:53:14 main:574] : INFO : Epoch 1800 | loss: 0.0310839 | val_loss: 0.031203 | Time: 1543.18 ms [2021-01-27 18:53:15 main:574] : INFO : Epoch 1801 | loss: 0.0310835 | val_loss: 0.0312062 | Time: 1693.47 ms [2021-01-27 18:53:17 main:574] : INFO : Epoch 1802 | loss: 0.0310843 | val_loss: 0.031215 | Time: 1538.98 ms [2021-01-27 18:53:18 main:574] : INFO : Epoch 1803 | loss: 0.0310803 | val_loss: 0.0312027 | Time: 1186.85 ms [2021-01-27 18:53:19 main:574] : INFO : Epoch 1804 | loss: 0.031083 | val_loss: 0.0312061 | Time: 1200.73 ms [2021-01-27 18:53:21 main:574] : INFO : Epoch 1805 | loss: 0.0310889 | val_loss: 0.0312094 | Time: 1471.16 ms [2021-01-27 18:53:22 main:574] : INFO : Epoch 1806 | loss: 0.0310877 | val_loss: 0.0312041 | Time: 1225.35 ms [2021-01-27 18:53:23 main:574] : INFO : Epoch 1807 | loss: 0.0310852 | val_loss: 0.0312019 | Time: 1207.17 ms [2021-01-27 18:53:25 main:574] : INFO : Epoch 1808 | loss: 0.0310866 | val_loss: 0.0312045 | Time: 1498.06 ms [2021-01-27 18:53:26 main:574] : INFO : Epoch 1809 | loss: 0.0310844 | val_loss: 0.031206 | Time: 1218.61 ms [2021-01-27 18:53:27 main:574] : INFO : Epoch 1810 | loss: 0.0310828 | val_loss: 0.031202 | Time: 1212.47 ms [2021-01-27 18:53:28 main:574] : INFO : Epoch 1811 | loss: 0.0310832 | val_loss: 0.0312069 | Time: 1475.59 ms [2021-01-27 18:53:30 main:574] : INFO : Epoch 1812 | loss: 0.0310799 | val_loss: 0.0312044 | Time: 1217.88 ms [2021-01-27 18:53:31 main:574] : INFO : Epoch 1813 | loss: 0.0310819 | val_loss: 0.0312032 | Time: 1208.06 ms [2021-01-27 18:53:32 main:574] : INFO : Epoch 1814 | loss: 0.0310807 | val_loss: 0.0312115 | Time: 1497.11 ms [2021-01-27 18:53:34 main:574] : INFO : Epoch 1815 | loss: 0.0310856 | val_loss: 0.0312148 | Time: 1210.6 ms [2021-01-27 18:53:35 main:574] : INFO : Epoch 1816 | loss: 0.0310786 | val_loss: 0.0312052 | Time: 1227.31 ms [2021-01-27 18:53:36 main:574] : INFO : Epoch 1817 | loss: 0.0310804 | val_loss: 0.0312147 | Time: 1502.4 ms [2021-01-27 18:53:38 main:574] : INFO : Epoch 1818 | loss: 0.0310793 | val_loss: 0.0312073 | Time: 1221.04 ms [2021-01-27 18:53:39 main:574] : INFO : Epoch 1819 | loss: 0.0310802 | val_loss: 0.0312122 | Time: 1223.35 ms [2021-01-27 18:53:40 main:574] : INFO : Epoch 1820 | loss: 0.0310829 | val_loss: 0.0312115 | Time: 1472.65 ms [2021-01-27 18:53:42 main:574] : INFO : Epoch 1821 | loss: 0.03108 | val_loss: 0.0312156 | Time: 1250.6 ms [2021-01-27 18:53:43 main:574] : INFO : Epoch 1822 | loss: 0.0310821 | val_loss: 0.0311986 | Time: 1199.43 ms [2021-01-27 18:53:44 main:574] : INFO : Epoch 1823 | loss: 0.0310811 | val_loss: 0.0312115 | Time: 1629.31 ms [2021-01-27 18:53:46 main:574] : INFO : Epoch 1824 | loss: 0.0310842 | val_loss: 0.0312092 | Time: 1257.9 ms [2021-01-27 18:53:47 main:574] : INFO : Epoch 1825 | loss: 0.0310814 | val_loss: 0.0312034 | Time: 1250.12 ms [2021-01-27 18:53:48 main:574] : INFO : Epoch 1826 | loss: 0.0310811 | val_loss: 0.0312024 | Time: 1522.37 ms [2021-01-27 18:53:50 main:574] : INFO : Epoch 1827 | loss: 0.0310757 | val_loss: 0.0312048 | Time: 1234.27 ms [2021-01-27 18:53:51 main:574] : INFO : Epoch 1828 | loss: 0.031077 | val_loss: 0.0312075 | Time: 1221.53 ms [2021-01-27 18:53:53 main:574] : INFO : Epoch 1829 | loss: 0.0310845 | val_loss: 0.0312033 | Time: 1597.95 ms [2021-01-27 18:53:54 main:574] : INFO : Epoch 1830 | loss: 0.0310764 | val_loss: 0.0312091 | Time: 1212.74 ms [2021-01-27 18:53:55 main:574] : INFO : Epoch 1831 | loss: 