Task 10034588
| Name | ParityModified-1639966524-11536-0_0 |
| Workunit | 7413148 |
| Created | 20 Dec 2021, 2:15:27 UTC |
| Sent | 6 Jan 2022, 6:10:58 UTC |
| Report deadline | 14 Jan 2022, 6:10:58 UTC |
| Received | 6 Jan 2022, 7:44:10 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8169 |
| Run time | 51 min 30 sec |
| CPU time | 47 min 30 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,066.41 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.36 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> main:574] : INFO : Epoch 1593 | loss: 0.0311375 | val_loss: 0.031182 | Time: 1428.65 ms [2022-01-05 23:24:04 main:574] : INFO : Epoch 1594 | loss: 0.0311378 | val_loss: 0.0311791 | Time: 1433.57 ms [2022-01-05 23:24:06 main:574] : INFO : Epoch 1595 | loss: 0.0311413 | val_loss: 0.0311853 | Time: 1441.47 ms [2022-01-05 23:24:07 main:574] : INFO : Epoch 1596 | loss: 0.0311401 | val_loss: 0.0311769 | Time: 1444.01 ms [2022-01-05 23:24:09 main:574] : INFO : Epoch 1597 | loss: 0.0311395 | val_loss: 0.0311792 | Time: 1444 ms [2022-01-05 23:24:10 main:574] : INFO : Epoch 1598 | loss: 0.0311405 | val_loss: 0.0311769 | Time: 1421.68 ms [2022-01-05 23:24:12 main:574] : INFO : Epoch 1599 | loss: 0.0311405 | val_loss: 0.0311807 | Time: 1433.16 ms [2022-01-05 23:24:13 main:574] : INFO : Epoch 1600 | loss: 0.031137 | val_loss: 0.0311811 | Time: 1432.37 ms [2022-01-05 23:24:15 main:574] : INFO : Epoch 1601 | loss: 0.0311401 | val_loss: 0.0311816 | Time: 1436.11 ms [2022-01-05 23:24:16 main:574] : INFO : Epoch 1602 | loss: 0.031139 | val_loss: 0.0311795 | Time: 1440.96 ms [2022-01-05 23:24:18 main:574] : INFO : Epoch 1603 | loss: 0.0311429 | val_loss: 0.0311828 | Time: 1438.07 ms [2022-01-05 23:24:19 main:574] : INFO : Epoch 1604 | loss: 0.031143 | val_loss: 0.0311803 | Time: 1434.45 ms [2022-01-05 23:24:21 main:574] : INFO : Epoch 1605 | loss: 0.0311385 | val_loss: 0.0311827 | Time: 1440.32 ms [2022-01-05 23:24:22 main:574] : INFO : Epoch 1606 | loss: 0.031136 | val_loss: 0.0311824 | Time: 1426.8 ms [2022-01-05 23:24:24 main:574] : INFO : Epoch 1607 | loss: 0.0311369 | val_loss: 0.0311809 | Time: 1427.73 ms [2022-01-05 23:24:25 main:574] : INFO : Epoch 1608 | loss: 0.0311369 | val_loss: 0.0311824 | Time: 1431.34 ms [2022-01-05 23:24:27 main:574] : INFO : Epoch 1609 | loss: 0.0311372 | val_loss: 0.0311807 | Time: 1427.45 ms [2022-01-05 23:24:28 main:574] : INFO : Epoch 1610 | loss: 0.0311374 | val_loss: 0.0311762 | Time: 1454.24 ms [2022-01-05 23:24:30 main:574] : INFO : Epoch 1611 | loss: 0.0311375 | val_loss: 0.031183 | Time: 1451.72 ms [2022-01-05 23:24:31 main:574] : INFO : Epoch 1612 | loss: 0.0311367 | val_loss: 0.031177 | Time: 1450.26 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2070 SUPER) [2022-01-05 23:29:20 main:435] : INFO : Set logging level to 1 [2022-01-05 23:29:20 main:441] : INFO : Running in BOINC Client mode [2022-01-05 23:29:20 main:444] : INFO : Resolving all filenames [2022-01-05 23:29:20 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-05 23:29:21 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-05 23:29:21 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-05 23:29:21 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-01-05 23:29:21 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-05 23:29:21 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-05 23:29:21 main:474] : INFO : Configuration: [2022-01-05 23:29:22 main:475] : INFO : Model type: GRU [2022-01-05 23:29:22 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-05 23:29:22 main:477] : INFO : Max Epochs: 2048 [2022-01-05 23:29:22 main:478] : INFO : Batch Size: 128 [2022-01-05 23:29:23 main:479] : INFO : Learning Rate: 0.01 [2022-01-05 23:29:23 main:480] : INFO : Patience: 10 [2022-01-05 23:29:23 main:481] : INFO : Hidden Width: 12 [2022-01-05 23:29:24 main:482] : INFO : # Recurrent Layers: 4 [2022-01-05 23:29:24 main:483] : INFO : # Backend Layers: 4 [2022-01-05 23:29:24 main:484] : INFO : # Threads: 1 [2022-01-05 23:29:24 main:486] : INFO : Preparing Dataset [2022-01-05 23:29:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-05 23:29:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-05 23:29:27 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-05 23:29:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-05 23:29:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-05 23:29:28 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-05 23:29:28 main:494] : INFO : Creating Model [2022-01-05 23:29:28 main:507] : INFO : Preparing config file [2022-01-05 23:29:28 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-05 23:29:29 main:512] : INFO : Loading config [2022-01-05 23:29:29 main:514] : INFO : Loading state [2022-01-05 23:29:30 main:559] : INFO : Loading DataLoader into Memory [2022-01-05 23:29:31 main:562] : INFO : Starting Training [2022-01-05 23:29:33 main:574] : INFO : Epoch 1587 | loss: 0.0312755 | val_loss: 0.0312124 | Time: 1872.86 ms [2022-01-05 23:29:34 main:574] : INFO : Epoch 1588 | loss: 0.031168 | val_loss: 0.031184 | Time: 1406.33 ms [2022-01-05 23:29:36 main:574] : INFO : Epoch 1589 | loss: 0.0311498 | val_loss: 0.0311746 | Time: 1404.2 ms [2022-01-05 23:29:37 main:574] : INFO : Epoch 1590 | loss: 0.0311449 | val_loss: 0.0311725 | Time: 1410.68 ms [2022-01-05 23:29:39 main:574] : INFO : Epoch 1591 | loss: 0.0311441 | val_loss: 0.0311814 | Time: 1412.19 ms [2022-01-05 23:29:40 main:574] : INFO : Epoch 1592 | loss: 0.0311433 | val_loss: 0.0311731 | Time: 1404.99 ms [2022-01-05 23:29:42 main:574] : INFO : Epoch 1593 | loss: 0.0311448 | val_loss: 0.0311775 | Time: 1395.87 ms [2022-01-05 23:29:43 main:574] : INFO : Epoch 1594 | loss: 0.0311452 | val_loss: 0.0311743 | Time: 1397.09 ms [2022-01-05 23:29:44 main:574] : INFO : Epoch 1595 | loss: 0.0311426 | val_loss: 0.0311774 | Time: 1393.27 ms [2022-01-05 23:29:46 main:574] : INFO : Epoch 1596 | loss: 0.0311459 | val_loss: 0.0311766 | Time: 1389.08 ms [2022-01-05 23:29:47 main:574] : INFO : Epoch 1597 | loss: 0.0311464 | val_loss: 0.0311736 | Time: 1401.93 ms [2022-01-05 23:29:49 main:574] : INFO : Epoch 1598 | loss: 0.0311416 | val_loss: 0.0311736 | Time: 1407.32 ms [2022-01-05 23:29:50 main:574] : INFO : Epoch 1599 | loss: 0.0311392 | val_loss: 0.0311742 | Time: 1394.21 ms [2022-01-05 23:29:52 main:574] : INFO : Epoch 1600 | loss: 0.0311374 | val_loss: 0.0311774 | Time: 1398.6 ms [2022-01-05 23:29:53 main:574] : INFO : Epoch 1601 | loss: 0.0311404 | val_loss: 0.0311759 | Time: 1401.12 ms [2022-01-05 23:29:55 main:574] : INFO : Epoch 1602 | loss: 0.0311409 | val_loss: 0.031173 | Time: 1410.71 ms [2022-01-05 23:29:56 main:574] : INFO : Epoch 1603 | loss: 0.0311385 | val_loss: 0.0311746 | Time: 1396.99 ms [2022-01-05 23:29:58 main:574] : INFO : Epoch 1604 | loss: 0.0311376 | val_loss: 0.0311823 | Time: 1395.29 ms [2022-01-05 23:29:59 main:574] : INFO : Epoch 1605 | loss: 0.0311404 | val_loss: 0.0311742 | Time: 1387.8 ms [2022-01-05 23:30:01 main:574] : INFO : Epoch 