Task 10951956
| Name | ParityModified-1639947286-15688-2-0_0 |
| Workunit | 8245626 |
| Created | 22 Jan 2022, 8:26:09 UTC |
| Sent | 6 Feb 2022, 19:13:42 UTC |
| Report deadline | 14 Feb 2022, 19:13:42 UTC |
| Received | 7 Feb 2022, 1:04:22 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 9375 |
| Run time | 51 min 9 sec |
| CPU time | 48 min 47 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,335.83 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.66 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 17:01:48 main:574] : INFO : Epoch 1579 | loss: 0.031166 | val_loss: 0.0311696 | Time: 1531.35 ms [2022-02-06 17:01:50 main:574] : INFO : Epoch 1580 | loss: 0.0311657 | val_loss: 0.0311704 | Time: 1507.2 ms [2022-02-06 17:01:51 main:574] : INFO : Epoch 1581 | loss: 0.0311662 | val_loss: 0.0311721 | Time: 1490.73 ms [2022-02-06 17:01:53 main:574] : INFO : Epoch 1582 | loss: 0.0311659 | val_loss: 0.0311705 | Time: 1504.53 ms [2022-02-06 17:01:54 main:574] : INFO : Epoch 1583 | loss: 0.0311655 | val_loss: 0.0311703 | Time: 1504.05 ms [2022-02-06 17:01:56 main:574] : INFO : Epoch 1584 | loss: 0.0311651 | val_loss: 0.0311712 | Time: 1488.28 ms [2022-02-06 17:01:57 main:574] : INFO : Epoch 1585 | loss: 0.031167 | val_loss: 0.0311708 | Time: 1487.27 ms [2022-02-06 17:01:59 main:574] : INFO : Epoch 1586 | loss: 0.0311648 | val_loss: 0.0311707 | Time: 1491.45 ms [2022-02-06 17:02:00 main:574] : INFO : Epoch 1587 | loss: 0.0311654 | val_loss: 0.0311718 | Time: 1491.76 ms [2022-02-06 17:02:02 main:574] : INFO : Epoch 1588 | loss: 0.0311667 | val_loss: 0.0311707 | Time: 1490.17 ms [2022-02-06 17:02:03 main:574] : INFO : Epoch 1589 | loss: 0.031166 | val_loss: 0.0311733 | Time: 1497.24 ms [2022-02-06 17:02:05 main:574] : INFO : Epoch 1590 | loss: 0.0311663 | val_loss: 0.0311696 | Time: 1498.43 ms [2022-02-06 17:02:06 main:574] : INFO : Epoch 1591 | loss: 0.0311653 | val_loss: 0.0311713 | Time: 1493.17 ms [2022-02-06 17:02:08 main:574] : INFO : Epoch 1592 | loss: 0.0311653 | val_loss: 0.0311736 | Time: 1492.65 ms [2022-02-06 17:02:09 main:574] : INFO : Epoch 1593 | loss: 0.0311646 | val_loss: 0.0311701 | Time: 1497.25 ms [2022-02-06 17:02:11 main:574] : INFO : Epoch 1594 | loss: 0.0311649 | val_loss: 0.0311695 | Time: 1493.78 ms [2022-02-06 17:02:12 main:574] : INFO : Epoch 1595 | loss: 0.0311645 | val_loss: 0.0311713 | Time: 1496.83 ms [2022-02-06 17:02:14 main:574] : INFO : Epoch 1596 | loss: 0.0311649 | val_loss: 0.0311734 | Time: 1484.99 ms [2022-02-06 17:02:15 main:574] : INFO : Epoch 1597 | loss: 0.0311635 | val_loss: 0.0311698 | Time: 1623 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-02-06 18:22:54 main:435] : INFO : Set logging level to 1 [2022-02-06 18:22:54 main:441] : INFO : Running in BOINC Client mode [2022-02-06 18:22:54 main:444] : INFO : Resolving all filenames [2022-02-06 18:22:54 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-06 18:22:54 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-06 18:22:54 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-06 18:22:54 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-06 18:22:54 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-06 18:22:54 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-06 18:22:54 main:474] : INFO : Configuration: [2022-02-06 18:22:54 main:475] : INFO : Model type: GRU [2022-02-06 18:22:54 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-06 18:22:54 main:477] : INFO : Max Epochs: 2048 [2022-02-06 18:22:54 main:478] : INFO : Batch Size: 128 [2022-02-06 18:22:54 main:479] : INFO : Learning Rate: 0.01 [2022-02-06 18:22:54 main:480] : INFO : Patience: 10 [2022-02-06 18:22:54 main:481] : INFO : Hidden Width: 12 [2022-02-06 18:22:54 main:482] : INFO : # Recurrent Layers: 4 [2022-02-06 18:22:54 main:483] : INFO : # Backend Layers: 4 [2022-02-06 18:22:54 main:484] : INFO : # Threads: 1 [2022-02-06 18:22:54 main:486] : INFO : Preparing Dataset [2022-02-06 18:22:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-06 18:22:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-06 18:22:57 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-06 18:22:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-06 18:22:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-06 18:22:57 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-06 18:22:57 main:494] : INFO : Creating Model [2022-02-06 18:22:57 main:507] : INFO : Preparing config file [2022-02-06 18:22:57 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-06 18:22:57 main:512] : INFO : Loading config [2022-02-06 18:22:57 main:514] : INFO : Loading state [2022-02-06 18:23:00 main:559] : INFO : Loading DataLoader into Memory [2022-02-06 18:23:00 main:562] : INFO : Starting Training [2022-02-06 18:23:03 main:574] : INFO : Epoch 1586 | loss: 0.0318223 | val_loss: 0.0312662 | Time: 2418.86 ms [2022-02-06 18:23:04 main:574] : INFO : Epoch 1587 | loss: 0.0312361 | val_loss: 0.0311916 | Time: 1379.69 ms [2022-02-06 18:23:05 main:574] : INFO : Epoch 1588 | loss: 0.0311838 | val_loss: 0.0311819 | Time: 1396.27 ms [2022-02-06 18:23:07 main:574] : INFO : Epoch 1589 | loss: 0.0311726 | val_loss: 0.031171 | Time: 1379.28 ms [2022-02-06 18:23:08 main:574] : INFO : Epoch 1590 | loss: 0.0311685 | val_loss: 0.031171 | Time: 1403.12 ms [2022-02-06 18:23:10 main:574] : INFO : Epoch 1591 | loss: 0.0311674 | val_loss: 0.0311699 | Time: 1400.04 ms [2022-02-06 18:23:11 main:574] : INFO : Epoch 1592 | loss: 0.0311664 | val_loss: 0.0311689 | Time: 1409.93 ms [2022-02-06 18:23:12 main:574] : INFO : Epoch 1593 | loss: 0.0311663 | val_loss: 0.0311706 | Time: 1393.46 ms [2022-02-06 18:23:14 main:574] : INFO : Epoch 1594 | loss: 0.0311662 | val_loss: 0.03117 | Time: 1402.65 ms [2022-02-06 18:23:15 main:574] : INFO : Epoch 1595 | loss: 0.0311705 | val_loss: 0.0311747 | Time: 1422.26 ms [2022-02-06 18:23:17 main:574] : INFO : Epoch 1596 | loss: 0.0311732 | val_loss: 0.0311745 | Time: 1416.69 ms [2022-02-06 18:23:18 main:574] : INFO : Epoch 1597 | loss: 0.0311706 | val_loss: 0.03117 | Time: 1411.42 ms [2022-02-06 18:23:20 main:574] : INFO : Epoch 1598 | loss: 0.0311656 | val_loss: 0.0311681 | Time: 1776.17 ms [2022-02-06 18:23:21 main:574] : INFO : Epoch 1599 | loss: 0.0311642 | val_loss: 0.0311687 | Time: 1401.19 ms [2022-02-06 18:23:23 main:574] : INFO : Epoch 1600 | loss: 0.031164 | val_loss: 0.031168 | Time: 1396.78 ms [2022-02-06 18:23:24 main:574] : INFO : Epoch 1601 | loss: 0.0311632 | val_loss: 0.0311685 | Time: 1401.13 ms [2022-02-06 18:23:26 main:574] : INFO : Epoch 1602 | loss: 0.0311622 | val_loss: 0.0311672 | Time: 1392.67 ms [2022-02-06 18:23:27 main:574] : INFO : Epoch 1603 | loss: 0.0311628 | val_loss: 0.0311705 | Time: 1405.52 ms [2022-02-06 18:23:28 main:574] : INFO : Epoch 1604 | loss: 0.0311637 | val_loss: 0.0311661 | Time: 1405.7 ms [2022-02-06 18:23:30 main:574] : INFO : Epoch 1605 | loss: 0.0311611 | val_loss: 0.0311678 | Time: 1427.08 ms [2022-02-06 18:23:31 main:574] : INFO : Epoch 1606 | loss: 0.0311625 | val_loss: 0.031169 | Time: 1395.19 ms [2022-02-06 18:23:33 main:574] : INFO : Epoch 1607 | loss: 0.0311648 | val_loss: 0.0311672 | Time: 1399.2 ms [2022-02-06 18:23:34 main:574] : INFO : Epoch 1608 | loss: 0.0311647 | val_loss: 0.0311667 | Time: 1388.25 ms [2022-02-06 18:23:35 main:574] : INFO : Epoch 1609 | loss: 0.031164 | val_loss: 0.0311687 | Time: 1409.74 ms [2022-02-06 18:23:37 main:574] : INFO : Epoch 1610 | loss: 0.0311655 | val_loss: 0.0311696 | Time: 1396.75 ms [2022-02-06 18:23:38 main:574] : INFO : Epoch 1611 | loss: 0.0311656 | val_loss: 0.0311681 | Time: 1398.62 ms [2022-02-06 18:23:40 main:574] : INFO : Epoch 1612 | loss: 0.0311666 | val_loss: 0.0311711 | Time: 1387.57 ms [2022-02-06 18:23:41 main:574] : INFO : Epoch 1613 | loss: 0.0311645 | val_loss: 0.0311654 | Time: 1484.2 ms [2022-02-06 18:23:43 main:574] : INFO : Epoch 1614 | loss: 0.0311619 | val_loss: 0.0311661 | Time: 1398.51 ms [2022-02-06 18:23:44 main:574] : INFO : Epoch 1615 | loss: 0.0311621 | val_loss: 0.0311662 | Time: 1437.02 ms [2022-02-06 18:23:45 main:574] : INFO : Epoch 1616 | loss: 0.0311613 | val_loss: 0.0311728 | Time: 1406.08 ms [2022-02-06 18:23:47 main:574] : INFO : Epoch 1617 | loss: 0.0311615 | val_loss: 0.0311686 | Time: 1403.24 ms [2022-02-06 18:23:48 main:574] : INFO : Epoch 1618 | loss: 0.0311601 | val_loss: 0.0311662 | Time: 1427.11 ms [2022-02-06 18:23:50 main:574] : INFO : Epoch 1619 | loss: 0.0311594 | val_loss: 0.0311668 | Time: 1398.7 ms [2022-02-06 18:23:51 main:574] : INFO : Epoch 1620 | loss: 0.0311595 | val_loss: 0.0311666 | Time: 1403.61 ms [2022-02-06 18:23:52 main:574] : INFO : Epoch 1621 | loss: 0.0311597 | val_loss: 0.0311643 | Time: 1402.13 ms [2022-02-06 18:23:54 main:574] : INFO : Epoch 1622 | loss: 0.031161 | val_loss: 0.0311665 | Time: 1413.07 ms [2022-02-06 18:23:55 main:574] : INFO : Epoch 1623 | loss: 0.0311601 | val_loss: 0.0311655 | Time: 1398.89 ms [2022-02-06 18:23:57 main:574] : INFO : Epoch 1624 | loss: 0.0311596 | val_loss: 0.0311668 | Time: 1406.04 ms [2022-02-06 18:23:58 main:574] : INFO : Epoch 1625 | loss: 0.0311594 | val_loss: 0.0311688 | Time: 1405.21 ms [2022-02-06 18:24:00 main:574] : INFO : Epoch 1626 | loss: 0.0311606 | val_loss: 0.0311742 | Time: 1411.1 ms [2022-02-06 18:24:01 main:574] : INFO : Epoch 1627 | loss: 0.0311607 | val_loss: 0.0311682 | Time: 1397.46 ms [2022-02-06 18:24:02 main:574] : INFO : Epoch 1628 | loss: 0.0311626 | val_loss: 0.0311666 | Time: 1418.77 ms [2022-02-06 18:24:04 main:574] : INFO : Epoch 1629 | loss: 0.0311609 | val_loss: 0.0311665 | Time: 1401.28 ms [2022-02-06 18:24:05 main:574] : INFO : Epoch 1630 | loss: 0.0311643 | val_loss: 0.0311698 | Time: 1407.76 ms [2022-02-06 18:24:07 main:574] : INFO : Epoch 1631 | loss: 0.0311625 | val_loss: 0.0311668 | Time: 1398.85 ms [2022-02-06 18:24:08 main:574] : INFO : Epoch 1632 | loss: 0.0311666 | val_loss: 0.0311725 | Time: 1407.68 ms [2022-02-06 18:24:09 main:574] : INFO : Epoch 1633 | loss: 0.0311649 | val_loss: 0.031166 | Time: 1400.22 ms [2022-02-06 18:24:11 main:574] : INFO : Epoch 1634 | loss: 0.0311649 | val_loss: 0.031168 | Time: 1396.09 ms [2022-02-06 18:24:12 main:574] : INFO : Epoch 1635 | loss: 0.0311648 | val_loss: 0.031172 | Time: 1399.93 ms [2022-02-06 18:24:14 main:574] : INFO : Epoch 1636 | loss: 0.0311623 | val_loss: 0.03117 | Time: 1399.35 ms [2022-02-06 18:24:15 main:574] : INFO : Epoch 1637 | loss: 0.031162 | val_loss: 0.0311706 | Time: 1413.45 ms [2022-02-06 18:24:16 main:574] : INFO : Epoch 1638 | loss: 0.0311641 | val_loss: 0.0311701 | Time: 1407.29 ms [2022-02-06 18:24:18 main:574] : INFO : Epoch 1639 | loss: 0.0311626 | val_loss: 0.0311688 | Time: 1441.21 ms [2022-02-06 18:24:19 main:574] : INFO : Epoch 1640 | loss: 0.0311613 | val_loss: 0.0311781 | Time: 1415.28 ms [2022-02-06 18:24:21 main:574] : INFO : Epoch 1641 | loss: 0.0311651 | val_loss: 0.0311809 | Time: 1409.41 ms [2022-02-06 18:24:22 main:574] : INFO : Epoch 1642 | loss: 0.031161 | val_loss: 0.0311677 | Time: 1396.06 ms [2022-02-06 18:24:24 main:574] : INFO : Epoch 1643 | loss: 0.0311599 | val_loss: 0.0311675 | Time: 1408.34 ms [2022-02-06 18:24:25 main:574] : INFO : Epoch 1644 | loss: 0.03116 | val_loss: 0.0311682 | Time: 1464.95 ms [2022-02-06 18:24:26 main:574] : INFO : Epoch 1645 | loss: 0.0311581 | val_loss: 0.0311709 | Time: 1408.91 ms [2022-02-06 18:24:28 main:574] : INFO : Epoch 1646 | loss: 0.0311571 | val_loss: 0.03117 | Time: 1391.38 ms [2022-02-06 18:24:29 main:574] : INFO : Epoch 1647 | loss: 0.0311558 | val_loss: 0.0311719 | Time: 1414.38 ms [2022-02-06 18:24:31 main:574] : INFO : Epoch 1648 | loss: 0.0311562 | val_loss: 0.0311711 | Time: 1403.42 ms [2022-02-06 18:24:32 main:574] : INFO : Epoch 1649 | loss: 0.031156 | val_loss: 0.0311713 | Time: 1408.13 ms [2022-02-06 18:24:34 main:574] : INFO : Epoch 1650 | loss: 0.0311578 | val_loss: 0.0311695 | Time: 1412.76 ms [2022-02-06 18:24:35 main:574] : INFO : Epoch 1651 | loss: 0.0311555 | val_loss: 0.0311695 | Time: 1404.44 ms [2022-02-06 18:24:36 main:574] : INFO : Epoch 1652 | loss: 0.0311558 | val_loss: 0.0311747 | Time: 1404.72 ms [2022-02-06 18:24:38 main:574] : INFO : Epoch 1653 | loss: 0.0311586 | val_loss: 0.0311691 | Time: 1403.36 ms [2022-02-06 18:24:39 main:574] : INFO : Epoch 1654 | loss: 0.0311555 | val_loss: 0.0311701 | Time: 1401.69 ms [2022-02-06 18:24:41 main:574] : INFO : Epoch 1655 | loss: 0.0311556 | val_loss: 0.0311692 | Time: 1406.4 ms [2022-02-06 18:24:42 main:574] : INFO : Epoch 1656 | loss: 0.0311576 | val_loss: 0.0311708 | Time: 1409.16 ms [2022-02-06 18:24:43 main:574] : INFO : Epoch 1657 | loss: 0.0311565 | val_loss: 0.0311656 | Time: 1410.15 ms [2022-02-06 18:24:45 main:574] : INFO : Epoch 1658 | loss: 0.0311583 | val_loss: 0.0311695 | Time: 1408.9 ms [2022-02-06 18:24:46 main:574] : INFO : Epoch 1659 | loss: 0.0311604 | val_loss: 0.0311691 | Time: 1394.94 ms [2022-02-06 18:24:48 main:574] : INFO : Epoch 1660 | loss: 0.0311595 | val_loss: 0.031167 | Time: 1411.62 ms [2022-02-06 18:24:49 main:574] : INFO : Epoch 1661 | loss: 0.0311606 | val_loss: 0.0311667 | Time: 1435.73 ms [2022-02-06 18:24:51 main:574] : INFO : Epoch 1662 | loss: 0.0311592 | val_loss: 0.0311667 | Time: 1410.61 ms [2022-02-06 18:24:52 main:574] : INFO : Epoch 1663 | loss: 0.0311593 | val_loss: 0.0311662 | Time: 1401.84 ms [2022-02-06 18:24:53 main:574] : INFO : Epoch 1664 | loss: 0.0311566 | val_loss: 0.0311691 | Time: 1431.05 ms [2022-02-06 18:24:55 main:574] : INFO : Epoch 1665 | loss: 0.03116 | val_loss: 0.0311688 | Time: 1407.2 ms [2022-02-06 18:24:56 main:574] : INFO : Epoch 1666 | loss: 0.0311584 | val_loss: 0.0311685 | Time: 1408.19 ms [2022-02-06 18:24:58 main:574] : INFO : Epoch 1667 | loss: 0.031158 | val_loss: 0.0311696 | Time: 1393.99 ms [2022-02-06 18:24:59 main:574] : INFO : Epoch 1668 | loss: 0.0311578 | val_loss: 0.0311683 | Time: 1407.57 ms [2022-02-06 18:25:01 main:574] : INFO : Epoch 1669 | loss: 0.0311574 | val_loss: 0.0311763 | Time: 1413.54 ms [2022-02-06 18:25:02 main:574] : INFO : Epoch 1670 | loss: 0.0311575 | val_loss: 0.0311708 | Time: 1403 ms [2022-02-06 18:25:03 main:574] : INFO : Epoch 1671 | loss: 0.0311564 | val_loss: 0.0311714 | Time: 1404.71 ms [2022-02-06 18:25:05 main:574] : INFO : Epoch 1672 | loss: 0.0311559 | val_loss: 0.0311694 | Time: 1400.92 ms [2022-02-06 18:25:06 main:574] : INFO : Epoch 1673 | loss: 0.0311578 | val_loss: 0.0311726 | Time: 1401.76 ms [2022-02-06 18:25:08 main:574] : INFO : Epoch 1674 | loss: 0.0311587 | val_loss: 0.0311723 | Time: 1418.53 ms [2022-02-06 18:25:09 main:574] : INFO : Epoch 1675 | loss: 0.0311595 | val_loss: 0.0311723 | Time: 1408.28 ms [2022-02-06 18:25:10 main:574] : INFO : Epoch 1676 | loss: 0.0311573 | val_loss: 0.031172 | Time: 1398.39 ms [2022-02-06 18:25:12 main:574] : INFO : Epoch 1677 | loss: 0.031155 | val_loss: 0.0311711 | Time: 1407.9 ms [2022-02-06 18:25:13 main:574] : INFO : Epoch 1678 | loss: 0.0311572 | val_loss: 0.0311704 | Time: 1391.48 ms [2022-02-06 18:25:15 main:574] : INFO : Epoch 1679 | loss: 0.0311561 | val_loss: 0.0311715 | Time: 1405.06 ms [2022-02-06 18:25:16 main:574] : INFO : Epoch 1680 | loss: 0.031157 | val_loss: 0.031172 | Time: 1404.9 ms [2022-02-06 18:25:17 main:574] : INFO : Epoch 1681 | loss: 0.0311586 | val_loss: 0.0311684 | Time: 1409.23 ms [2022-02-06 18:25:19 main:574] : INFO : Epoch 1682 | loss: 0.0311582 | val_loss: 0.0311704 | Time: 1400.3 ms [2022-02-06 18:25:20 main:574] : INFO : Epoch 1683 | loss: 0.0311553 | val_loss: 0.0311737 | Time: 1404.97 ms [2022-02-06 18:25:22 main:574] : INFO : Epoch 1684 | loss: 0.0311566 | val_loss: 0.0311703 | Time: 1397.27 ms [2022-02-06 18:25:23 main:574] : INFO : Epoch 1685 | loss: 0.031158 | val_loss: 0.0311697 | Time: 1408.67 ms [2022-02-06 18:25:25 main:574] : INFO : Epoch 1686 | loss: 0.0311587 | val_loss: 0.0311684 | Time: 1399.42 ms [2022-02-06 18:25:26 main:574] : INFO : Epoch 1687 | loss: 0.0311628 | val_loss: 0.031185 | Time: 1400.31 ms [2022-02-06 18:25:27 main:574] : INFO : Epoch 1688 | loss: 0.0311622 | val_loss: 0.0311682 | Time: 1399.69 ms [2022-02-06 18:25:29 main:574] : INFO : Epoch 1689 | loss: 0.0311627 | val_loss: 0.0311746 | Time: 1413.83 ms [2022-02-06 18:25:30 main:574] : INFO : Epoch 1690 | loss: 0.0311586 | val_loss: 0.0311697 | Time: 1404.42 ms [2022-02-06 18:25:32 main:574] : INFO : Epoch 1691 | loss: 0.03116 | val_loss: 0.0311681 | Time: 1399.37 ms [2022-02-06 18:25:33 main:574] : INFO : Epoch 1692 | loss: 0.031163 | val_loss: 0.0311727 | Time: 1402.16 ms [2022-02-06 18:25:34 main:574] : INFO : Epoch 1693 | loss: 0.0311663 | val_loss: 0.0311716 | Time: 1454.39 ms [2022-02-06 18:25:36 main:574] : INFO : Epoch 1694 | loss: 0.0311625 | val_loss: 0.0311681 | Time: 1409.2 ms [2022-02-06 18:25:37 main:574] : INFO : Epoch 1695 | loss: 0.0311622 | val_loss: 0.031173 | Time: 1392.71 ms [2022-02-06 18:25:39 main:574] : INFO : Epoch 1696 | loss: 0.0311615 | val_loss: 0.0311693 | Time: 1413.46 ms [2022-02-06 18:25:40 main:574] : INFO : Epoch 1697 | loss: 0.0311606 | val_loss: 0.0311726 | Time: 1396.14 ms [2022-02-06 18:25:42 main:574] : INFO : Epoch 1698 | loss: 0.0311615 | val_loss: 0.0311706 | Time: 1409.28 ms [2022-02-06 18:25:43 main:574] : INFO : Epoch 1699 | loss: 0.0311599 | val_loss: 0.0311734 | Time: 1443.99 ms [2022-02-06 18:25:44 main:574] : INFO : Epoch 1700 | loss: 0.0311689 | val_loss: 0.0311776 | Time: 1419.39 ms [2022-02-06 18:25:46 main:574] : INFO : Epoch 1701 | loss: 0.0311711 | val_loss: 0.0311747 | Time: 1401.42 ms [2022-02-06 18:25:47 main:574] : INFO : Epoch 1702 | loss: 0.0311705 | val_loss: 0.0311723 | Time: 1421.95 ms [2022-02-06 18:25:49 main:574] : INFO : Epoch 1703 | loss: 0.0311696 | val_loss: 0.0311726 | Time: 1510.33 ms [2022-02-06 18:25:50 main:574] : INFO : Epoch 1704 | loss: 0.0311703 | val_loss: 0.0311717 | Time: 1410.97 ms [2022-02-06 18:25:52 main:574] : INFO : Epoch 1705 | loss: 0.0311705 | val_loss: 0.0311712 | Time: 1388.83 ms [2022-02-06 18:25:53 main:574] : INFO : Epoch 1706 | loss: 0.0311674 | val_loss: 0.0311737 | Time: 1403.75 ms [2022-02-06 18:25:54 main:574] : INFO : Epoch 1707 | loss: 0.0311667 | val_loss: 0.0311751 | Time: 1391.58 ms [2022-02-06 18:25:56 main:574] : INFO : Epoch 1708 | loss: 0.031166 | val_loss: 0.0311685 | Time: 1385.75 ms [2022-02-06 18:25:57 main:574] : INFO : Epoch 1709 | loss: 0.0311641 | val_loss: 0.0311703 | Time: 1432.2 ms [2022-02-06 18:25:59 main:574] : INFO : Epoch 1710 | loss: 0.0311647 | val_loss: 0.031171 | Time: 1390.94 ms [2022-02-06 18:26:00 main:574] : INFO : Epoch 1711 | loss: 0.0311625 | val_loss: 0.0311687 | Time: 1401.06 ms [2022-02-06 18:26:01 main:574] : INFO : Epoch 1712 | loss: 0.0311607 | val_loss: 0.0311694 | Time: 1396.63 ms [2022-02-06 18:26:03 main:574] : INFO : Epoch 1713 | loss: 0.0311612 | val_loss: 0.0311734 | Time: 1415.01 ms [2022-02-06 18:26:04 main:574] : INFO : Epoch 1714 | loss: 0.0311643 | val_loss: 0.0311719 | Time: 1388.59 ms [2022-02-06 18:26:06 main:574] : INFO : Epoch 1715 | loss: 0.0311608 | val_loss: 0.0311749 | Time: 1400.19 ms [2022-02-06 18:26:07 main:574] : INFO : Epoch 1716 | loss: 0.0311602 | val_loss: 0.0311702 | Time: 1385.66 ms [2022-02-06 18:26:08 main:574] : INFO : Epoch 1717 | loss: 0.031159 | val_loss: 0.0311698 | Time: 1401.12 ms [2022-02-06 18:26:10 