0.0310836 | val_loss: 0.0312084 | Time: 1214.6 ms [2021-01-27 18:53:56 main:574] : INFO : Epoch 1832 | loss: 0.031087 | val_loss: 0.0312155 | Time: 1506.8 ms [2021-01-27 18:53:58 main:574] : INFO : Epoch 1833 | loss: 0.0310847 | val_loss: 0.0312039 | Time: 1213.61 ms [2021-01-27 18:53:59 main:574] : INFO : Epoch 1834 | loss: 0.0310793 | val_loss: 0.0312126 | Time: 1197.19 ms [2021-01-27 18:54:00 main:574] : INFO : Epoch 1835 | loss: 0.0310788 | val_loss: 0.0312133 | Time: 1592.15 ms [2021-01-27 18:54:02 main:574] : INFO : Epoch 1836 | loss: 0.031078 | val_loss: 0.0312151 | Time: 1284.94 ms [2021-01-27 18:54:03 main:574] : INFO : Epoch 1837 | loss: 0.0310763 | val_loss: 0.0312119 | Time: 1214.11 ms [2021-01-27 18:54:04 main:574] : INFO : Epoch 1838 | loss: 0.0310748 | val_loss: 0.0311978 | Time: 1474.23 ms [2021-01-27 18:54:06 main:574] : INFO : Epoch 1839 | loss: 0.0310813 | val_loss: 0.0312179 | Time: 1219.37 ms [2021-01-27 18:54:07 main:574] : INFO : Epoch 1840 | loss: 0.0310778 | val_loss: 0.0312066 | Time: 1194.74 ms [2021-01-27 18:54:08 main:574] : INFO : Epoch 1841 | loss: 0.0310788 | val_loss: 0.031206 | Time: 1487.47 ms [2021-01-27 18:54:10 main:574] : INFO : Epoch 1842 | loss: 0.0310797 | val_loss: 0.0312229 | Time: 1285.13 ms [2021-01-27 18:54:11 main:574] : INFO : Epoch 1843 | loss: 0.0310807 | val_loss: 0.0312 | Time: 1202.02 ms [2021-01-27 18:54:12 main:574] : INFO : Epoch 1844 | loss: 0.0310831 | val_loss: 0.0312114 | Time: 1422.53 ms [2021-01-27 18:54:14 main:574] : INFO : Epoch 1845 | loss: 0.0310812 | val_loss: 0.0312016 | Time: 1494.52 ms [2021-01-27 18:54:16 main:574] : INFO : Epoch 1846 | loss: 0.0310827 | val_loss: 0.0312028 | Time: 1873.66 ms [2021-01-27 18:54:17 main:574] : INFO : Epoch 1847 | loss: 0.0310941 | val_loss: 0.031202 | Time: 1478.65 ms [2021-01-27 18:54:18 main:574] : INFO : Epoch 1848 | loss: 0.0310971 | val_loss: 0.0312145 | Time: 1214.92 ms [2021-01-27 18:54:20 main:574] : INFO : Epoch 1849 | loss: 0.0310866 | val_loss: 0.0312054 | Time: 1220.83 ms [2021-01-27 18:54:21 main:574] : INFO : Epoch 1850 | loss: 0.0310786 | val_loss: 0.0312077 | Time: 1487.48 ms [2021-01-27 18:54:22 main:574] : INFO : Epoch 1851 | loss: 0.0310786 | val_loss: 0.0312147 | Time: 1217.25 ms [2021-01-27 18:54:24 main:574] : INFO : Epoch 1852 | loss: 0.0310852 | val_loss: 0.0312129 | Time: 1203.84 ms [2021-01-27 18:54:25 main:574] : INFO : Epoch 1853 | loss: 0.0310756 | val_loss: 0.0312025 | Time: 1542.07 ms [2021-01-27 18:54:26 main:574] : INFO : Epoch 1854 | loss: 0.0310768 | val_loss: 0.0312221 | Time: 1224.36 ms [2021-01-27 18:54:28 main:574] : INFO : Epoch 1855 | loss: 0.0310759 | val_loss: 0.0312087 | Time: 1227.81 ms [2021-01-27 18:54:29 main:574] : INFO : Epoch 1856 | loss: 0.0310731 | val_loss: 0.0312207 | Time: 1525.96 ms [2021-01-27 18:54:30 main:574] : INFO : Epoch 1857 | loss: 0.0310769 | val_loss: 0.0312068 | Time: 1188.94 ms [2021-01-27 18:54:31 main:574] : INFO : Epoch 1858 | loss: 0.0310821 | val_loss: 0.031209 | Time: 1200.02 ms [2021-01-27 18:54:33 main:574] : INFO : Epoch 1859 | loss: 0.031076 | val_loss: 0.0312123 | Time: 1490.46 ms [2021-01-27 18:54:34 main:574] : INFO : Epoch 1860 | loss: 0.0310747 | val_loss: 0.0312129 | Time: 1202.62 ms [2021-01-27 18:54:35 main:574] : INFO : Epoch 1861 | loss: 0.0310741 | val_loss: 0.0312096 | Time: 1218.57 ms [2021-01-27 18:54:37 main:574] : INFO : Epoch 1862 | loss: 0.0310743 | val_loss: 0.0312064 | Time: 1497.82 