1606 | loss: 0.0311396 | val_loss: 0.0311714 | Time: 1397.27 ms [2022-01-05 23:30:02 main:574] : INFO : Epoch 1607 | loss: 0.0311409 | val_loss: 0.031177 | Time: 1401.07 ms [2022-01-05 23:30:04 main:574] : INFO : Epoch 1608 | loss: 0.0311382 | val_loss: 0.0311807 | Time: 1385.63 ms [2022-01-05 23:30:05 main:574] : INFO : Epoch 1609 | loss: 0.0311372 | val_loss: 0.0311755 | Time: 1411.62 ms [2022-01-05 23:30:06 main:574] : INFO : Epoch 1610 | loss: 0.0311365 | val_loss: 0.0311747 | Time: 1418.44 ms [2022-01-05 23:30:08 main:574] : INFO : Epoch 1611 | loss: 0.0311394 | val_loss: 0.0311812 | Time: 1395.45 ms [2022-01-05 23:30:09 main:574] : INFO : Epoch 1612 | loss: 0.0311413 | val_loss: 0.0311762 | Time: 1406.49 ms [2022-01-05 23:30:11 main:574] : INFO : Epoch 1613 | loss: 0.0311416 | val_loss: 0.0311785 | Time: 1407.92 ms [2022-01-05 23:30:12 main:574] : INFO : Epoch 1614 | loss: 0.031139 | val_loss: 0.031176 | Time: 1394.81 ms [2022-01-05 23:30:14 main:574] : INFO : Epoch 1615 | loss: 0.0311406 | val_loss: 0.0311812 | Time: 1395.69 ms [2022-01-05 23:30:15 main:574] : INFO : Epoch 1616 | loss: 0.0311386 | val_loss: 0.0311834 | Time: 1412.55 ms [2022-01-05 23:30:17 main:574] : INFO : Epoch 1617 | loss: 0.0311371 | val_loss: 0.0311766 | Time: 1407.46 ms [2022-01-05 23:30:18 main:574] : INFO : Epoch 1618 | loss: 0.0311369 | val_loss: 0.0311831 | Time: 1407.23 ms [2022-01-05 23:30:20 main:574] : INFO : Epoch 1619 | loss: 0.0311361 | val_loss: 0.0311789 | Time: 1413.79 ms [2022-01-05 23:30:21 main:574] : INFO : Epoch 1620 | loss: 0.0311414 | val_loss: 0.0311763 | Time: 1414.72 ms [2022-01-05 23:30:23 main:574] : INFO : Epoch 1621 | loss: 0.0311347 | val_loss: 0.0311796 | Time: 1411.41 ms [2022-01-05 23:30:24 main:574] : INFO : Epoch 1622 | loss: 0.0311355 | val_loss: 0.0311729 | Time: 1413.6 ms [2022-01-05 23:30:26 main:574] : INFO : Epoch 1623 | loss: 0.0311332 | val_loss: 0.0311792 | Time: 1393.82 ms [2022-01-05 23:30:27 main:574] : INFO : Epoch 1624 | loss: 0.0311331 | val_loss: 0.0311773 | Time: 1397.36 ms [2022-01-05 23:30:29 main:574] : INFO : Epoch 1625 | loss: 0.031134 | val_loss: 0.0311828 | Time: 1393.91 ms [2022-01-05 23:30:30 main:574] : INFO : Epoch 1626 | loss: 0.0311368 | val_loss: 0.0311771 | Time: 1410.04 ms [2022-01-05 23:30:31 main:574] : INFO : Epoch 1627 | loss: 0.0311351 | val_loss: 0.0311824 | Time: 1398.59 ms [2022-01-05 23:30:33 main:574] : INFO : Epoch 1628 | loss: 0.0311339 | val_loss: 0.03118 | Time: 1410.13 ms [2022-01-05 23:30:34 main:574] : INFO : Epoch 1629 | loss: 0.0311329 | val_loss: 0.0311823 | Time: 1407.04 ms [2022-01-05 23:30:36 main:574] : INFO : Epoch 1630 | loss: 0.0311312 | val_loss: 0.0311733 | Time: 1403.93 ms [2022-01-05 23:30:37 main:574] : INFO : Epoch 1631 | loss: 0.0311325 | val_loss: 0.0311824 | Time: 1425.22 ms [2022-01-05 23:30:39 main:574] : INFO : Epoch 1632 | loss: 0.0311295 | val_loss: 0.0311817 | Time: 1394.74 ms [2022-01-05 23:30:40 main:574] : INFO : Epoch 1633 | loss: 0.031131 | val_loss: 0.0311788 | Time: 1397.1 ms [2022-01-05 23:30:42 main:574] : INFO : Epoch 1634 | loss: 0.0311302 | val_loss: 0.0311785 | Time: 1394.1 ms [2022-01-05 23:30:43 main:574] : INFO : Epoch 1635 | loss: 0.0311294 | val_loss: 0.0311798 | Time: 1422.8 ms [2022-01-05 23:30:45 main:574] : INFO : Epoch 1636 | loss: 0.0311334 | val_loss: 0.0311754 | Time: 1387.62 ms [2022-01-05 23:30:46 main:574] : INFO : Epoch 1637 | loss: 0.031131 | val_loss: 0.0311817 | Time: 1396.98 ms [2022-01-05 23:30:48 main:574] : INFO : Epoch 1638 | loss: 0.0311328 | val_loss: 0.0311772 | Time: 1432.41 ms [2022-01-05 23:30:49 main:574] : INFO : Epoch 1639 | loss: 0.0311357 | val_loss: 0.0311878 | Time: 1400.33 ms [2022-01-05 23:30:51 main:574] : INFO : Epoch 1640 | loss: 0.0311347 | val_loss: 0.0311802 | Time: 1394.97 ms [2022-01-05 23:30:52 main:574] : INFO : Epoch 1641 | loss: 0.031134 | val_loss: 0.0311807 | Time: 1420.58 ms [2022-01-05 23:30:53 main:574] : INFO : Epoch 1642 | loss: 0.0311361 | val_loss: 0.0311767 | Time: 1396.94 ms [2022-01-05 23:30:55 main:574] : INFO : Epoch 1643 | loss: 0.0311331 | val_loss: 0.0311828 | Time: 1406.91 ms [2022-01-05 23:30:56 main:574] : INFO : Epoch 1644 | loss: 0.031133 | val_loss: 0.031179 | Time: 1400.34 ms [2022-01-05 23:30:58 main:574] : INFO : Epoch 1645 | loss: 0.0311313 | val_loss: 0.031184 | Time: 1396.43 ms [2022-01-05 23:30:59 main:574] : INFO : Epoch 1646 | loss: 0.0311321 | val_loss: 0.0311803 | Time: 1407.39 ms [2022-01-05 23:31:01 main:574] : INFO : Epoch 1647 | loss: 0.0311356 | val_loss: 0.0311867 | Time: 1415.42 ms [2022-01-05 23:31:02 main:574] : INFO : Epoch 1648 | loss: 0.031129 | val_loss: 0.0311795 | Time: 1402.02 ms [2022-01-05 23:31:04 main:574] : INFO : Epoch 1649 | loss: 0.0311273 | val_loss: 0.0311839 | Time: 1413.96 ms [2022-01-05 23:31:05 main:574] : INFO : Epoch 1650 | loss: 0.0311294 | val_loss: 0.0311762 | Time: 1386.2 ms [2022-01-05 23:31:07 main:574] : INFO : Epoch 1651 | loss: 0.0311282 | val_loss: 0.0311784 | Time: 1408.97 ms [2022-01-05 23:31:08 main:574] : INFO : Epoch 1652 | loss: 0.031128 | val_loss: 0.0311863 | Time: 1390.9 ms [2022-01-05 23:31:10 main:574] : INFO : Epoch 1653 | loss: 0.0311294 | val_loss: 0.0311832 | Time: 1409.15 ms [2022-01-05 23:31:11 main:574] : INFO : Epoch 1654 | loss: 0.0311258 | val_loss: 0.0311796 | Time: 1388.75 ms [2022-01-05 23:31:12 main:574] : INFO : Epoch 1655 | loss: 0.0311251 | val_loss: 0.0311801 | Time: 1406.87 ms [2022-01-05 23:31:14 main:574] : INFO : Epoch 1656 | loss: 0.03113 | val_loss: 0.0311808 | Time: 1394.43 ms [2022-01-05 23:31:15 main:574] : INFO : Epoch 1657 | loss: 0.0311316 | val_loss: 0.0311768 | Time: 1401.83 ms [2022-01-05 23:31:17 main:574] : INFO : Epoch 1658 | loss: 0.0311308 | val_loss: 0.0311764 | Time: 1416.43 ms [2022-01-05 23:31:18 main:574] : INFO : Epoch 1659 | loss: 0.031128 | val_loss: 0.0311873 | Time: 1417.76 ms [2022-01-05 23:31:20 main:574] : INFO : Epoch 1660 | loss: 0.0311287 | val_loss: 0.0311783 | Time: 1404.05 ms [2022-01-05 23:31:21 main:574] : INFO : Epoch 1661 | loss: 0.0311266 | val_loss: 0.0311838 | Time: 1408.55 ms [2022-01-05 23:31:23 main:574] : INFO : Epoch 1662 | loss: 0.0311274 | val_loss: 0.0311824 | Time: 1417.79 ms [2022-01-05 23:31:24 main:574] : INFO : Epoch 1663 | loss: 0.0311367 | val_loss: 0.0311799 | Time: 1403.82 ms [2022-01-05 23:31:26 main:574] : INFO : Epoch 1664 | loss: 0.0311331 | val_loss: 0.0311761 | Time: 1428.4 ms [2022-01-05 23:31:27 main:574] : INFO : Epoch 1665 | loss: 0.0311288 | val_loss: 0.0311845 | Time: 1409.28 ms [2022-01-05 23:31:29 main:574] : INFO : Epoch 1666 | loss: 0.0311308 | val_loss: 0.0311826 | Time: 1404.41 ms [2022-01-05 23:31:30 main:574] : INFO : Epoch 1667 | loss: 0.0311276 | val_loss: 0.0311793 | Time: 1400.46 ms [2022-01-05 23:31:32 main:574] : INFO : Epoch 1668 | loss: 0.0311259 | val_loss: 0.0311829 | Time: 1397.89 ms [2022-01-05 23:31:33 main:574] : INFO : Epoch 1669 | loss: 0.0311255 | val_loss: 0.0311788 | Time: 1400.61 ms [2022-01-05 23:31:34 main:574] : INFO : Epoch 1670 | loss: 0.0311278 | val_loss: 0.0311834 | Time: 1417.25 ms [2022-01-05 23:31:36 main:574] : INFO : Epoch 1671 | loss: 0.0311267 | val_loss: 0.031182 | Time: 1380.96 ms [2022-01-05 23:31:37 main:574] : INFO : Epoch 1672 | loss: 0.0311263 | val_loss: 0.0311815 | Time: 1418.26 ms [2022-01-05 23:31:39 main:574] : INFO : Epoch 1673 | loss: 0.0311237 | val_loss: 0.0311873 | Time: 1407.83 ms [2022-01-05 23:31:40 main:574] : INFO : Epoch 1674 | loss: 0.0311238 | val_loss: 0.0311921 | Time: 1401.52 ms [2022-01-05 23:31:42 main:574] : INFO : Epoch 1675 | loss: 0.0311258 | val_loss: 0.0311874 | Time: 1408.67 ms [2022-01-05 23:31:43 main:574] : INFO : Epoch 1676 | loss: 0.0311248 | val_loss: 0.0311878 | Time: 1392.88 ms [2022-01-05 23:31:45 main:574] : INFO : Epoch 1677 | loss: 0.0311215 | val_loss: 0.0311836 | Time: 1405.55 ms [2022-01-05 23:31:46 main:574] : INFO : Epoch 1678 | loss: 0.0311224 | val_loss: 0.0311812 | Time: 1417.27 ms [2022-01-05 23:31:48 main:574] : INFO : Epoch 1679 | loss: 0.0311233 | val_loss: 0.0311827 | Time: 1428.77 ms [2022-01-05 23:31:49 main:574] : INFO : Epoch 1680 | loss: 0.0311228 | val_loss: 0.031185 | Time: 1402.97 ms [2022-01-05 23:31:51 main:574] : INFO : Epoch 1681 | loss: 0.031121 | val_loss: 0.0311922 | Time: 1397.37 ms [2022-01-05 23:31:52 main:574] : INFO : Epoch 1682 | loss: 0.0311212 | val_loss: 0.0311879 | Time: 1387.32 ms [2022-01-05 23:31:54 main:574] : INFO : Epoch 1683 | loss: 0.0311219 | val_loss: 0.0311927 | Time: 1403.21 ms [2022-01-05 23:31:55 main:574] : INFO : Epoch 1684 | loss: 0.0311252 | val_loss: 0.0311795 | Time: 1417.33 ms [2022-01-05 23:31:57 main:574] : INFO : Epoch 1685 | loss: 0.0311222 | val_loss: 0.0311883 | Time: 1415.93 ms [2022-01-05 23:31:58 main:574] : INFO : Epoch 1686 | loss: 0.0311224 | val_loss: 0.0311845 | Time: 1400.46 ms [2022-01-05 23:31:59 main:574] : INFO : Epoch 1687 | loss: 0.0311247 | val_loss: 0.0311887 | Time: 1389.99 ms [2022-01-05 23:32:01 main:574] : INFO : Epoch 1688 | loss: 0.0311227 | val_loss: 0.0311861 | Time: 1410.8 ms [2022-01-05 23:32:02 main:574] : INFO : Epoch 1689 | loss: 0.0311251 | val_loss: 0.0311789 | Time: 1415.45 ms [2022-01-05 23:32:04 main:574] : INFO : Epoch 1690 | loss: 0.031122 | val_loss: 0.0311807 | Time: 1394.9 ms [2022-01-05 23:32:05 main:574] : INFO : Epoch 1691 | loss: 0.031136 | val_loss: 0.0311839 | Time: 1401.43 ms [2022-01-05 23:32:07 main:574] : INFO : Epoch 1692 | loss: 0.0311416 | val_loss: 0.0311766 | Time: 1408.69 ms [2022-01-05 23:32:08 main:574] : INFO : Epoch 1693 | loss: 0.0311392 | val_loss: 0.0311762 | Time: 1406.31 ms [2022-01-05 23:32:10 main:574] : INFO : Epoch 1694 | loss: 0.0311343 | val_loss: 0.0311812 | Time: 1399.52 ms [2022-01-05 23:32:11 main:574] : INFO : Epoch 1695 | loss: 0.031131 | val_loss: 0.0311836 | Time: 1401.82 ms [2022-01-05 23:32:13 main:574] : INFO : Epoch 1696 | loss: 0.03113 | val_loss: 0.0311853 | Time: 1400.46 ms [2022-01-05 23:32:14 main:574] : INFO : Epoch 1697 | loss: 0.0311269 | val_loss: 0.0311864 | Time: 1387.77 ms [2022-01-05 23:32:16 main:574] : INFO : Epoch 1698 | loss: 0.0311247 | val_loss: 0.0311862 | Time: 1403.86 ms [2022-01-05 23:32:17 main:574] : INFO : Epoch 1699 | loss: 0.0311267 | val_loss: 0.031192 | Time: 1398.35 ms [2022-01-05 23:32:19 main:574] : INFO : Epoch 1700 | loss: 0.031133 | val_loss: 0.0311844 | Time: 1386.55 ms [2022-01-05 23:32:20 main:574] : INFO : Epoch 1701 | loss: 0.0311218 | val_loss: 0.0311872 | Time: 1385.16 ms [2022-01-05 23:32:21 main:574] : INFO : Epoch 1702 | loss: 0.0311225 | val_loss: 0.0311802 | Time: 1383.7 ms [2022-01-05 23:32:23 main:574] : INFO : Epoch 1703 | loss: 0.0311241 | val_loss: 0.0311899 | Time: 1385.95 ms [2022-01-05 23:32:24 main:574] : INFO : Epoch 1704 | loss: 0.0311224 | val_loss: 0.0311884 | Time: 1403.2 ms [2022-01-05 23:32:26 main:574] : INFO : Epoch 1705 | loss: 0.0311211 | val_loss: 0.0311851 | Time: 1411.19 ms [2022-01-05 23:32:27 main:574] : INFO : Epoch 1706 | loss: 0.0311195 | val_loss: 0.0311865 | Time: 1394.55 ms [2022-01-05 23:32:29 main:574] : INFO : Epoch 1707 | loss: 0.0311185 | val_loss: 0.0311898 | Time: 1384.09 ms [2022-01-05 23:32:30 main:574] : INFO : Epoch 1708 | loss: 0.0311237 | val_loss: 0.0311802 | Time: 1380.16 ms [2022-01-05 23:32:32 main:574] : INFO : Epoch 1709 | loss: 0.0311215 | val_loss: 0.031187 | Time: 1409.4 ms [2022-01-05 23:32:33 main:574] : INFO : Epoch 1710 | loss: 0.0311223 | val_loss: 0.0311844 | Time: 1394.65 ms [2022-01-05 23:32:35 main:574] : INFO : Epoch 1711 | loss: 0.0311227 | val_loss: 0.0311878 | Time: 1388.42 ms [2022-01-05 23:32:36 main:574] : INFO : Epoch 1712 | loss: 0.0311211 | val_loss: 0.0311856 | Time: 1393.5 ms [2022-01-05 23:32:37 main:574] : INFO : Epoch 1713 | loss: 0.0311219 | val_loss: 0.0311933 | Time: 1405.41 ms [2022-01-05 23:32:39 main:574] : INFO : Epoch 1714 | loss: 0.0311194 | val_loss: 0.0311906 | Time: 1388.79 ms [2022-01-05 23:32:40 main:574] : INFO : Epoch 1715 | loss: 0.0311206 | val_loss: 0.0311885 | Time: 1401.36 ms [2022-01-05 23:32:42 main:574] : INFO : Epoch 1716 | loss: 0.0311203 | val_loss: 0.0311838 | Time: 1393.59 ms [2022-01-05 23:32:43 main:574] : INFO : Epoch 1717 | loss: 0.031121 | val_loss: 0.0311915 | Time: 1387.31 ms [2022-01-05 23:32:45 main:574] : INFO : Epoch 1718 | loss: 0.0311169 | val_loss: 0.0311837 | Time: 1401.29 ms [2022-01-05 23:32:46 main:574] : INFO : Epoch 1719 | loss: 0.0311144 | val_loss: 0.0311967 | Time: 1388.15 ms [2022-01-05 23:32:48 main:574] : INFO : Epoch 1720 | loss: 0.031116 | val_loss: 0.031187 | Time: 1391.73 ms [2022-01-05 23:32:49 main:574] : INFO : Epoch 1721 | loss: 0.0311232 | val_loss: 0.0311861 | Time: 1393.32 ms [2022-01-05 23:32:51 main:574] : INFO : Epoch 1722 | loss: 0.0311246 | val_loss: 0.0312077 | Time: 1386.89 ms [2022-01-05 23:32:52 main:574] : INFO : Epoch 1723 | loss: 0.0311251 | val_loss: 0.0311873 | Time: 1407.14 ms [2022-01-05 23:32:53 main:574] : INFO : Epoch 1724 | loss: 0.0311178 | val_loss: 0.0311854 | Time: 1385.48 ms [2022-01-05 23:32:55 main:574] : INFO : Epoch 1725 | loss: 0.0311187 | val_loss: 0.0311913 | Time: 1415.79 ms [2022-01-05 23:32:56 main:574] : INFO : Epoch 1726 | loss: 0.0311199 | val_loss: 0.031181 | Time: 1396.11 ms [2022-01-05 23:32:58 main:574] : INFO : Epoch 1727 | loss: 0.0311207 | val_loss: 0.0311864 | Time: 1409.29 ms [2022-01-05 23:32:59 main:574] : INFO : Epoch 1728 | loss: 0.0311175 | val_loss: 0.0311823 | Time: 1403.58 ms [2022-01-05 23:33:01 main:574] : INFO : Epoch 1729 | loss: 0.0311177 | val_loss: 0.0311847 | Time: 1396.19 ms [2022-01-05 23:33:02 main:574] : INFO : Epoch 1730 | loss: 0.0311206 | val_loss: 0.0311854 | Time: 1404.13 ms [2022-01-05 23:33:04 main:574] : INFO : Epoch 1731 | loss: 0.0311197 | val_loss: 0.0311861 | Time: 1396.21 ms [2022-01-05 23:33:05 main:574] : INFO : Epoch 1732 | loss: 0.0311174 | val_loss: 0.0311868 | Time: 1395.52 ms [2022-01-05 23:33:07 main:574] : INFO : Epoch 1733 | loss: 0.031121 | val_loss: 0.0311839 | Time: 1402.69 ms [2022-01-05 23:33:08 main:574] : INFO : Epoch 1734 | loss: 0.0311175 | val_loss: 0.0311819 | Time: 1382.92 ms [2022-01-05 23:33:10 main:574] : INFO : Epoch 1735 | loss: 0.0311158 | val_loss: 0.0311895 | Time: 1397.76 ms [2022-01-05 23:33:11 main:574] : INFO : Epoch 1736 | loss: 0.0311131 | val_loss: 0.031186 | Time: 1385.06 ms [2022-01-05 23:33:12 main:574] : INFO : Epoch 1737 | loss: 0.0311145 | val_loss: 0.0311845 | Time: 1391.49 ms [2022-01-05 23:33:14 main:574] : INFO : Epoch 1738 | loss: 0.0311143 | val_loss: 0.0311845 | Time: 1376.05 ms [2022-01-05 23:33:15 main:574] : INFO : Epoch 1739 | loss: 0.0311157 | val_loss: 0.0311921 | Time: 1407.57 ms [2022-01-05 23:33:17 main:574] : INFO : Epoch 1740 | loss: 0.0311172 | val_loss: 0.0311845 | Time: 1394.52 ms [2022-01-05 23:33:18 main:574] : INFO : Epoch 1741 | loss: 0.0311119 | val_loss: 0.0311923 | Time: 1409.66 ms [2022-01-05 23:33:20 main:574] : INFO : Epoch 1742 | loss: 0.0311142 | val_loss: 0.0311822 | Time: 1399.4 ms [2022-01-05 23:33:21 main:574] : INFO : Epoch 1743 | loss: 0.0311249 | val_loss: 0.0311912 | Time: 1404.65 ms [2022-01-05 23:33:23 main:574] : INFO : Epoch 1744 | loss: 0.0311279 | val_loss: 0.0311832 | Time: 1400.37 ms [2022-01-05 23:33:24 main:574] : INFO : Epoch 1745 | loss: 0.0311175 | val_loss: 0.0311921 | Time: 1397.64 ms [2022-01-05 23:33:26 main:574] : INFO : Epoch 1746 | loss: 0.0311162 | val_loss: 0.0311989 | Time: 1388.09 ms [2022-01-05 23:33:27 main:574] : INFO : Epoch 1747 | loss: 0.031115 | val_loss: 0.0311943 | Time: 1422.35 ms [2022-01-05 23:33:29 main:574] : INFO : Epoch 1748 | loss: 0.0311113 | val_loss: 0.0312004 | Time: 1405.16 ms [2022-01-05 23:33:30 main:574] : INFO : Epoch 1749 | loss: 0.0311152 | val_loss: 0.0311881 | Time: 1403.39 ms [2022-01-05 23:33:32 main:574] : INFO : Epoch 1750 | loss: 0.031114 | val_loss: 0.0311848 | Time: 1404.8 ms [2022-01-05 23:33:33 main:574] : INFO : Epoch 1751 | loss: 0.031113 | val_loss: 0.03119 | Time: 1395.62 ms [2022-01-05 23:33:34 main:574] : INFO : Epoch 1752 | loss: 0.0311134 | val_loss: 0.0311898 | Time: 1398.05 ms [2022-01-05 23:33:36 main:574] : INFO : Epoch 1753 | loss: 0.0311161 | val_loss: 0.0311879 | Time: 1398.93 ms [2022-01-05 23:33:37 main:574] : INFO : Epoch 1754 | loss: 0.0311133 | val_loss: 0.0311939 | Time: 1411.88 ms [2022-01-05 23:33:39 main:574] : INFO : Epoch 1755 | loss: 0.0311123 | val_loss: 0.0311885 | Time: 1409.69 ms [2022-01-05 23:33:40 main:574] : INFO : Epoch 1756 | loss: 0.0311167 | val_loss: 0.0311899 | Time: 1402.49 ms [2022-01-05 23:33:42 main:574] : INFO : Epoch 1757 | loss: 0.0311144 | val_loss: 0.0311956 | Time: 1408.53 ms [2022-01-05 23:33:43 main:574] : INFO : Epoch 1758 | loss: 0.0311131 | val_loss: 0.0311916 | Time: 1393.08 ms [2022-01-05 23:33:45 main:574] : INFO : Epoch 1759 | loss: 0.0311125 | val_loss: 0.031192 | Time: 1408.21 ms [2022-01-05 23:33:46 main:574] : INFO : Epoch 1760 | loss: 0.0311139 | val_loss: 0.0311934 | Time: 1412.65 ms [2022-01-05 23:33:48 main:574] : INFO : Epoch 1761 | loss: 0.0311154 | val_loss: 0.0311837 | Time: 1413.36 ms [2022-01-05 23:33:49 main:574] : INFO : Epoch 1762 | loss: 0.0311203 | val_loss: 0.0311909 | Time: 1402.51 ms [2022-01-05 23:33:51 main:574] : INFO : Epoch 1763 | loss: 0.0311184 | val_loss: 0.0311882 | Time: 1401.55 ms [2022-01-05 23:33:52 main:574] : INFO : Epoch 1764 | loss: 0.0311158 | val_loss: 0.0311942 | Time: 1417.92 ms [2022-01-05 23:33:54 main:574] : INFO : Epoch 1765 | loss: 0.0311183 | val_loss: 0.0311828 | Time: 1401.25 ms [2022-01-05 23:33:55 main:574] : INFO : Epoch 1766 | loss: 0.0311161 | val_loss: 0.0311844 | Time: 1396.5 ms [2022-01-05 23:33:56 main:574] : INFO : Epoch 1767 | loss: 0.0311162 | val_loss: 0.0311946 | Time: 1395.57 ms [2022-01-05 23:33:58 main:574] : INFO : Epoch 1768 | loss: 0.0311171 | val_loss: 0.0311867 | Time: 1395.73 ms [2022-01-05 23:33:59 main:574] : INFO : Epoch 1769 | loss: 0.0311304 | val_loss: 0.0311765 | Time: 1400.04 ms [2022-01-05 23:34:01 main:574] : INFO : Epoch 1770 | loss: 0.0311355 | val_loss: 0.0311844 | Time: 1408.77 ms [2022-01-05 23:34:02 main:574] : INFO : Epoch 1771 | loss: 0.0311303 | val_loss: 0.0311842 | Time: 1393.32 ms [2022-01-05 23:34:04 main:574] : INFO : Epoch 1772 | loss: 0.0311233 | val_loss: 0.0311836 | Time: 1403.29 ms [2022-01-05 23:34:05 main:574] : INFO : Epoch 1773 | loss: 0.0311224 | val_loss: 0.0311831 | Time: 1391.43 ms [2022-01-05 23:34:07 main:574] : INFO : Epoch 1774 | loss: 0.0311218 | val_loss: 0.0311869 | Time: 1412.81 ms [2022-01-05 23:34:08 main:574] : INFO : Epoch 1775 | loss: 0.0311234 | val_loss: 0.0311921 | Time: 1396.43 ms [2022-01-05 23:34:10 main:574] : INFO : Epoch 1776 | loss: 0.0311166 | val_loss: 0.0311865 | Time: 1397.71 ms [2022-01-05 23:34:11 main:574] : INFO : Epoch 1777 | loss: 0.0311128 | val_loss: 0.0311916 | Time: 1386.4 ms [2022-01-05 23:34:13 main:574] : INFO : Epoch 1778 | loss: 0.0311141 | val_loss: 0.0311987 | Time: 1402.05 ms [2022-01-05 23:34:14 main:574] : INFO : Epoch 1779 | loss: 0.0311153 | val_loss: 0.0311862 | Time: 1377.05 ms [2022-01-05 23:34:16 main:574] : INFO : Epoch 1780 | loss: 0.0311163 | val_loss: 0.0311873 | Time: 1407.17 ms [2022-01-05 23:34:17 main:574] : INFO : Epoch 1781 | loss: 0.0311165 | val_loss: 0.0311882 | Time: 1410.57 ms [2022-01-05 23:34:19 main:574] : INFO : Epoch 1782 | loss: 0.0311145 | val_loss: 0.0311866 | Time: 1435 ms [2022-01-05 23:34:20 main:574] : INFO : Epoch 1783 | loss: 0.0311194 | val_loss: 0.0311935 | Time: 1450.22 ms [2022-01-05 23:34:21 main:574] : INFO : Epoch 1784 | loss: 0.0311162 | val_loss: 0.0311952 | Time: 1405.21 ms [2022-01-05 23:34:23 main:574] : INFO : Epoch 1785 | loss: 0.0311169 | val_loss: 0.0311842 | Time: 1399.05 ms [2022-01-05 23:34:24 main:574] : INFO : Epoch 1786 | loss: 0.0311143 | val_loss: 0.031196 | Time: 1404.1 ms [2022-01-05 23:34:26 main:574] : INFO : Epoch 1787 | loss: 0.0311142 | val_loss: 0.0311893 | Time: 1395.7 ms [2022-01-05 23:34:27 main:574] : INFO : Epoch 1788 | loss: 0.0311112 | val_loss: 0.0311931 | Time: 1405.78 ms [2022-01-05 23:34:29 main:574] : INFO : Epoch 1789 | loss: 0.0311109 | val_loss: 0.0311915 | Time: 1406.95 ms [2022-01-05 23:34:30 main:574] : INFO : Epoch 1790 | loss: 0.0311083 | val_loss: 0.0311926 | Time: 1405.13 ms [2022-01-05 23:34:32 main:574] : INFO : Epoch 1791 | loss: 0.0311084 | val_loss: 0.0311967 | Time: 1395.82 ms [2022-01-05 23:34:33 main:574] : INFO : Epoch 1792 | loss: 0.0311073 | val_loss: 0.0311846 | Time: 1399.99 ms [2022-01-05 23:34:35 main:574] : INFO : Epoch 1793 | loss: 0.0311093 | val_loss: 0.0311889 | Time: 1422.69 ms [2022-01-05 23:34:36 main:574] : INFO : Epoch 1794 | loss: 0.0311079 | val_loss: 0.0311899 | Time: 1393.25 ms [2022-01-05 23:34:38 main:574] : INFO : Epoch 1795 | loss: 0.0311085 | val_loss: 0.0311884 | Time: 1419.1 ms [2022-01-05 23:34:39 main:574] : INFO : Epoch 1796 | loss: 0.0311154 | val_loss: 0.0311897 | Time: 1406.44 ms [2022-01-05 23:34:41 