main:574] : INFO : Epoch 1718 | loss: 0.0311593 | val_loss: 0.0311737 | Time: 1396.38 ms [2022-02-06 18:26:11 main:574] : INFO : Epoch 1719 | loss: 0.0311587 | val_loss: 0.0311694 | Time: 1399.01 ms [2022-02-06 18:26:13 main:574] : INFO : Epoch 1720 | loss: 0.0311581 | val_loss: 0.0311705 | Time: 1382.79 ms [2022-02-06 18:26:14 main:574] : INFO : Epoch 1721 | loss: 0.0311582 | val_loss: 0.0311711 | Time: 1398.32 ms [2022-02-06 18:26:16 main:574] : INFO : Epoch 1722 | loss: 0.0311587 | val_loss: 0.0311733 | Time: 1393.32 ms [2022-02-06 18:26:17 main:574] : INFO : Epoch 1723 | loss: 0.031158 | val_loss: 0.0311697 | Time: 1388.33 ms [2022-02-06 18:26:18 main:574] : INFO : Epoch 1724 | loss: 0.0311596 | val_loss: 0.031174 | Time: 1422.94 ms [2022-02-06 18:26:20 main:574] : INFO : Epoch 1725 | loss: 0.0311575 | val_loss: 0.0311733 | Time: 1392.69 ms [2022-02-06 18:26:21 main:574] : INFO : Epoch 1726 | loss: 0.0311607 | val_loss: 0.0311696 | Time: 1397.6 ms [2022-02-06 18:26:23 main:574] : INFO : Epoch 1727 | loss: 0.0311643 | val_loss: 0.0311751 | Time: 1390.27 ms [2022-02-06 18:26:24 main:574] : INFO : Epoch 1728 | loss: 0.0311644 | val_loss: 0.0311846 | Time: 1402.51 ms [2022-02-06 18:26:25 main:574] : INFO : Epoch 1729 | loss: 0.0311601 | val_loss: 0.031168 | Time: 1396.36 ms [2022-02-06 18:26:27 main:574] : INFO : Epoch 1730 | loss: 0.0311607 | val_loss: 0.0311777 | Time: 1400.05 ms [2022-02-06 18:26:28 main:574] : INFO : Epoch 1731 | loss: 0.031162 | val_loss: 0.0311763 | Time: 1388.58 ms [2022-02-06 18:26:30 main:574] : INFO : Epoch 1732 | loss: 0.0311603 | val_loss: 0.0311716 | Time: 1411.12 ms [2022-02-06 18:26:31 main:574] : INFO : Epoch 1733 | loss: 0.0311585 | val_loss: 0.0311727 | Time: 1389.63 ms [2022-02-06 18:26:32 main:574] : INFO : Epoch 1734 | loss: 0.0311582 | val_loss: 0.0311686 | Time: 1430.59 ms [2022-02-06 18:26:34 main:574] : INFO : Epoch 1735 | loss: 0.0311577 | val_loss: 0.0311677 | Time: 1392.31 ms [2022-02-06 18:26:35 main:574] : INFO : Epoch 1736 | loss: 0.0311602 | val_loss: 0.031179 | Time: 1400.62 ms [2022-02-06 18:26:37 main:574] : INFO : Epoch 1737 | loss: 0.0311601 | val_loss: 0.0311703 | Time: 1393.19 ms [2022-02-06 18:26:38 main:574] : INFO : Epoch 1738 | loss: 0.0311607 | val_loss: 0.0311703 | Time: 1403.95 ms [2022-02-06 18:26:39 main:574] : INFO : Epoch 1739 | loss: 0.0311599 | val_loss: 0.0311697 | Time: 1397.26 ms [2022-02-06 18:26:41 main:574] : INFO : Epoch 1740 | loss: 0.0311608 | val_loss: 0.0311712 | Time: 1402.64 ms [2022-02-06 18:26:42 main:574] : INFO : Epoch 1741 | loss: 0.0311597 | val_loss: 0.0311695 | Time: 1404.51 ms [2022-02-06 18:26:44 main:574] : INFO : Epoch 1742 | loss: 0.0311599 | val_loss: 0.0311693 | Time: 1408.1 ms [2022-02-06 18:26:45 main:574] : INFO : Epoch 1743 | loss: 0.0311596 | val_loss: 0.0311665 | Time: 1407.35 ms [2022-02-06 18:26:47 main:574] : INFO : Epoch 1744 | loss: 0.0311589 | val_loss: 0.0311671 | Time: 1403.29 ms [2022-02-06 18:26:48 main:574] : INFO : Epoch 1745 | loss: 0.0311592 | val_loss: 0.0311688 | Time: 1413.52 ms [2022-02-06 18:26:49 main:574] : INFO : Epoch 1746 | loss: 0.0311581 | val_loss: 0.0311674 | Time: 1489.23 ms [2022-02-06 18:26:51 main:574] : INFO : Epoch 1747 | loss: 0.0311584 | val_loss: 0.0311688 | Time: 1442.62 ms [2022-02-06 18:26:52 main:574] : INFO : Epoch 1748 | loss: 0.031159 | val_loss: 0.0311778 | Time: 1460.71 ms [2022-02-06 18:26:54 main:574] : INFO : Epoch 1749 | loss: 0.0311634 | val_loss: 0.0311716 | Time: 1416.65 ms [2022-02-06 18:26:55 main:574] : INFO : Epoch 1750 | loss: 0.031158 | val_loss: 0.0311707 | Time: 1413.55 ms [2022-02-06 18:26:57 main:574] : INFO : Epoch 1751 | loss: 0.0311563 | val_loss: 0.031174 | Time: 1431.9 ms [2022-02-06 18:26:58 main:574] : INFO : Epoch 1752 | loss: 0.0311613 | val_loss: 0.0311735 | Time: 1417.69 ms [2022-02-06 18:27:00 main:574] : INFO : Epoch 1753 | loss: 0.0311573 | val_loss: 0.0311719 | Time: 1464.05 ms [2022-02-06 18:27:01 main:574] : INFO : Epoch 1754 | loss: 0.0311575 | val_loss: 0.0311712 | Time: 1419.56 ms [2022-02-06 18:27:02 main:574] : INFO : Epoch 1755 | loss: 0.0311542 | val_loss: 0.0311731 | Time: 1432.6 ms [2022-02-06 18:27:04 main:574] : INFO : Epoch 1756 | loss: 0.0311541 | val_loss: 0.031171 | Time: 1423.92 ms [2022-02-06 18:27:05 main:574] : INFO : Epoch 1757 | loss: 0.0311579 | val_loss: 0.0311772 | Time: 1432.87 ms [2022-02-06 18:27:07 main:574] : INFO : Epoch 1758 | loss: 0.0311601 | val_loss: 0.0311691 | Time: 1433.81 ms [2022-02-06 18:27:08 main:574] : INFO : Epoch 1759 | loss: 0.031153 | val_loss: 0.0311696 | Time: 1425.32 ms [2022-02-06 18:27:10 main:574] : INFO : Epoch 1760 | loss: 0.0311553 | val_loss: 0.03117 | Time: 1420.39 ms [2022-02-06 18:27:11 main:574] : INFO : Epoch 1761 | loss: 0.0311577 | val_loss: 0.0311832 | Time: 1423.65 ms [2022-02-06 18:27:12 main:574] : INFO : Epoch 1762 | loss: 0.0311608 | val_loss: 0.0311733 | Time: 1419.92 ms [2022-02-06 18:27:14 main:574] : INFO : Epoch 1763 | loss: 0.0311586 | val_loss: 0.03117 | Time: 1428.69 ms [2022-02-06 18:27:15 main:574] : INFO : Epoch 1764 | loss: 0.0311547 | val_loss: 0.0311741 | Time: 1422.95 ms [2022-02-06 18:27:17 main:574] : INFO : Epoch 1765 | loss: 0.0311529 | val_loss: 0.0311721 | Time: 1423.84 ms [2022-02-06 18:27:18 main:574] : INFO : Epoch 1766 | loss: 0.0311545 | val_loss: 0.0311768 | Time: 1429.26 ms [2022-02-06 18:27:20 main:574] : INFO : Epoch 1767 | loss: 0.031152 | val_loss: 0.0311728 | Time: 1417.74 ms [2022-02-06 18:27:21 main:574] : INFO : Epoch 1768 | loss: 0.0311532 | val_loss: 0.0311736 | Time: 1417.39 ms [2022-02-06 18:27:23 main:574] : INFO : Epoch 1769 | loss: 0.031153 | val_loss: 0.0311737 | Time: 1418.48 ms [2022-02-06 18:27:24 main:574] : INFO : Epoch 1770 | loss: 0.0311553 | val_loss: 0.0311834 | Time: 1418.04 ms [2022-02-06 18:27:25 main:574] : INFO : Epoch 1771 | loss: 0.0311546 | val_loss: 0.031171 | Time: 1413.98 ms [2022-02-06 18:27:27 main:574] : INFO : Epoch 1772 | loss: 0.0311553 | val_loss: 0.0311763 | Time: 1427.51 ms [2022-02-06 18:27:28 main:574] : INFO : Epoch 1773 | loss: 0.0311525 | val_loss: 0.0311712 | Time: 1430.29 ms [2022-02-06 18:27:30 main:574] : INFO : Epoch 1774 | loss: 0.0311536 | val_loss: 0.0311776 | Time: 1435.51 ms [2022-02-06 18:27:31 main:574] : INFO : Epoch 1775 | loss: 0.0311521 | val_loss: 0.0311714 | Time: 1413.11 ms [2022-02-06 18:27:33 main:574] : INFO : Epoch 1776 | loss: 0.0311525 | val_loss: 0.0311718 | Time: 1438.44 ms [2022-02-06 18:27:34 main:574] : INFO : Epoch 1777 | loss: 0.0311559 | val_loss: 0.0311716 | Time: 1412.55 ms [2022-02-06 18:27:35 main:574] : INFO : Epoch 1778 | loss: 0.0311594 | val_loss: 0.0311698 | Time: 1441.65 ms [2022-02-06 18:27:37 main:574] : INFO : Epoch 1779 | loss: 0.0311626 | val_loss: 0.0311763 | Time: 1410.53 ms [2022-02-06 18:27:38 main:574] : INFO : Epoch 1780 | loss: 0.031165 | val_loss: 0.0311737 | Time: 1423.94 ms [2022-02-06 18:27:40 main:574] : INFO : Epoch 1781 | loss: 0.0311619 | val_loss: 0.031171 | Time: 1410.81 ms [2022-02-06 18:27:41 main:574] : INFO : Epoch 1782 | loss: 0.0311616 | val_loss: 0.0311773 | Time: 1417.21 ms [2022-02-06 18:27:43 main:574] : INFO : Epoch 1783 | loss: 0.0311628 | val_loss: 0.0311742 | Time: 1420.22 ms [2022-02-06 18:27:44 main:574] : INFO : Epoch 1784 | loss: 0.0311602 | val_loss: 0.031174 | Time: 1438.53 ms [2022-02-06 18:27:45 main:574] : INFO : Epoch 1785 | loss: 0.0311628 | val_loss: 0.0311687 | Time: 1419.47 ms [2022-02-06 18:27:47 main:574] : INFO : Epoch 1786 | loss: 0.0311629 | val_loss: 0.0311673 | Time: 1410.15 ms [2022-02-06 18:27:48 main:574] : INFO : Epoch 1787 | loss: 0.0311607 | val_loss: 0.0311657 | Time: 1419.02 ms [2022-02-06 18:27:50 main:574] : INFO : Epoch 1788 | loss: 0.0311601 | val_loss: 0.0311643 | Time: 1493.52 ms [2022-02-06 18:27:51 main:574] : INFO : Epoch 1789 | loss: 0.0311597 | val_loss: 0.0311658 | Time: 1502.04 ms [2022-02-06 18:27:53 main:574] : INFO : Epoch 1790 | loss: 0.0311579 | val_loss: 0.0311656 | Time: 1488.58 ms [2022-02-06 18:27:54 main:574] : INFO : Epoch 1791 | loss: 0.03116 | val_loss: 0.0311708 | Time: 1490.47 ms [2022-02-06 18:27:56 main:574] : INFO : Epoch 1792 | loss: 0.0311607 | val_loss: 0.0311673 | Time: 1490.18 ms [2022-02-06 18:27:58 main:574] : INFO : Epoch 1793 | loss: 0.0311561 | val_loss: 0.0311668 | Time: 1478.86 ms [2022-02-06 18:28:10 main:574] : INFO : Epoch 1794 | loss: 0.0311564 | val_loss: 0.0311715 | Time: 11684.4 ms [2022-02-06 18:28:11 main:574] : INFO : Epoch 1795 | loss: 0.0311576 | val_loss: 0.0311685 | Time: 1481.86 ms [2022-02-06 18:28:13 main:574] : INFO : Epoch 1796 | loss: 0.0311567 | val_loss: 0.031167 | Time: 1486.35 ms [2022-02-06 18:28:14 main:574] : INFO : Epoch 1797 | loss: 0.0311554 | val_loss: 0.0311657 | Time: 1479.22 ms [2022-02-06 18:28:16 main:574] : INFO : Epoch 1798 | loss: 0.0311557 | val_loss: 0.0311674 | Time: 1476.19 ms [2022-02-06 18:28:17 main:574] : INFO : Epoch 1799 | loss: 0.0311535 | val_loss: 0.0311683 | Time: 1478.8 ms [2022-02-06 18:28:19 main:574] : INFO : Epoch 1800 | loss: 0.0311533 | val_loss: 0.0311677 | Time: 1481.06 ms [2022-02-06 18:28:20 main:574] : INFO : Epoch 1801 | loss: 0.0311551 | val_loss: 0.0311702 | Time: 1478.21 ms [2022-02-06 18:28:22 main:574] : INFO : Epoch 1802 | loss: 0.031156 | val_loss: 0.0311672 | Time: 1486.86 ms [2022-02-06 18:28:23 main:574] : INFO : Epoch 1803 | loss: 0.0311562 | val_loss: 0.0311671 | Time: 1473.24 ms [2022-02-06 18:28:25 main:574] : INFO : Epoch 1804 | loss: 0.0311543 | val_loss: 0.0311675 | Time: 1483 ms [2022-02-06 18:28:26 main:574] : INFO : Epoch 1805 | loss: 0.0311531 | val_loss: 0.0311707 | Time: 1483.88 ms [2022-02-06 18:28:28 main:574] : INFO : Epoch 1806 | loss: 0.0311542 | val_loss: 0.0311692 | Time: 1490.23 ms [2022-02-06 18:28:29 main:574] : INFO : Epoch 1807 | loss: 0.0311545 | val_loss: 0.0311692 | Time: 1496.11 ms [2022-02-06 18:28:31 main:574] : INFO : Epoch 1808 | loss: 0.0311562 | val_loss: 0.0311686 | Time: 1508.19 ms [2022-02-06 18:28:32 main:574] : INFO : Epoch 1809 | loss: 0.0311556 | val_loss: 0.0311685 | Time: 1486.81 ms [2022-02-06 18:28:34 main:574] : INFO : Epoch 1810 | loss: 0.0311563 | val_loss: 0.0311694 | Time: 1483.69 ms [2022-02-06 18:28:35 main:574] : INFO : Epoch 1811 | loss: 0.0311555 | val_loss: 0.0311734 | Time: 1484.91 ms [2022-02-06 18:28:37 main:574] : INFO : Epoch 1812 | loss: 0.0311569 | val_loss: 0.031172 | Time: 1484.13 ms [2022-02-06 18:28:38 main:574] : INFO : Epoch 1813 | loss: 0.0311533 | val_loss: 0.0311682 | Time: 1482.44 ms [2022-02-06 18:28:39 main:574] : INFO : Epoch 1814 | loss: 0.0311558 | val_loss: 0.0311648 | Time: 1489.11 ms [2022-02-06 18:28:41 main:574] : INFO : Epoch 1815 | loss: 0.0311547 | val_loss: 0.0311665 | Time: 1483.19 ms [2022-02-06 18:28:42 main:574] : INFO : Epoch 1816 | loss: 0.0311538 | val_loss: 0.0311669 | Time: 1484.76 ms [2022-02-06 18:28:44 main:574] : INFO : Epoch 1817 | loss: 0.0311519 | val_loss: 0.0311645 | Time: 1510.73 ms [2022-02-06 18:28:45 main:574] : INFO : Epoch 1818 | loss: 0.0311488 | val_loss: 0.031168 | Time: 1489.04 ms [2022-02-06 18:28:47 main:574] : INFO : Epoch 1819 | loss: 0.0311503 | val_loss: 0.0311692 | Time: 1487.51 ms [2022-02-06 18:28:59 main:574] : INFO : Epoch 1820 | loss: 0.0311501 | val_loss: 0.031167 | Time: 11569.8 ms [2022-02-06 18:29:00 main:574] : INFO : Epoch 1821 | loss: 0.0311502 | val_loss: 0.0311671 | Time: 1474.26 ms [2022-02-06 18:29:02 main:574] : INFO : Epoch 1822 | loss: 0.0311502 | val_loss: 0.0311685 | Time: 1474.64 ms [2022-02-06 18:29:03 main:574] : INFO : Epoch 1823 | loss: 0.0311529 | val_loss: 0.031172 | Time: 1486.66 ms [2022-02-06 18:29:04 main:574] : INFO : Epoch 1824 | loss: 0.0311589 | val_loss: 0.0311735 | Time: 1472.83 ms [2022-02-06 18:29:06 main:574] : INFO : Epoch 1825 | loss: 0.0311596 | val_loss: 0.0311711 | Time: 1485.83 ms [2022-02-06 18:29:07 main:574] : INFO : Epoch 1826 | loss: 0.0311578 | val_loss: 0.0311728 | Time: 1477.81 ms [2022-02-06 18:29:09 main:574] : INFO : Epoch 1827 | loss: 0.0311561 | val_loss: 0.0311699 | Time: 1486.49 ms [2022-02-06 18:29:11 main:574] : INFO : Epoch 1828 | loss: 0.0311524 | val_loss: 0.0311704 | Time: 1482.53 ms [2022-02-06 18:29:12 main:574] : INFO : Epoch 1829 | loss: 0.031152 | val_loss: 0.0311688 | Time: 1487.29 ms [2022-02-06 18:29:14 main:574] : INFO : Epoch 1830 | loss: 0.0311535 | val_loss: 0.0311654 | Time: 1481.67 ms [2022-02-06 18:29:15 main:574] : INFO : Epoch 1831 | loss: 0.0311525 | val_loss: 0.0311747 | Time: 1481.02 ms [2022-02-06 18:29:17 main:574] : INFO : Epoch 1832 | loss: 0.0311598 | val_loss: 0.0311696 | Time: 1481.21 ms [2022-02-06 18:29:18 main:574] : INFO : Epoch 1833 | loss: 0.031161 | val_loss: 0.0311717 | Time: 1496.91 ms [2022-02-06 18:29:20 main:574] : INFO : Epoch 1834 | loss: 0.0311618 | val_loss: 0.0311788 | Time: 1504.11 ms [2022-02-06 18:29:21 main:574] : INFO : Epoch 1835 | loss: 0.0311649 | val_loss: 0.0311701 | Time: 1473.41 ms [2022-02-06 18:29:23 main:574] : INFO : Epoch 1836 | loss: 0.031164 | val_loss: 0.0311722 | Time: 1483.37 ms [2022-02-06 18:29:24 main:574] : INFO : Epoch 1837 | loss: 0.0311584 | val_loss: 0.0311722 | Time: 1486.54 ms [2022-02-06 18:29:26 main:574] : INFO : Epoch 1838 | loss: 0.0311585 | val_loss: 0.0311681 | Time: 1482.46 ms [2022-02-06 18:29:27 main:574] : INFO : Epoch 1839 | loss: 0.0311568 | val_loss: 0.0311701 | Time: 1480.33 ms [2022-02-06 18:29:29 main:574] : INFO : Epoch 1840 | loss: 0.031157 | val_loss: 0.0311685 | Time: 1480.03 ms [2022-02-06 18:29:30 main:574] : INFO : Epoch 1841 | loss: 0.0311559 | val_loss: 0.0311705 | Time: 1479.68 ms [2022-02-06 18:29:32 main:574] : INFO : Epoch 1842 | loss: 0.0311539 | val_loss: 0.0311744 | Time: 1474.19 ms [2022-02-06 18:29:33 main:574] : INFO : Epoch 1843 | loss: 0.0311535 | val_loss: 0.0311673 | Time: 1493.92 ms [2022-02-06 18:29:35 main:574] : INFO : Epoch 1844 | loss: 0.0311538 | val_loss: 0.0311685 | Time: 1485.49 ms [2022-02-06 18:29:36 main:574] : INFO : Epoch 1845 | loss: 0.0311549 | val_loss: 0.0311703 | Time: 1478.48 ms [2022-02-06 18:29:38 main:574] : INFO : Epoch 1846 | loss: 0.0311535 | val_loss: 0.0311734 | Time: 1485.04 ms [2022-02-06 18:29:39 main:574] : INFO : Epoch 1847 | loss: 0.0311529 | val_loss: 0.0311753 | Time: 1484.75 ms [2022-02-06 18:29:41 main:574] : INFO : Epoch 1848 | loss: 0.0311512 | val_loss: 0.0311745 | Time: 1478.28 ms [2022-02-06 18:29:42 main:574] : INFO : Epoch 1849 | loss: 