ms [2021-01-27 18:54:38 main:574] : INFO : Epoch 1863 | loss: 0.0310773 | val_loss: 0.0312101 | Time: 1199.8 ms [2021-01-27 18:54:39 main:574] : INFO : Epoch 1864 | loss: 0.0310817 | val_loss: 0.0312174 | Time: 1212 ms [2021-01-27 18:54:41 main:574] : INFO : Epoch 1865 | loss: 0.0310785 | val_loss: 0.0312116 | Time: 1520 ms [2021-01-27 18:54:42 main:574] : INFO : Epoch 1866 | loss: 0.0310776 | val_loss: 0.0312045 | Time: 1243.9 ms [2021-01-27 18:54:43 main:574] : INFO : Epoch 1867 | loss: 0.0310748 | val_loss: 0.0312239 | Time: 1220.84 ms [2021-01-27 18:54:45 main:574] : INFO : Epoch 1868 | loss: 0.0310787 | val_loss: 0.0312043 | Time: 1510.35 ms [2021-01-27 18:54:46 main:574] : INFO : Epoch 1869 | loss: 0.031082 | val_loss: 0.0312002 | Time: 1238.12 ms [2021-01-27 18:54:47 main:574] : INFO : Epoch 1870 | loss: 0.0310839 | val_loss: 0.0312054 | Time: 1228.14 ms [2021-01-27 18:54:49 main:574] : INFO : Epoch 1871 | loss: 0.0310811 | val_loss: 0.0312082 | Time: 1526.94 ms [2021-01-27 18:54:50 main:574] : INFO : Epoch 1872 | loss: 0.0310768 | val_loss: 0.0312143 | Time: 1209.17 ms [2021-01-27 18:54:51 main:574] : INFO : Epoch 1873 | loss: 0.0310791 | val_loss: 0.0312119 | Time: 1208.74 ms [2021-01-27 18:54:53 main:574] : INFO : Epoch 1874 | loss: 0.031073 | val_loss: 0.031224 | Time: 1526.46 ms [2021-01-27 18:54:54 main:574] : INFO : Epoch 1875 | loss: 0.0310762 | val_loss: 0.0312077 | Time: 1197.14 ms [2021-01-27 18:54:55 main:574] : INFO : Epoch 1876 | loss: 0.0310734 | val_loss: 0.0312128 | Time: 1220.79 ms [2021-01-27 18:54:57 main:574] : INFO : Epoch 1877 | loss: 0.0310781 | val_loss: 0.0312132 | Time: 1470.5 ms [2021-01-27 18:54:58 main:574] : INFO : Epoch 1878 | loss: 0.0310765 | val_loss: 0.0312149 | Time: 1220.79 ms [2021-01-27 18:54:59 main:574] : INFO : Epoch 1879 | loss: 0.0310795 | val_loss: 0.0312124 | Time: 1213.74 ms [2021-01-27 18:55:01 main:574] : INFO : Epoch 1880 | loss: 0.0310806 | val_loss: 0.0312012 | Time: 1534.4 ms [2021-01-27 18:55:02 main:574] : INFO : Epoch 1881 | loss: 0.03108 | val_loss: 0.031213 | Time: 1230.47 ms [2021-01-27 18:55:03 main:574] : INFO : Epoch 1882 | loss: 0.0311229 | val_loss: 0.0311967 | Time: 1209.9 ms [2021-01-27 18:55:05 main:574] : INFO : Epoch 1883 | loss: 0.0311241 | val_loss: 0.0311812 | Time: 1467.56 ms [2021-01-27 18:55:06 main:574] : INFO : Epoch 1884 | loss: 0.0311088 | val_loss: 0.0311936 | Time: 1248.42 ms [2021-01-27 18:55:07 main:574] : INFO : Epoch 1885 | loss: 0.0310947 | val_loss: 0.0311981 | Time: 1212.73 ms [2021-01-27 18:55:08 main:574] : INFO : Epoch 1886 | loss: 0.0310875 | val_loss: 0.0312074 | Time: 1425.4 ms [2021-01-27 18:55:10 main:574] : INFO : Epoch 1887 | loss: 0.0310817 | val_loss: 0.0312052 | Time: 1309.23 ms [2021-01-27 18:55:11 main:574] : INFO : Epoch 1888 | loss: 0.0310796 | val_loss: 0.031212 | Time: 1211.04 ms [2021-01-27 18:55:12 main:574] : INFO : Epoch 1889 | loss: 0.0310776 | val_loss: 0.031209 | Time: 1418.07 ms [2021-01-27 18:55:14 main:574] : INFO : Epoch 1890 | loss: 0.0310759 | val_loss: 0.0312194 | Time: 1301.73 ms [2021-01-27 18:55:15 main:574] : INFO : Epoch 1891 | loss: 0.0310751 | val_loss: 0.0312035 | Time: 1717.69 ms [2021-01-27 18:55:17 main:574] : INFO : Epoch 1892 | loss: 0.0310777 | val_loss: 0.0312 | Time: 1614.48 ms [2021-01-27 18:55:18 main:574] : INFO : Epoch 1893 | loss: 0.0310777 | val_loss: 0.0312184 | Time: 1204.9 ms [2021-01-27 18:55:20 main:574] : INFO : Epoch 1894 | loss: 