main:574] : INFO : Epoch 1797 | loss: 0.0311121 | val_loss: 0.0311983 | Time: 1425.22 ms [2022-01-05 23:34:42 main:574] : INFO : Epoch 1798 | loss: 0.0311142 | val_loss: 0.0311957 | Time: 1446.48 ms [2022-01-05 23:34:44 main:574] : INFO : Epoch 1799 | loss: 0.0311132 | val_loss: 0.0311933 | Time: 1413.31 ms [2022-01-05 23:34:45 main:574] : INFO : Epoch 1800 | loss: 0.0311172 | val_loss: 0.0311907 | Time: 1409.5 ms [2022-01-05 23:34:47 main:574] : INFO : Epoch 1801 | loss: 0.0311137 | val_loss: 0.0311954 | Time: 1417.1 ms [2022-01-05 23:34:48 main:574] : INFO : Epoch 1802 | loss: 0.0311094 | val_loss: 0.0311875 | Time: 1408.12 ms [2022-01-05 23:34:49 main:574] : INFO : Epoch 1803 | loss: 0.0311094 | val_loss: 0.0311892 | Time: 1389.97 ms [2022-01-05 23:34:51 main:574] : INFO : Epoch 1804 | loss: 0.0311117 | val_loss: 0.031193 | Time: 1396.93 ms [2022-01-05 23:34:52 main:574] : INFO : Epoch 1805 | loss: 0.0311101 | val_loss: 0.0311865 | Time: 1400.61 ms [2022-01-05 23:34:54 main:574] : INFO : Epoch 1806 | loss: 0.0311185 | val_loss: 0.03119 | Time: 1432.62 ms [2022-01-05 23:34:55 main:574] : INFO : Epoch 1807 | loss: 0.0311428 | val_loss: 0.0311816 | Time: 1385.99 ms [2022-01-05 23:34:57 main:574] : INFO : Epoch 1808 | loss: 0.0311294 | val_loss: 0.0311791 | Time: 1417.88 ms [2022-01-05 23:34:58 main:574] : INFO : Epoch 1809 | loss: 0.0311232 | val_loss: 0.0311862 | Time: 1395.82 ms [2022-01-05 23:35:00 main:574] : INFO : Epoch 1810 | loss: 0.0311198 | val_loss: 0.0311905 | Time: 1403.18 ms [2022-01-05 23:35:01 main:574] : INFO : Epoch 1811 | loss: 0.0311168 | val_loss: 0.0311866 | Time: 1393.16 ms [2022-01-05 23:35:03 main:574] : INFO : Epoch 1812 | loss: 0.0311147 | val_loss: 0.0311851 | Time: 1415.13 ms [2022-01-05 23:35:04 main:574] : INFO : Epoch 1813 | loss: 0.0311145 | val_loss: 0.0311897 | Time: 1392.26 ms [2022-01-05 23:35:06 main:574] : INFO : Epoch 1814 | loss: 0.0311131 | val_loss: 0.0311915 | Time: 1386.08 ms [2022-01-05 23:35:07 main:574] : INFO : Epoch 1815 | loss: 0.0311158 | val_loss: 0.0311921 | Time: 1407.11 ms [2022-01-05 23:35:09 main:574] : INFO : Epoch 1816 | loss: 0.0311133 | val_loss: 0.0311924 | Time: 1398.46 ms [2022-01-05 23:35:10 main:574] : INFO : Epoch 1817 | loss: 0.0311117 | val_loss: 0.031191 | Time: 1398.36 ms [2022-01-05 23:35:11 main:574] : INFO : Epoch 1818 | loss: 0.0311129 | val_loss: 0.0311984 | Time: 1395.12 ms [2022-01-05 23:35:13 main:574] : INFO : Epoch 1819 | loss: 0.0311137 | val_loss: 0.0311844 | Time: 1395.97 ms [2022-01-05 23:35:14 main:574] : INFO : Epoch 1820 | loss: 0.0311085 | val_loss: 0.0311959 | Time: 1385.91 ms [2022-01-05 23:35:16 main:574] : INFO : Epoch 1821 | loss: 0.0311082 | val_loss: 0.0311915 | Time: 1394.77 ms [2022-01-05 23:35:17 main:574] : INFO : Epoch 1822 | loss: 0.0311095 | val_loss: 0.0311903 | Time: 1403.01 ms [2022-01-05 23:35:19 main:574] : INFO : Epoch 1823 | loss: 0.0311116 | val_loss: 0.0311879 | Time: 1405.4 ms [2022-01-05 23:35:20 main:574] : INFO : Epoch 1824 | loss: 0.0311089 | val_loss: 0.03119 | Time: 1394.28 ms [2022-01-05 23:35:22 main:574] : INFO : Epoch 1825 | loss: 0.0311087 | val_loss: 0.0311966 | Time: 1380.73 ms [2022-01-05 23:35:23 main:574] : INFO : Epoch 1826 | loss: 0.0311077 | val_loss: 0.0311892 | Time: 1399.69 ms [2022-01-05 23:35:25 main:574] : INFO : Epoch 1827 | loss: 0.0311102 | val_loss: 0.0311859 | Time: 1393.82 ms [2022-01-05 23:35:26 main:574] : INFO : Epoch 1828 | loss: 0.0311135 | val_loss: 0.0312022 | Time: 1399.99 ms [2022-01-05 23:35:28 main:574] : INFO : Epoch 1829 | loss: 0.03111 | val_loss: 0.0311925 | Time: 1409.55 ms [2022-01-05 23:35:29 main:574] : INFO : Epoch 1830 | loss: 0.0311099 | val_loss: 0.0311936 | Time: 1404.63 ms [2022-01-05 23:35:30 main:574] : INFO : Epoch 1831 | loss: 0.031113 | val_loss: 0.0311919 | Time: 1395.85 ms [2022-01-05 23:35:32 main:574] : INFO : Epoch 1832 | loss: 0.0311109 | val_loss: 0.0311901 | Time: 1411.23 ms [2022-01-05 23:35:33 main:574] : INFO : Epoch 1833 | loss: 0.0311109 | val_loss: 0.0311908 | Time: 1386.66 ms [2022-01-05 23:35:35 main:574] : INFO : Epoch 1834 | loss: 0.0311102 | val_loss: 0.0311901 | Time: 1386.94 ms [2022-01-05 23:35:36 main:574] : INFO : Epoch 1835 | loss: 0.0311127 | val_loss: 0.0311907 | Time: 1389.96 ms [2022-01-05 23:35:38 main:574] : INFO : Epoch 1836 | loss: 0.0311109 | val_loss: 0.0311968 | Time: 1402.69 ms [2022-01-05 23:35:39 main:574] : INFO : Epoch 1837 | loss: 0.0311126 | val_loss: 0.031184 | Time: 1386.64 ms [2022-01-05 23:35:41 main:574] : INFO : Epoch 1838 | loss: 0.031111 | val_loss: 0.0311937 | Time: 1389.22 ms [2022-01-05 23:35:42 main:574] : INFO : Epoch 1839 | loss: 0.0311125 | val_loss: 0.0311915 | Time: 1401.94 ms [2022-01-05 23:35:44 main:574] : INFO : Epoch 1840 | loss: 0.0311103 | val_loss: 0.031189 | Time: 1391.88 ms [2022-01-05 23:35:45 main:574] : INFO : Epoch 1841 | loss: 0.0311102 | val_loss: 0.0311879 | Time: 1393.62 ms [2022-01-05 23:35:47 main:574] : INFO : Epoch 1842 | loss: 0.0311084 | val_loss: 0.0311932 | Time: 1389.88 ms [2022-01-05 23:35:48 main:574] : INFO : Epoch 1843 | loss: 0.0311068 | val_loss: 0.0311904 | Time: 1413.03 ms [2022-01-05 23:35:49 main:574] : INFO : Epoch 1844 | loss: 0.031102 | val_loss: 0.0311936 | Time: 1401.41 ms [2022-01-05 23:35:51 main:574] : INFO : Epoch 1845 | loss: 0.0311058 | val_loss: 0.0311919 | Time: 1397.18 ms [2022-01-05 23:35:52 main:574] : INFO : Epoch 1846 | loss: 0.0311065 | val_loss: 0.0311881 | Time: 1385.43 ms [2022-01-05 23:35:54 main:574] : INFO : Epoch 1847 | loss: 0.0311106 | val_loss: 0.0311917 | Time: 1396.39 ms [2022-01-05 23:35:55 main:574] : INFO : Epoch 1848 | loss: 0.0311096 | val_loss: 0.0311964 | Time: 1413.81 ms [2022-01-05 23:35:57 main:574] : INFO : Epoch 1849 | loss: 0.0311111 | val_loss: 0.031186 | Time: 1410.63 ms [2022-01-05 23:35:58 main:574] : INFO : Epoch 1850 | loss: 0.0311085 | val_loss: 0.0312003 | Time: 1419.54 ms [2022-01-05 23:36:00 main:574] : INFO : Epoch 1851 | loss: 0.0311046 | val_loss: 0.0311838 | Time: 1408.58 ms [2022-01-05 23:36:01 main:574] : INFO : Epoch 1852 | loss: 0.0311048 | val_loss: 0.031199 | Time: 1412.14 ms [2022-01-05 23:36:03 main:574] : INFO : Epoch 1853 | loss: 0.0311063 | val_loss: 0.0311894 | Time: 1395.97 ms [2022-01-05 23:36:04 main:574] : INFO : Epoch 1854 | loss: 0.0311043 | val_loss: 0.0311945 | Time: 1369.2 ms [2022-01-05 23:36:06 main:574] : INFO : Epoch 1855 | loss: 0.0311067 | val_loss: 0.0311939 | Time: 1402.04 ms [2022-01-05 23:36:07 main:574] : INFO : Epoch 1856 | loss: 0.0311028 | val_loss: 0.03119 | Time: 1394.82 ms [2022-01-05 23:36:09 main:574] : INFO : Epoch 1857 | loss: 0.0311079 | val_loss: 0.0312032 | Time: 1397.78 ms [2022-01-05 23:36:10 main:574] : INFO : Epoch 1858 | loss: 0.0311033 | val_loss: 0.0311889 | Time: 1395.74 ms [2022-01-05 23:36:11 main:574] : INFO : Epoch 1859 | loss: 0.0311024 | val_loss: 0.0311898 | Time: 1394.19 ms [2022-01-05 23:36:13 main:574] : INFO : Epoch 1860 | loss: 0.0311017 | val_loss: 0.031192 | Time: 