0.031076 | val_loss: 0.0312039 | Time: 1214.97 ms [2021-01-27 18:55:21 main:574] : INFO : Epoch 1895 | loss: 0.031075 | val_loss: 0.0312122 | Time: 1522.28 ms [2021-01-27 18:55:22 main:574] : INFO : Epoch 1896 | loss: 0.0310736 | val_loss: 0.03123 | Time: 1199.55 ms [2021-01-27 18:55:23 main:574] : INFO : Epoch 1897 | loss: 0.0310781 | val_loss: 0.0312036 | Time: 1211.68 ms [2021-01-27 18:55:25 main:574] : INFO : Epoch 1898 | loss: 0.0310782 | val_loss: 0.0312143 | Time: 1503.47 ms [2021-01-27 18:55:26 main:574] : INFO : Epoch 1899 | loss: 0.0310734 | val_loss: 0.0312152 | Time: 1207.44 ms [2021-01-27 18:55:27 main:574] : INFO : Epoch 1900 | loss: 0.0310746 | val_loss: 0.031221 | Time: 1211.23 ms [2021-01-27 18:55:29 main:574] : INFO : Epoch 1901 | loss: 0.0310739 | val_loss: 0.0312137 | Time: 1544.13 ms [2021-01-27 18:55:30 main:574] : INFO : Epoch 1902 | loss: 0.0310723 | val_loss: 0.0312101 | Time: 1198.06 ms [2021-01-27 18:55:31 main:574] : INFO : Epoch 1903 | loss: 0.0310782 | val_loss: 0.0312155 | Time: 1197.4 ms [2021-01-27 18:55:33 main:574] : INFO : Epoch 1904 | loss: 0.0310709 | val_loss: 0.0312097 | Time: 1457 ms [2021-01-27 18:55:34 main:574] : INFO : Epoch 1905 | loss: 0.0310701 | val_loss: 0.0312206 | Time: 1215.92 ms [2021-01-27 18:55:35 main:574] : INFO : Epoch 1906 | loss: 0.0310689 | val_loss: 0.0312143 | Time: 1241.46 ms [2021-01-27 18:55:37 main:574] : INFO : Epoch 1907 | loss: 0.0310796 | val_loss: 0.0312055 | Time: 1422.38 ms [2021-01-27 18:55:38 main:574] : INFO : Epoch 1908 | loss: 0.0310798 | val_loss: 0.031218 | Time: 1269.66 ms [2021-01-27 18:55:39 main:574] : INFO : Epoch 1909 | loss: 0.0310766 | val_loss: 0.0312182 | Time: 1221.12 ms [2021-01-27 18:55:41 main:574] : INFO : Epoch 1910 | loss: 0.0310807 | val_loss: 0.0312007 | Time: 1438.38 ms [2021-01-27 18:55:42 main:574] : INFO : Epoch 1911 | loss: 0.0310788 | val_loss: 0.0312075 | Time: 1257.93 ms [2021-01-27 18:55:43 main:574] : INFO : Epoch 1912 | loss: 0.0310766 | val_loss: 0.0312133 | Time: 1206.51 ms [2021-01-27 18:55:45 main:574] : INFO : Epoch 1913 | loss: 0.0310756 | val_loss: 0.0312175 | Time: 1425.63 ms [2021-01-27 18:55:46 main:574] : INFO : Epoch 1914 | loss: 0.0310749 | val_loss: 0.0312082 | Time: 1298.16 ms [2021-01-27 18:55:47 main:574] : INFO : Epoch 1915 | loss: 0.0310703 | val_loss: 0.0312141 | Time: 1213.77 ms [2021-01-27 18:55:48 main:574] : INFO : Epoch 1916 | loss: 0.0310708 | val_loss: 0.0312105 | Time: 1391.16 ms [2021-01-27 18:55:50 main:574] : INFO : Epoch 1917 | loss: 0.0310719 | val_loss: 0.0312213 | Time: 1315.86 ms [2021-01-27 18:55:51 main:574] : INFO : Epoch 1918 | loss: 0.0310691 | val_loss: 0.0312166 | Time: 1213.64 ms [2021-01-27 18:55:52 main:574] : INFO : Epoch 1919 | loss: 0.0310709 | val_loss: 0.0312134 | Time: 1343.03 ms [2021-01-27 18:55:54 main:574] : INFO : Epoch 1920 | loss: 0.0310695 | val_loss: 0.0312218 | Time: 1373.48 ms [2021-01-27 18:55:55 main:574] : INFO : Epoch 1921 | loss: 0.0310708 | val_loss: 0.0312209 | Time: 1203.79 ms [2021-01-27 18:55:56 main:574] : INFO : Epoch 1922 | loss: 0.0310712 | val_loss: 0.0312225 | Time: 1313.71 ms [2021-01-27 18:55:58 main:574] : INFO : Epoch 1923 | loss: 0.0310722 | val_loss: 0.0312197 | Time: 1382.99 ms [2021-01-27 18:55:59 main:574] : INFO : Epoch 1924 | loss: 0.0310765 | val_loss: 0.0312096 | Time: 1235.57 ms [2021-01-27 18:56:00 main:574] : INFO : Epoch 1925 | loss: 0.0310834 | val_loss: 0.0312139 | Time: 1267.21 ms [2021-01-27 18:56:02 main:574] : INFO : Epoch 1926 | loss: 0.0310717 | val_loss: 0.0312207 | Time: 1438.63 ms [2021-01-27 18:56:03 main:574] : INFO : Epoch 1927 | loss: 0.0310746 | val_loss: 0.0312119 | Time: 1234.33 ms [2021-01-27 18:56:04 main:574] : INFO : Epoch 1928 | loss: 0.0310764 | val_loss: 0.0312209 | Time: 1248.11 ms [2021-01-27 18:56:06 main:574] : INFO : Epoch 1929 | loss: 0.031078 | val_loss: 0.031208 | Time: 1496.11 ms [2021-01-27 18:56:07 main:574] : INFO : Epoch 1930 | loss: 0.0310746 | val_loss: 0.0312144 | Time: 1211.36 ms [2021-01-27 18:56:08 main:574] : INFO : Epoch 1931 | loss: 0.031073 | val_loss: 0.0312133 | Time: 1252.57 ms [2021-01-27 18:56:10 main:574] : INFO : Epoch 1932 | loss: 0.0310765 | val_loss: 0.031231 | Time: 1515.66 ms [2021-01-27 18:56:11 main:574] : INFO : Epoch 1933 | loss: 0.031078 | val_loss: 0.0312096 | Time: 1199.57 ms [2021-01-27 18:56:12 main:574] : INFO : Epoch 1934 | loss: 0.0310815 | val_loss: 0.0312074 | Time: 1217.53 ms [2021-01-27 18:56:14 main:574] : INFO : Epoch 1935 | loss: 0.031075 | val_loss: 0.0312194 | Time: 1566.51 ms [2021-01-27 18:56:15 main:574] : INFO : Epoch 1936 | loss: 0.0310759 | val_loss: 0.0312115 | Time: 1452.6 ms [2021-01-27 18:56:17 main:574] : INFO : Epoch 1937 | loss: 0.0310747 | val_loss: 0.0312086 | Time: 1652.17 ms [2021-01-27 18:56:18 main:574] : INFO : Epoch 1938 | loss: 0.0310899 | val_loss: 0.031208 | Time: 1295.97 ms [2021-01-27 18:56:19 main:574] : INFO : Epoch 1939 | loss: 0.0310809 | val_loss: 0.0312286 | Time: 1220.67 ms [2021-01-27 18:56:21 main:574] : INFO : Epoch 1940 | loss: 0.0310752 | val_loss: 0.0312129 | Time: 1413.18 ms [2021-01-27 18:56:22 main:574] : INFO : Epoch 1941 | loss: 0.0310695 | val_loss: 0.031215 | Time: 1326.24 ms [2021-01-27 18:56:23 main:574] : INFO : Epoch 1942 | loss: 0.0310706 | val_loss: 0.0312057 | Time: 1200.84 ms [2021-01-27 18:56:25 main:574] : INFO : Epoch 1943 | loss: 0.0310735 | val_loss: 0.0312208 | Time: 1366.68 ms [2021-01-27 18:56:26 main:574] : INFO : Epoch 1944 | loss: 0.0310699 | val_loss: 0.0312222 | Time: 1373.83 ms [2021-01-27 18:56:27 main:574] : INFO : Epoch 1945 | loss: 0.03107 | val_loss: 0.0312137 | Time: 1206.86 ms [2021-01-27 18:56:28 main:574] : INFO : Epoch 1946 | loss: 0.0310748 | val_loss: 0.0312282 | Time: 1301.73 ms [2021-01-27 18:56:30 main:574] : INFO : Epoch 1947 | loss: 0.0310674 | val_loss: 0.0312131 | Time: 1432.79 ms [2021-01-27 18:56:31 main:574] : INFO : Epoch 1948 | loss: 0.0310683 | val_loss: 0.0312096 | Time: 1224.37 ms [2021-01-27 18:56:32 main:574] : INFO : Epoch 1949 | loss: 0.0310703 | val_loss: 0.0312133 | Time: 1318.97 ms [2021-01-27 18:56:34 main:574] : INFO : Epoch 1950 | loss: 0.0310685 | val_loss: 0.0312219 | Time: 1398.66 ms [2021-01-27 18:56:35 main:574] : INFO : Epoch 1951 | loss: 0.0310717 | val_loss: 0.0312138 | Time: 1208.35 ms [2021-01-27 18:56:36 main:574] : INFO : Epoch 1952 | loss: 0.0310701 | val_loss: 0.0312165 | Time: 1266.97 ms [2021-01-27 18:56:38 main:574] : INFO : Epoch 1953 | loss: 0.0310697 | val_loss: 0.03121 | Time: 1457.26 ms [2021-01-27 18:56:39 main:574] : INFO : Epoch 1954 | loss: 0.0310651 | val_loss: 0.0312232 | Time: 1205.38 ms [2021-01-27 18:56:40 main:574] : INFO : Epoch 1955 | loss: 0.0310722 | val_loss: 0.0312195 | Time: 1229.28 ms [2021-01-27 18:56:42 main:574] : INFO : Epoch 1956 | loss: 0.0310722 | val_loss: 0.0312139 | Time: 1550.71 ms [2021-01-27 18:56:43 main:574] : INFO : Epoch 1957 | loss: 0.0310736 | val_loss: 0.0312172 | Time: 1219.22 ms [2021-01-27 18:56:44 main:574] : INFO : Epoch 1958 | loss: 0.0310716 | val_loss: 0.0312138 | Time: 1215.82 ms [2021-01-27 18:56:46 main:574] : INFO : Epoch 1959 | loss: 0.0310705 | val_loss: 0.0312235 | Time: 1507.86 ms [2021-01-27 18:56:47 main:574] : INFO : Epoch 1960 | loss: 0.03107 | val_loss: 0.0312236 | Time: 1215.47 ms [2021-01-27 18:56:48 main:574] : INFO : Epoch 1961 | loss: 0.031074 | val_loss: 0.0312155 | Time: 1232.06 ms [2021-01-27 18:56:50 main:574] : INFO : Epoch 1962 | loss: 0.0310739 | val_loss: 0.031214 | Time: 1542.3 ms [2021-01-27 18:56:51 main:574] : INFO : Epoch 1963 | loss: 0.0310729 | val_loss: 0.0312177 | Time: 1208.39 ms [2021-01-27 18:56:52 main:574] : INFO : Epoch 1964 | loss: 0.0310705 | val_loss: 0.0312098 | Time: 1192.82 ms [2021-01-27 18:56:54 main:574] : INFO : Epoch 1965 | loss: 0.0310736 | val_loss: 0.0312244 | Time: 1528.71 ms [2021-01-27 18:56:55 main:574] : INFO : Epoch 1966 | loss: 0.0310682 | val_loss: 0.0312136 | Time: 1199.89 ms [2021-01-27 18:56:56 main:574] : INFO : Epoch 1967 | loss: 0.0310699 | val_loss: 0.0312304 | Time: 1209.67 ms [2021-01-27 18:56:58 main:574] : INFO : Epoch 1968 | loss: 0.0310787 | val_loss: 0.0312328 | Time: 1543.72 ms [2021-01-27 18:56:59 main:574] : INFO : Epoch 1969 | loss: 0.0310738 | val_loss: 0.0312263 | Time: 1201.84 ms [2021-01-27 18:57:00 main:574] : INFO : Epoch 1970 | loss: 0.0312085 | val_loss: 0.0319851 | Time: 1219.22 ms [2021-01-27 18:57:02 main:574] : INFO : Epoch 1971 | loss: 0.0321002 | val_loss: 0.0315488 | Time: 1543.7 ms [2021-01-27 18:57:03 main:574] : INFO : Epoch 1972 | loss: 0.0315242 | val_loss: 0.0312953 | Time: 1372.32 ms [2021-01-27 18:57:04 main:574] : INFO : Epoch 1973 | loss: 0.0312683 | val_loss: 0.0312421 | Time: 1253.64 ms [2021-01-27 18:57:06 main:574] : INFO : Epoch 1974 | loss: 0.0312163 | val_loss: 0.031201 | Time: 1474.43 ms [2021-01-27 18:57:07 main:574] : INFO : Epoch 1975 | loss: 0.0311766 | val_loss: 0.0311709 | Time: 1216.58 ms [2021-01-27 18:57:08 main:574] : INFO : Epoch 1976 | loss: 0.0311634 | val_loss: 0.0311659 | Time: 1212.03 ms [2021-01-27 18:57:10 main:574] : INFO : Epoch 1977 | loss: 0.0311601 | val_loss: 0.0311676 | Time: 1490.03 ms [2021-01-27 18:57:11 main:574] : INFO : Epoch 1978 | loss: 0.0311539 | val_loss: 0.0311692 | Time: 1208.36 ms [2021-01-27 18:57:12 main:574] : INFO : Epoch 1979 | loss: 0.0311532 | val_loss: 0.0311607 | Time: 1213.43 ms [2021-01-27 18:57:14 main:574] : INFO : Epoch 1980 | loss: 0.0311488 | val_loss: 0.0311601 | Time: 1499.77 ms [2021-01-27 18:57:15 main:574] : INFO : Epoch 1981 | loss: 0.0311441 | val_loss: 0.0311603 | Time: 1220.52 ms [2021-01-27 18:57:17 main:574] : INFO : Epoch 1982 | loss: 0.0311426 | val_loss: 0.0311605 | Time: 1810.41 ms [2021-01-27 18:57:18 main:574] : INFO : Epoch 1983 | loss: 0.0311401 | val_loss: 0.0311598 | Time: 1409 ms [2021-01-27 18:57:19 main:574] : INFO : Epoch 1984 | loss: 0.0311387 | val_loss: 0.0311626 | Time: 1204.24 ms [2021-01-27 18:57:21 main:574] : INFO : Epoch 1985 | loss: 0.0311367 | val_loss: 0.0311599 | Time: 1312.96 ms [2021-01-27 18:57:22 main:574] : INFO : Epoch 1986 | loss: 0.0311347 | val_loss: 0.0311601 | Time: 1384.95 ms [2021-01-27 18:57:23 main:574] : INFO : Epoch 1987 | loss: 0.0311344 | val_loss: 0.0311612 | Time: 1218.19 ms [2021-01-27 18:57:24 main:574] : INFO : Epoch 1988 | loss: 0.0311335 | val_loss: 0.0311617 | Time: 1246.28 ms [2021-01-27 18:57:26 main:574] : INFO : Epoch 1989 | loss: 0.0311326 | val_loss: 0.0311604 | Time: 1464.12 ms [2021-01-27 18:57:27 main:574] : INFO : Epoch 1990 | loss: 0.0311311 | val_loss: 0.0311617 | Time: 1205.24 ms [2021-01-27 18:57:28 main:574] : INFO : Epoch 1991 | loss: 0.0311308 | val_loss: 0.0311629 | Time: 1242.2 ms [2021-01-27 18:57:30 main:574] : INFO : Epoch 1992 | loss: 0.0311296 | val_loss: 0.0311639 | Time: 1486.12 ms [2021-01-27 18:57:31 main:574] : INFO : Epoch 1993 | loss: 0.0311294 | val_loss: 0.0311618 | Time: 1206.09 ms [2021-01-27 18:57:32 main:574] : INFO : Epoch 1994 | loss: 0.0311265 | val_loss: 0.031161 | Time: 1217.73 ms [2021-01-27 18:57:34 main:574] : INFO : Epoch 1995 | loss: 0.0311292 | val_loss: 0.0311597 | Time: 1517.93 ms [2021-01-27 18:57:35 main:574] : INFO : Epoch 1996 | loss: 0.0311307 | val_loss: 0.0311637 | Time: 1240.65 ms [2021-01-27 18:57:36 main:574] : INFO : Epoch 1997 | loss: 0.0311297 | val_loss: 0.0311657 | Time: 1212.34 ms [2021-01-27 18:57:38 main:574] : INFO : Epoch 1998 | loss: 0.0311256 | val_loss: 0.0311642 | Time: 1528.6 ms [2021-01-27 18:57:39 main:574] : INFO : Epoch 1999 | loss: 0.0311238 | val_loss: 0.0311609 | Time: 1213.79 ms [2021-01-27 18:57:40 main:574] : INFO : Epoch 2000 | loss: 0.0311224 | val_loss: 0.031165 | Time: 1230.7 ms [2021-01-27 18:57:42 main:574] : INFO : Epoch 2001 | loss: 0.0311248 | val_loss: 0.0311611 | Time: 1542.66 ms [2021-01-27 18:57:43 main:574] : INFO : Epoch 2002 | loss: 0.0311214 | val_loss: 0.031163 | Time: 1214.37 ms [2021-01-27 18:57:44 main:574] : INFO : Epoch 2003 | loss: 0.0311216 | val_loss: 0.0311615 | Time: 1209.42 ms [2021-01-27 18:57:46 main:574] : INFO : Epoch 2004 | loss: 0.0311217 | val_loss: 0.0311627 | Time: 1532.57 ms [2021-01-27 18:57:47 main:574] : INFO : Epoch 2005 | loss: 0.0311205 | val_loss: 0.0311634 | Time: 1216.59 ms [2021-01-27 18:57:48 main:574] : INFO : Epoch 2006 | loss: 0.0311214 | val_loss: 0.0311637 | Time: 1224.03 ms [2021-01-27 18:57:50 main:574] : INFO : Epoch 2007 | loss: 0.0311179 | val_loss: 0.0311648 | Time: 1514.47 ms [2021-01-27 18:57:51 main:574] : INFO : Epoch 2008 | loss: 0.0311202 | val_loss: 0.0311767 | Time: 1211.78 ms [2021-01-27 18:57:52 main:574] : INFO : Epoch 2009 | loss: 0.0311228 | val_loss: 0.0311657 | Time: 1198.53 ms [2021-01-27 18:57:54 main:574] : INFO : Epoch 2010 | loss: 0.0311205 | val_loss: 0.0311611 | Time: 1523.6 ms [2021-01-27 18:57:55 main:574] : INFO : Epoch 2011 | loss: 0.0311191 | val_loss: 0.0311626 | Time: 1207.29 ms [2021-01-27 18:57:56 main:574] : INFO : Epoch 2012 | loss: 0.0311184 | val_loss: 0.0311632 | Time: 1205.31 ms [2021-01-27 18:57:58 main:574] : INFO : Epoch 2013 | loss: 0.0311184 | val_loss: 0.0311667 | Time: 1494.25 ms [2021-01-27 18:57:59 main:574] : INFO : Epoch 2014 | loss: 0.031118 | val_loss: 0.0311627 | Time: 1216.07 ms [2021-01-27 18:58:00 main:574] : INFO : Epoch 2015 | loss: 0.0311213 | val_loss: 0.0311636 | Time: 1209.99 ms [2021-01-27 18:58:02 main:574] : INFO : Epoch 2016 | loss: 0.031119 | val_loss: 0.0311655 | Time: 1497.32 ms [2021-01-27 18:58:03 main:574] : INFO : Epoch 2017 | loss: 0.0311171 | val_loss: 0.0311681 | Time: 1218.6 ms [2021-01-27 18:58:04 main:574] : INFO : Epoch 2018 | loss: 0.0311154 | val_loss: 0.0311668 | Time: 1205.4 ms [2021-01-27 18:58:05 main:574] : INFO : Epoch 2019 | loss: 0.0311162 | val_loss: 0.0311707 | Time: 1494.14 ms [2021-01-27 18:58:07 