1395.88 ms [2022-01-05 23:36:14 main:574] : INFO : Epoch 1861 | loss: 0.0311021 | val_loss: 0.0311898 | Time: 1401.3 ms [2022-01-05 23:36:16 main:574] : INFO : Epoch 1862 | loss: 0.0311014 | val_loss: 0.0311862 | Time: 1397.41 ms [2022-01-05 23:36:17 main:574] : INFO : Epoch 1863 | loss: 0.0311022 | val_loss: 0.0311938 | Time: 1407.98 ms [2022-01-05 23:36:19 main:574] : INFO : Epoch 1864 | loss: 0.0311036 | val_loss: 0.0311946 | Time: 1396.24 ms [2022-01-05 23:36:20 main:574] : INFO : Epoch 1865 | loss: 0.0311069 | val_loss: 0.0311918 | Time: 1418.62 ms [2022-01-05 23:36:22 main:574] : INFO : Epoch 1866 | loss: 0.0311033 | val_loss: 0.0311991 | Time: 1385.33 ms [2022-01-05 23:36:23 main:574] : INFO : Epoch 1867 | loss: 0.0311086 | val_loss: 0.0312076 | Time: 1397.13 ms [2022-01-05 23:36:25 main:574] : INFO : Epoch 1868 | loss: 0.0311121 | val_loss: 0.0312082 | Time: 1390.47 ms [2022-01-05 23:36:26 main:574] : INFO : Epoch 1869 | loss: 0.031109 | val_loss: 0.0312 | Time: 1398.1 ms [2022-01-05 23:36:28 main:574] : INFO : Epoch 1870 | loss: 0.0311084 | val_loss: 0.031202 | Time: 1389.15 ms [2022-01-05 23:36:29 main:574] : INFO : Epoch 1871 | loss: 0.0311044 | val_loss: 0.0312001 | Time: 1387.33 ms [2022-01-05 23:36:30 main:574] : INFO : Epoch 1872 | loss: 0.031102 | val_loss: 0.0311908 | Time: 1394.19 ms [2022-01-05 23:36:32 main:574] : INFO : Epoch 1873 | loss: 0.0311078 | val_loss: 0.0311928 | Time: 1385.31 ms [2022-01-05 23:36:33 main:574] : INFO : Epoch 1874 | loss: 0.0311069 | val_loss: 0.0311913 | Time: 1379.74 ms [2022-01-05 23:36:35 main:574] : INFO : Epoch 1875 | loss: 0.0311101 | val_loss: 0.0311976 | Time: 1388.3 ms [2022-01-05 23:36:36 main:574] : INFO : Epoch 1876 | loss: 0.0311071 | val_loss: 0.0311904 | Time: 1389.21 ms [2022-01-05 23:36:38 main:574] : INFO : Epoch 1877 | loss: 0.0311042 | val_loss: 0.0311869 | Time: 1392.47 ms [2022-01-05 23:36:39 main:574] : INFO : Epoch 1878 | loss: 0.0311057 | val_loss: 0.0311913 | Time: 1402.16 ms [2022-01-05 23:36:41 main:574] : INFO : Epoch 1879 | loss: 0.0311037 | val_loss: 0.0311902 | Time: 1396.78 ms [2022-01-05 23:36:42 main:574] : INFO : Epoch 1880 | loss: 0.0311062 | val_loss: 0.0311986 | Time: 1378.94 ms [2022-01-05 23:36:44 main:574] : INFO : Epoch 1881 | loss: 0.0311056 | val_loss: 0.0311878 | Time: 1397.66 ms [2022-01-05 23:36:45 main:574] : INFO : Epoch 1882 | loss: 0.0311026 | val_loss: 0.0311877 | Time: 1365.2 ms [2022-01-05 23:36:46 main:574] : INFO : Epoch 1883 | loss: 0.0311012 | val_loss: 0.0312044 | Time: 1389.32 ms [2022-01-05 23:36:48 main:574] : INFO : Epoch 1884 | loss: 0.0311167 | val_loss: 0.0311855 | Time: 1419.71 ms [2022-01-05 23:36:49 main:574] : INFO : Epoch 1885 | loss: 0.0311211 | val_loss: 0.0311937 | Time: 1395.42 ms [2022-01-05 23:36:51 main:574] : INFO : Epoch 1886 | loss: 0.0311113 | val_loss: 0.0311938 | Time: 1407.49 ms [2022-01-05 23:36:52 main:574] : INFO : Epoch 1887 | loss: 0.0311088 | val_loss: 0.0311894 | Time: 1412.89 ms [2022-01-05 23:36:54 main:574] : INFO : Epoch 1888 | loss: 0.0311073 | val_loss: 0.0311979 | Time: 1401.58 ms [2022-01-05 23:36:55 main:574] : INFO : Epoch 1889 | loss: 0.0311062 | val_loss: 0.0311979 | Time: 1397.79 ms [2022-01-05 23:36:57 main:574] : INFO : Epoch 1890 | loss: 0.0311059 | val_loss: 0.0311915 | Time: 1426.44 ms [2022-01-05 23:36:58 main:574] : INFO : Epoch 1891 | loss: 0.0311053 | val_loss: 0.0312002 | Time: 1405.4 ms [2022-01-05 23:37:00 main:574] : INFO : Epoch 1892 | loss: 0.0311024 | val_loss: 0.0311924 | Time: 1401.95 ms [2022-01-05 23:37:01 main:574] : INFO : Epoch 1893 | loss: 0.0311024 | val_loss: 0.0312032 | Time: 1396.32 ms [2022-01-05 23:37:03 main:574] : INFO : Epoch 1894 | loss: 0.0311051 | val_loss: 0.031196 | Time: 1395.23 ms [2022-01-05 23:37:04 main:574] : INFO : Epoch 1895 | loss: 0.0311089 | val_loss: 0.0311923 | Time: 1379.16 ms [2022-01-05 23:37:06 main:574] : INFO : Epoch 1896 | loss: 0.0311073 | val_loss: 0.0312085 | Time: 1401.02 ms [2022-01-05 23:37:07 main:574] : INFO : Epoch 1897 | loss: 0.0311144 | val_loss: 0.0312051 | Time: 1413.49 ms [2022-01-05 23:37:08 main:574] : INFO : Epoch 1898 | loss: 0.0311068 | val_loss: 0.0311905 | Time: 1414.86 ms [2022-01-05 23:37:10 main:574] : INFO : Epoch 1899 | loss: 0.0311076 | val_loss: 0.0312064 | Time: 1403.63 ms [2022-01-05 23:37:11 main:574] : INFO : Epoch 1900 | loss: 0.0311073 | val_loss: 0.0311923 | Time: 1403.69 ms [2022-01-05 23:37:13 main:574] : INFO : Epoch 1901 | loss: 0.0311079 | val_loss: 0.0311908 | Time: 1409.57 ms [2022-01-05 23:37:14 main:574] : INFO : Epoch 1902 | loss: 0.0311087 | val_loss: 0.0311847 | Time: 1403.22 ms [2022-01-05 23:37:16 main:574] : INFO : Epoch 1903 | loss: 0.0311061 | val_loss: 0.0311992 | Time: 1413.95 ms [2022-01-05 23:37:17 main:574] : INFO : Epoch 1904 | loss: 0.0311024 | val_loss: 0.0312033 | Time: 1396.85 ms [2022-01-05 23:37:19 main:574] : INFO : Epoch 1905 | loss: 0.031101 | val_loss: 0.031194 | Time: 1390.2 ms [2022-01-05 23:37:20 main:574] : INFO : Epoch 1906 | loss: 0.0311002 | val_loss: 0.0311972 | Time: 1395.7 ms [2022-01-05 23:37:22 main:574] : INFO : Epoch 1907 | loss: 0.0310993 | val_loss: 0.0311934 | Time: 1394.32 ms [2022-01-05 23:37:23 main:574] : INFO : Epoch 1908 | loss: 0.0311044 | val_loss: 0.0312035 | Time: 1406.41 ms [2022-01-05 23:37:25 main:574] : INFO : Epoch 1909 | loss: 0.0311031 | val_loss: 0.0311938 | Time: 1408.64 ms [2022-01-05 23:37:26 main:574] : INFO : Epoch 1910 | loss: 0.0311006 | val_loss: 0.0311986 | Time: 1394.87 ms [2022-01-05 23:37:28 main:574] : INFO : Epoch 1911 | loss: 0.031097 | val_loss: 0.031201 | Time: 1444.41 ms [2022-01-05 23:37:29 main:574] : INFO : Epoch 1912 | loss: 0.0311009 | val_loss: 0.0312083 | Time: 1410.64 ms [2022-01-05 23:37:31 main:574] : INFO : Epoch 1913 | loss: 0.031112 | val_loss: 0.0312026 | Time: 1407.04 ms [2022-01-05 23:37:32 main:574] : INFO : Epoch 1914 | loss: 0.0311091 | val_loss: 0.0311938 | Time: 1395.93 ms [2022-01-05 23:37:34 main:574] : INFO : Epoch 1915 | loss: 0.0311023 | val_loss: 0.0312001 | Time: 1393.28 ms [2022-01-05 23:37:35 main:574] : INFO : Epoch 1916 | loss: 0.0311021 | val_loss: 0.0311947 | Time: 1396.83 ms [2022-01-05 23:37:36 main:574] : INFO : Epoch 1917 | loss: 0.0311003 | val_loss: 0.0311956 | Time: 1408.75 ms [2022-01-05 23:37:38 main:574] : INFO : Epoch 1918 | loss: 0.0310986 | val_loss: 0.0311998 | Time: 1413.44 ms [2022-01-05 23:37:39 main:574] : INFO : Epoch 1919 | loss: 0.0311001 | val_loss: 0.0311986 | Time: 1408.97 ms [2022-01-05 23:37:41 main:574] : INFO : Epoch 1920 | loss: 0.0311015 | val_loss: 0.0311943 | Time: 1398.25 ms [2022-01-05 23:37:42 main:574] : INFO : Epoch 1921 | loss: 0.0311016 | val_loss: 0.0311897 | Time: 1401.89 ms [2022-01-05 23:37:44 main:574] : INFO : Epoch 1922 | loss: 0.0310968 | val_loss: 0.0311954 | Time: 1407.33 ms [2022-01-05 23:37:45 main:574] : INFO : Epoch 1923 | loss: 0.031098 | val_loss: 0.0311967 | Time: 1394.74 ms [2022-01-05 23:37:47 main:574] : INFO : Epoch 1924 | loss: 0.0311059 | val_loss: 0.0312028 | Time: 1404.37 ms [2022-01-05 23:37:48 main:574] : INFO : Epoch 1925 | loss: 0.0311078 | val_loss: 0.0311909 | Time: 1391.05 ms [2022-01-05 23:37:50 main:574] : INFO : Epoch 1926 | loss: 0.0311099 | val_loss: 0.0312086 | Time: 1411.31 ms [2022-01-05 23:37:51 main:574] : INFO : Epoch 1927 | loss: 0.0311055 | val_loss: 0.0312114 | Time: 1412.77 ms [2022-01-05 23:37:53 main:574] : INFO : Epoch 1928 | loss: 0.0311031 | val_loss: 0.0311973 | Time: 1398.68 ms [2022-01-05 23:37:54 main:574] : INFO : Epoch 1929 | loss: 0.0311022 | val_loss: 0.0312005 | Time: 1391.14 ms [2022-01-05 23:37:56 main:574] : INFO : Epoch 1930 | loss: 0.0310986 | val_loss: 0.0312039 | Time: 1396.73 ms [2022-01-05 23:37:57 main:574] : INFO : Epoch 1931 | loss: 0.0310979 | val_loss: 0.0312059 | Time: 1410.92 ms [2022-01-05 23:37:59 main:574] : INFO : Epoch 1932 | loss: 0.0311005 | val_loss: 0.0312086 | Time: 1396.77 ms [2022-01-05 23:38:00 main:574] : INFO : Epoch 1933 | loss: 0.0310971 | val_loss: 0.0312008 | Time: 1404.02 ms [2022-01-05 23:38:01 main:574] : INFO : Epoch 1934 | loss: 0.0310968 | val_loss: 0.0311998 | Time: 1400.57 ms [2022-01-05 23:38:03 main:574] : INFO : Epoch 1935 | loss: 0.031096 | val_loss: 0.0311968 | Time: 1392.37 ms [2022-01-05 23:38:04 main:574] : INFO : Epoch 1936 | loss: 0.0310983 | val_loss: 0.0312035 | Time: 1394.16 ms [2022-01-05 23:38:06 main:574] : INFO : Epoch 1937 | loss: 0.0310979 | val_loss: 0.0312053 | Time: 1391.71 ms [2022-01-05 23:38:07 main:574] : INFO : Epoch 1938 | loss: 0.0310989 | val_loss: 0.0311953 | Time: 1402.44 ms [2022-01-05 23:38:09 main:574] : INFO : Epoch 1939 | loss: 0.0311013 | val_loss: 0.0312056 | Time: 1405.93 ms [2022-01-05 23:38:10 main:574] : INFO : Epoch 1940 | loss: 0.0311025 | val_loss: 0.0311993 | Time: 1387.24 ms [2022-01-05 23:38:12 main:574] : INFO : Epoch 1941 | loss: 0.0311029 | val_loss: 0.0311994 | Time: 1550.2 ms [2022-01-05 23:38:13 main:574] : INFO : Epoch 1942 | loss: 0.0310998 | val_loss: 0.031198 | Time: 1376.74 ms [2022-01-05 23:38:15 main:574] : INFO : Epoch 1943 | loss: 0.0311006 | val_loss: 0.0311887 | Time: 1392.71 ms [2022-01-05 23:38:16 main:574] : INFO : Epoch 1944 | loss: 0.0311017 | val_loss: 0.0312004 | Time: 1402.7 ms [2022-01-05 23:38:18 main:574] : INFO : Epoch 1945 | loss: 0.0311039 | val_loss: 0.0311986 | Time: 1394.45 ms [2022-01-05 23:38:19 main:574] : INFO : Epoch 1946 | loss: 0.0311003 | val_loss: 0.0311985 | Time: 1394.69 ms [2022-01-05 23:38:21 main:574] : INFO : Epoch 1947 | loss: 0.0310976 | val_loss: 0.0312003 | Time: 1399.21 ms [2022-01-05 23:38:22 main:574] : INFO : Epoch 1948 | loss: 0.031098 | val_loss: 0.0312076 | Time: 1380.3 ms [2022-01-05 23:38:23 main:574] : INFO : Epoch 1949 | loss: 0.0310992 | val_loss: 0.0311914 | Time: 1394.28 ms [2022-01-05 23:38:25 main:574] : INFO : Epoch 1950 | loss: 0.0310966 | val_loss: 0.031201 | Time: 1409.67 ms [2022-01-05 23:38:26 main:574] : INFO : Epoch 1951 | loss: 0.0310975 | val_loss: 0.0311986 | Time: 1413.01 ms [2022-01-05 23:38:28 main:574] : INFO : Epoch 1952 | loss: 0.0310984 | val_loss: 0.0311962 | Time: 1399.66 ms [2022-01-05 23:38:29 main:574] : INFO : Epoch 1953 | loss: 0.0311019 | val_loss: 0.0312011 | Time: 1390.42 ms [2022-01-05 23:38:31 main:574] : INFO : Epoch 1954 | loss: 0.0311062 | val_loss: 0.0312078 | Time: 1388.38 ms [2022-01-05 23:38:32 main:574] : INFO : Epoch 1955 | loss: 0.0311046 | val_loss: 0.031205 | Time: 1386.91 ms [2022-01-05 23:38:34 main:574] : INFO : Epoch 1956 | loss: 0.0311022 | val_loss: 0.0312033 | Time: 1385.73 ms [2022-01-05 23:38:35 main:574] : INFO : Epoch 1957 | loss: 0.0311045 | val_loss: 0.0312036 | Time: 1388.8 ms [2022-01-05 23:38:37 main:574] : INFO : Epoch 1958 | loss: 0.0311033 | val_loss: 0.031199 | Time: 1386.52 ms [2022-01-05 23:38:38 main:574] : INFO : Epoch 1959 | loss: 0.0310947 | val_loss: 0.0312014 | Time: 1396.05 ms [2022-01-05 23:38:40 main:574] : INFO : Epoch 1960 | loss: 0.0310947 | val_loss: 0.0311929 | Time: 1396.93 ms [2022-01-05 23:38:41 main:574] : INFO : Epoch 1961 | loss: 0.0310979 | val_loss: 0.0312036 | Time: 1394.92 ms [2022-01-05 23:38:42 main:574] : INFO : Epoch 1962 | loss: 0.0310999 | val_loss: 0.0312068 | Time: 1397.95 ms [2022-01-05 23:38:44 main:574] : INFO : Epoch 1963 | loss: 0.0310975 | val_loss: 0.0312078 | Time: 1395.96 ms [2022-01-05 23:38:45 main:574] : INFO : Epoch 1964 | loss: 0.031094 | val_loss: 0.0312013 | Time: 1403.51 ms [2022-01-05 23:38:47 main:574] : INFO : Epoch 1965 | loss: 0.0310941 | val_loss: 0.0312074 | Time: 1412.94 ms [2022-01-05 23:38:48 main:574] : INFO : Epoch 1966 | loss: 0.0310971 | val_loss: 0.0311979 | Time: 1387.88 ms [2022-01-05 23:38:50 main:574] : INFO : Epoch 1967 | loss: 0.0311083 | val_loss: 0.0311951 | Time: 1385.52 ms [2022-01-05 23:38:51 main:574] : INFO : Epoch 1968 | loss: 0.0311124 | val_loss: 0.0311909 | Time: 1375.67 ms [2022-01-05 23:38:53 main:574] : INFO : Epoch 1969 | loss: 0.0311112 | val_loss: 0.0311948 | Time: 1378.84 ms [2022-01-05 23:38:54 main:574] : INFO : Epoch 1970 | loss: 0.0311095 | val_loss: 0.0311951 | Time: 1385.74 ms [2022-01-05 23:38:56 main:574] : INFO : Epoch 1971 | loss: 0.0311087 | val_loss: 0.0311966 | Time: 1412.68 ms [2022-01-05 23:38:57 main:574] : INFO : Epoch 1972 | loss: 0.0310996 | val_loss: 0.0311957 | Time: 1404.44 ms [2022-01-05 23:38:59 main:574] : INFO : Epoch 1973 | loss: 0.0311029 | val_loss: 0.0312018 | Time: 1409.74 ms [2022-01-05 23:39:00 main:574] : INFO : Epoch 1974 | loss: 0.0311064 | val_loss: 0.0311894 | Time: 1404.97 ms [2022-01-05 23:39:01 main:574] : INFO : Epoch 1975 | loss: 0.0311035 | val_loss: 0.0312005 | Time: 1385.69 ms [2022-01-05 23:39:03 main:574] : INFO : Epoch 1976 | loss: 0.0311009 | val_loss: 0.0311912 | Time: 1403.16 ms [2022-01-05 23:39:04 main:574] : INFO : Epoch 1977 | loss: 0.0310983 | val_loss: 0.0312039 | Time: 1402.01 ms [2022-01-05 23:39:06 main:574] : INFO : Epoch 1978 | loss: 0.0310958 | val_loss: 0.0312092 | Time: 1394.85 ms [2022-01-05 23:39:07 main:574] : INFO : Epoch 1979 | loss: 0.0310958 | val_loss: 0.0311978 | Time: 1405.05 ms [2022-01-05 23:39:09 main:574] : INFO : Epoch 1980 | loss: 0.0310997 | val_loss: 0.0312061 | Time: 1406.82 ms [2022-01-05 23:39:10 main:574] : INFO : Epoch 1981 | loss: 0.0310991 | val_loss: 0.0312016 | Time: 1402.05 ms [2022-01-05 23:39:12 main:574] : INFO : Epoch 1982 | loss: 0.0310985 | val_loss: 0.0312021 | Time: 1410.14 ms [2022-01-05 23:39:13 main:574] : INFO : Epoch 1983 | loss: 0.0311012 | val_loss: 0.0311963 | Time: 1400.32 ms [2022-01-05 23:39:15 main:574] : INFO : Epoch 1984 | loss: 0.0311008 | val_loss: 0.0311957 | Time: 1418.86 ms [2022-01-05 23:39:16 main:574] : INFO : Epoch 1985 | loss: 0.0310997 | val_loss: 0.0312003 | Time: 1395.2 ms [2022-01-05 23:39:18 main:574] : INFO : Epoch 1986 | loss: 0.0311023 | val_loss: 0.0312043 | Time: 1394.48 ms [2022-01-05 23:39:19 main:574] : INFO : Epoch 1987 | loss: 0.0311043 | val_loss: 0.0311977 | Time: 1410.97 ms [2022-01-05 23:39:20 main:574] : INFO : Epoch 1988 | loss: 0.0311115 | val_loss: 0.0311994 | Time: 1381.53 ms [2022-01-05 23:39:22 main:574] : INFO : Epoch 1989 | loss: 0.0311109 | val_loss: 0.0312024 | Time: 1395.96 ms [2022-01-05 23:39:23 main:574] : INFO : Epoch 1990 | loss: 0.0311027 | val_loss: 0.0312027 | Time: 1392.53 ms [2022-01-05 23:39:25 main:574] : INFO : Epoch 1991 | loss: 0.0311022 | val_loss: 0.0311957 | Time: 1399.95 ms [2022-01-05 23:39:26 main:574] : INFO : Epoch 1992 | loss: 0.0311011 | val_loss: 0.0312029 | Time: 1390.99 ms [2022-01-05 23:39:28 main:574] : INFO : Epoch 1993 | loss: 0.0311003 | val_loss: 0.0312015 | Time: 1390.71 ms [2022-01-05 23:39:29 main:574] : INFO : Epoch 1994 | loss: 0.0311016 | val_loss: 0.0311989 | Time: 1402.97 ms [2022-01-05 23:39:31 main:574] : INFO : Epoch 1995 | loss: 0.0311019 | val_loss: 0.031197 | Time: 1401.52 ms [2022-01-05 23:39:32 main:574] : INFO : Epoch 1996 | loss: 0.0310983 | val_loss: 0.0312024 | Time: 1387.73 ms [2022-01-05 23:39:34 main:574] : INFO : Epoch 1997 | loss: 0.0310965 | val_loss: 0.031206 | Time: 1388.43 ms [2022-01-05 23:39:35 main:574] : INFO : Epoch 1998 | loss: 0.0311059 | val_loss: 0.031196 | Time: 1398.13 ms [2022-01-05 23:39:36 main:574] : INFO : Epoch 1999 | loss: 0.0311037 | val_loss: 0.031207 | Time: 1402.57 ms [2022-01-05 23:39:38 main:574] : INFO : Epoch 2000 | loss: 0.0311058 | val_loss: 0.0311937 | Time: 1396.49 ms [2022-01-05 23:39:39 main:574] : INFO : Epoch 2001 | loss: 0.0311004 | val_loss: 0.031197 | Time: 1413.06 ms [2022-01-05 23:39:41 main:574] : INFO : Epoch 2002 | loss: 0.0310999 | val_loss: 0.0312026 | Time: 1420.61 ms [2022-01-05 23:39:42 main:574] : INFO : Epoch 2003 | loss: 0.0311054 | val_loss: 0.0312015 | Time: 1402.71 ms [2022-01-05 23:39:44 main:574] : INFO : Epoch 2004 | loss: 0.031101 | val_loss: 0.0312039 | Time: 1411.03 ms [2022-01-05 23:39:45 main:574] : INFO : Epoch 2005 | loss: 0.031102 | val_loss: 0.0311971 | Time: 1411.16 ms [2022-01-05 23:39:47 main:574] : INFO : Epoch 2006 | loss: 0.0310993 | val_loss: 0.0311996 | Time: 1402.5 ms [2022-01-05 23:39:48 main:574] : INFO : Epoch 2007 | loss: 0.0311015 | val_loss: 0.0312022 | Time: 1388.43 ms [2022-01-05 23:39:50 main:574] : INFO : Epoch 2008 | loss: 0.0311079 | val_loss: 0.0312004 | Time: 1403.15 ms [2022-01-05 23:39:51 main:574] : INFO : Epoch 2009 | loss: 0.0311094 | val_loss: 0.0311868 | Time: 1409.79 ms [2022-01-05 23:39:53 main:574] : INFO : Epoch 2010 | loss: 0.0311037 | val_loss: 0.0312019 | Time: 1392.83 ms [2022-01-05 23:39:54 main:574] : INFO : Epoch 2011 | loss: 0.0310987 | val_loss: 0.0311971 | Time: 1404.87 ms [2022-01-05 23:39:55 main:574] : INFO : Epoch 2012 | loss: 0.0310947 | val_loss: 0.0312048 | Time: 1396.84 ms [2022-01-05 23:39:57 main:574] : INFO : Epoch 2013 | loss: 0.0310961 | val_loss: 0.0312054 | Time: 1421.38 ms [2022-01-05 23:39:58 main:574] : INFO : Epoch 2014 | loss: 0.031097 | val_loss: 0.0312086 | Time: 1406.05 ms [2022-01-05 23:40:00 main:574] : INFO : Epoch 2015 | loss: 0.0311028 | val_loss: 0.0311997 | Time: 1404.5 ms [2022-01-05 23:40:01 main:574] : INFO : Epoch 2016 | loss: 0.0310975 | val_loss: 0.0312034 | Time: 1407.22 ms [2022-01-05 23:40:03 main:574] : INFO : Epoch 2017 | loss: 0.0310991 | val_loss: 0.031201 | Time: 1402.12 ms [2022-01-05 23:40:04 main:574] : INFO : Epoch 2018 | loss: 0.0311047 | val_loss: 0.0311995 | Time: 1414.7 ms [2022-01-05 23:40:06 main:574] : INFO : Epoch 2019 | loss: 0.0311012 | val_loss: 0.0312027 | Time: 1397.02 ms [2022-01-05 23:40:07 main:574] : INFO : Epoch 2020 | loss: 0.0310974 | val_loss: 0.0311972 | Time: 1410.21 ms [2022-01-05 23:40:09 main:574] : INFO : Epoch 2021 | loss: 0.0310987 | val_loss: 0.031215 | Time: 1397.34 ms [2022-01-05 23:40:10 main:574] : INFO : Epoch 2022 | loss: 0.0310966 | val_loss: 0.0312046 | Time: 1411.29 ms [2022-01-05 23:40:12 main:574] : INFO : Epoch 2023 | loss: 0.0310961 | val_loss: 0.0312023 | Time: 1394.72 ms [2022-01-05 23:40:13 main:574] : INFO : Epoch 2024 | loss: 0.0310967 | val_loss: 0.0311918 | Time: 1385.51 ms [2022-01-05 23:40:15 main:574] : INFO : Epoch 2025 | loss: 0.0310988 | val_loss: 0.0312063 | Time: 1388.1 ms [2022-01-05 23:40:16 main:574] : INFO : Epoch 2026 | loss: 0.0310959 | val_loss: 0.0311912 | Time: 1398.29 ms [2022-01-05 23:40:17 main:574] : INFO : Epoch 2027 | loss: 0.0310958 | val_loss: 0.0312026 | Time: 1394.04 ms [2022-01-05 23:40:19 main:574] : INFO : Epoch 2028 | loss: 0.0310972 | val_loss: 0.0312061 | Time: 1412.83 ms [2022-01-05 23:40:20 main:574] : INFO : Epoch 2029 | loss: 0.0310939 | val_loss: 0.031207 | Time: 1406.59 ms [2022-01-05 23:40:22 main:574] : INFO : Epoch 2030 | loss: 0.0310947 | val_loss: 0.0312041 | Time: 1405.59 ms [2022-01-05 23:40:23 main:574] : INFO : Epoch 2031 | loss: 0.0310979 | val_loss: 0.0311952 | Time: 1412.52 ms [2022-01-05 23:40:25 main:574] : INFO : Epoch 2032 | loss: 0.0310987 | val_loss: 0.0312057 | Time: 1407.93 ms [2022-01-05 23:40:26 main:574] : INFO : Epoch 2033 | loss: 0.0311003 | val_loss: 0.0312055 | Time: 1396.39 ms [2022-01-05 23:40:28 main:574] : INFO : Epoch 2034 | loss: 0.0310989 | val_loss: 0.0312005 | Time: 1419.43 ms [2022-01-05 23:40:29 main:574] : INFO : Epoch 2035 | loss: 0.0310983 | val_loss: 0.031203 | Time: 1400.75 ms [2022-01-05 23:40:31 main:574] : INFO : Epoch 2036 | loss: 0.0311015 | val_loss: 0.0312019 | Time: 1404.41 ms [2022-01-05 23:40:32 main:574] : INFO : Epoch 2037 | loss: 0.031094 | val_loss: 0.0312081 | Time: 1402.51 ms [2022-01-05 23:40:34 main:574] : INFO : Epoch 2038 | loss: 0.0310936 | val_loss: 0.0311989 | Time: 1399.61 ms [2022-01-05 23:40:35 main:574] : INFO : Epoch 2039 | loss: 0.0310923 | val_loss: 0.0312043 | Time: 1394.13 ms [2022-01-05 23:40:37 main:574] : INFO : Epoch 2040 | loss: 0.031095 | val_loss: 0.0312043 | Time: 1395.38 ms [2022-01-05 23:40:38 main:574] : INFO : Epoch 2041 | loss: 0.031093 | val_loss: 0.0311984 | Time: 1419.02 ms [2022-01-05 23:40:39 main:574] : INFO : Epoch 2042 | loss: 0.0310918 | val_loss: 0.0312028 | Time: 1405.94 ms [2022-01-05 23:40:41 main:574] : INFO : Epoch 2043 | loss: 0.031096 | val_loss: 0.0312055 | Time: 1400.03 ms [2022-01-05 23:40:42 main:574] : INFO : Epoch 2044 | loss: 0.0310945 | val_loss: 0.0312016 | Time: 1403.12 ms [2022-01-05 23:40:44 main:574] : INFO : Epoch 2045 | loss: 0.0310927 | val_loss: 0.0312006 | Time: 1411.38 ms [2022-01-05 23:40:45 main:574] : INFO : Epoch 2046 | loss: 0.0310944 | val_loss: 0.031207 | Time: 1391.32 ms [2022-01-05 23:40:47 main:574] : INFO : Epoch 2047 | loss: 0.0310961 | val_loss: 0.0311991 | Time: 1398.08 ms [2022-01-05 23:40:48 main:574] : INFO : Epoch 2048 | loss: 0.0310911 | val_loss: 0.031217 | Time: 1404.43 ms [2022-01-05 23:40:48 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.031217 [2022-01-05 23:40:48 main:603] : INFO : Saving end state to config to file [2022-01-05 23:40:48 main:608] : INFO : Success, exiting.. 23:40:49 (35056): 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)