main:574] : INFO : Epoch 2020 | loss: 0.031114 | val_loss: 0.031169 | Time: 1211.79 ms [2021-01-27 18:58:08 main:574] : INFO : Epoch 2021 | loss: 0.0311153 | val_loss: 0.031169 | Time: 1213.37 ms [2021-01-27 18:58:09 main:574] : INFO : Epoch 2022 | loss: 0.0311123 | val_loss: 0.0311667 | Time: 1549.38 ms [2021-01-27 18:58:11 main:574] : INFO : Epoch 2023 | loss: 0.0311171 | val_loss: 0.0311659 | Time: 1214.46 ms [2021-01-27 18:58:12 main:574] : INFO : Epoch 2024 | loss: 0.0311172 | val_loss: 0.0311677 | Time: 1205.37 ms [2021-01-27 18:58:13 main:574] : INFO : Epoch 2025 | loss: 0.0311127 | val_loss: 0.0311776 | Time: 1534.1 ms [2021-01-27 18:58:15 main:574] : INFO : Epoch 2026 | loss: 0.0311165 | val_loss: 0.031172 | Time: 1231.87 ms [2021-01-27 18:58:16 main:574] : INFO : Epoch 2027 | loss: 0.0311112 | val_loss: 0.0311685 | Time: 1463.19 ms [2021-01-27 18:58:18 main:574] : INFO : Epoch 2028 | loss: 0.0311126 | val_loss: 0.0311696 | Time: 1610.46 ms [2021-01-27 18:58:19 main:574] : INFO : Epoch 2029 | loss: 0.0311195 | val_loss: 0.0311751 | Time: 1215.36 ms [2021-01-27 18:58:20 main:574] : INFO : Epoch 2030 | loss: 0.0311186 | val_loss: 0.0311708 | Time: 1203.27 ms [2021-01-27 18:58:22 main:574] : INFO : Epoch 2031 | loss: 0.0311117 | val_loss: 0.0311691 | Time: 1468.99 ms [2021-01-27 18:58:23 main:574] : INFO : Epoch 2032 | loss: 0.0311121 | val_loss: 0.0311708 | Time: 1215.56 ms [2021-01-27 18:58:24 main:574] : INFO : Epoch 2033 | loss: 0.0311111 | val_loss: 0.0311718 | Time: 1211.21 ms [2021-01-27 18:58:26 main:574] : INFO : Epoch 2034 | loss: 0.0311173 | val_loss: 0.0311737 | Time: 1523.63 ms [2021-01-27 18:58:27 main:574] : INFO : Epoch 2035 | loss: 0.0311218 | val_loss: 0.031168 | Time: 1233.55 ms [2021-01-27 18:58:28 main:574] : INFO : Epoch 2036 | loss: 0.0311166 | val_loss: 0.031171 | Time: 1217.92 ms [2021-01-27 18:58:30 main:574] : INFO : Epoch 2037 | loss: 0.0311124 | val_loss: 0.0311743 | Time: 1500.26 ms [2021-01-27 18:58:31 main:574] : INFO : Epoch 2038 | loss: 0.0311096 | val_loss: 0.0311721 | Time: 1217.5 ms [2021-01-27 18:58:32 main:574] : INFO : Epoch 2039 | loss: 0.0311104 | val_loss: 0.0311724 | Time: 1209.96 ms [2021-01-27 18:58:34 main:574] : INFO : Epoch 2040 | loss: 0.0311124 | val_loss: 0.0311685 | Time: 1489.59 ms [2021-01-27 18:58:35 main:574] : INFO : Epoch 2041 | loss: 0.0311224 | val_loss: 0.0311757 | Time: 1242.03 ms [2021-01-27 18:58:36 main:574] : INFO : Epoch 2042 | loss: 0.0311231 | val_loss: 0.0311696 | Time: 1200.89 ms [2021-01-27 18:58:38 main:574] : INFO : Epoch 2043 | loss: 0.0311174 | val_loss: 0.0311665 | Time: 1525.79 ms [2021-01-27 18:58:39 main:574] : INFO : Epoch 2044 | loss: 0.0311139 | val_loss: 0.0311736 | Time: 1227.84 ms [2021-01-27 18:58:40 main:574] : INFO : Epoch 2045 | loss: 0.0311099 | val_loss: 0.0311737 | Time: 1224.03 ms [2021-01-27 18:58:41 main:574] : INFO : Epoch 2046 | loss: 0.0311098 | val_loss: 0.0311721 | Time: 1487.68 ms [2021-01-27 18:58:43 main:574] : INFO : Epoch 2047 | loss: 0.0311071 | val_loss: 0.0311734 | Time: 1242.46 ms [2021-01-27 18:58:44 main:574] : INFO : Epoch 2048 | loss: 0.0311077 | val_loss: 0.0311787 | Time: 1214.54 ms [2021-01-27 18:58:44 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311787 [2021-01-27 18:58:44 main:603] : INFO : Saving end state to config to file [2021-01-27 18:58:44 main:608] : INFO : Success, exiting.. 18:58:44 (90536): 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)