0.031152 | val_loss: 0.0311747 | Time: 1488.01 ms [2022-02-06 18:29:44 main:574] : INFO : Epoch 1850 | loss: 0.0311498 | val_loss: 0.0311753 | Time: 1499.37 ms [2022-02-06 18:29:45 main:574] : INFO : Epoch 1851 | loss: 0.0311508 | val_loss: 0.0311822 | Time: 1483.05 ms [2022-02-06 18:29:47 main:574] : INFO : Epoch 1852 | loss: 0.0311542 | val_loss: 0.0311725 | Time: 1488.15 ms [2022-02-06 18:29:48 main:574] : INFO : Epoch 1853 | loss: 0.0311529 | val_loss: 0.0311738 | Time: 1491.39 ms [2022-02-06 18:29:50 main:574] : INFO : Epoch 1854 | loss: 0.0311497 | val_loss: 0.0311725 | Time: 1493.31 ms [2022-02-06 18:29:51 main:574] : INFO : Epoch 1855 | loss: 0.0311491 | val_loss: 0.0311722 | Time: 1485.21 ms [2022-02-06 18:29:53 main:574] : INFO : Epoch 1856 | loss: 0.0311516 | val_loss: 0.0311723 | Time: 1490.26 ms [2022-02-06 18:29:54 main:574] : INFO : Epoch 1857 | loss: 0.0311525 | val_loss: 0.0311671 | Time: 1519.42 ms [2022-02-06 18:29:56 main:574] : INFO : Epoch 1858 | loss: 0.0311502 | val_loss: 0.0311695 | Time: 1477.74 ms [2022-02-06 18:29:57 main:574] : INFO : Epoch 1859 | loss: 0.0311505 | val_loss: 0.031169 | Time: 1480.73 ms [2022-02-06 18:29:59 main:574] : INFO : Epoch 1860 | loss: 0.0311512 | val_loss: 0.031169 | Time: 1490.34 ms [2022-02-06 18:30:00 main:574] : INFO : Epoch 1861 | loss: 0.0311519 | val_loss: 0.0311711 | Time: 1497.41 ms [2022-02-06 18:30:02 main:574] : INFO : Epoch 1862 | loss: 0.0311524 | val_loss: 0.0311707 | Time: 1477.17 ms [2022-02-06 18:30:03 main:574] : INFO : Epoch 1863 | loss: 0.0311532 | val_loss: 0.0311757 | Time: 1482.32 ms [2022-02-06 18:30:05 main:574] : INFO : Epoch 1864 | loss: 0.0311514 | val_loss: 0.0311695 | Time: 1476.4 ms [2022-02-06 18:30:06 main:574] : INFO : Epoch 1865 | loss: 0.0311522 | val_loss: 0.0311756 | Time: 1476.02 ms [2022-02-06 18:30:08 main:574] : INFO : Epoch 1866 | loss: 0.0311494 | val_loss: 0.0311756 | Time: 1499.55 ms [2022-02-06 18:30:09 main:574] : INFO : Epoch 1867 | loss: 0.0311513 | val_loss: 0.0311717 | Time: 1480.2 ms [2022-02-06 18:30:11 main:574] : INFO : Epoch 1868 | loss: 0.0311499 | val_loss: 0.0311707 | Time: 1474.21 ms [2022-02-06 18:30:12 main:574] : INFO : Epoch 1869 | loss: 0.0311516 | val_loss: 0.0311749 | Time: 1483.78 ms [2022-02-06 18:30:14 main:574] : INFO : Epoch 1870 | loss: 0.0311506 | val_loss: 0.031176 | Time: 1485.72 ms [2022-02-06 18:30:15 main:574] : INFO : Epoch 1871 | loss: 0.0311527 | val_loss: 0.031172 | Time: 1486.68 ms [2022-02-06 18:30:17 main:574] : INFO : Epoch 1872 | loss: 0.0311511 | val_loss: 0.0311712 | Time: 1480.76 ms [2022-02-06 18:30:18 main:574] : INFO : Epoch 1873 | loss: 0.0311486 | val_loss: 0.0311723 | Time: 1490.83 ms [2022-02-06 18:30:20 main:574] : INFO : Epoch 1874 | loss: 0.0311488 | val_loss: 0.031173 | Time: 1490.28 ms [2022-02-06 18:30:21 main:574] : INFO : Epoch 1875 | loss: 0.0311505 | val_loss: 0.0311697 | Time: 1485.14 ms [2022-02-06 18:30:23 main:574] : INFO : Epoch 1876 | loss: 0.0311484 | val_loss: 0.031175 | Time: 1483.8 ms [2022-02-06 18:30:24 main:574] : INFO : Epoch 1877 | loss: 0.0311496 | val_loss: 0.0311778 | Time: 1485.1 ms [2022-02-06 18:30:26 main:574] : INFO : Epoch 1878 | loss: 0.0311558 | val_loss: 0.0311697 | Time: 1488.48 ms [2022-02-06 18:30:27 main:574] : INFO : Epoch 1879 | loss: 0.0311561 | val_loss: 0.0311752 | Time: 1481.95 ms [2022-02-06 18:30:29 main:574] : INFO : Epoch 1880 | loss: 0.0311553 | val_loss: 0.0311708 | Time: 1500.75 ms [2022-02-06 18:30:30 main:574] : INFO : Epoch 1881 | loss: 0.0311565 | val_loss: 0.031172 | Time: 1482.13 ms [2022-02-06 18:30:32 main:574] : INFO : Epoch 1882 | loss: 0.0311553 | val_loss: 0.0311736 | Time: 1482.59 ms [2022-02-06 18:30:33 main:574] : INFO : Epoch 1883 | loss: 0.0311669 | val_loss: 0.0311849 | Time: 1485.63 ms [2022-02-06 18:30:35 main:574] : INFO : Epoch 1884 | loss: 0.0311633 | val_loss: 0.0311716 | Time: 1486.37 ms [2022-02-06 18:30:36 main:574] : INFO : Epoch 1885 | loss: 0.0311541 | val_loss: 0.0311702 | Time: 1486.07 ms [2022-02-06 18:30:38 main:574] : INFO : Epoch 1886 | loss: 0.0311545 | val_loss: 0.0311753 | Time: 1476.59 ms [2022-02-06 18:30:39 main:574] : INFO : Epoch 1887 | loss: 0.0311574 | val_loss: 0.031168 | Time: 1490.64 ms [2022-02-06 18:30:41 main:574] : INFO : Epoch 1888 | loss: 0.031157 | val_loss: 0.031169 | Time: 1476.43 ms [2022-02-06 18:30:42 main:574] : INFO : Epoch 1889 | loss: 0.0311556 | val_loss: 0.0311691 | Time: 1516.36 ms [2022-02-06 18:30:44 main:574] : INFO : Epoch 1890 | loss: 0.0311556 | val_loss: 0.0311689 | Time: 1542.32 ms [2022-02-06 18:30:45 main:574] : INFO : Epoch 1891 | loss: 0.031157 | val_loss: 0.0311732 | Time: 1489.98 ms [2022-02-06 18:30:47 main:574] : INFO : Epoch 1892 | loss: 0.0311537 | val_loss: 0.0311677 | Time: 1480.38 ms [2022-02-06 18:30:48 main:574] : INFO : Epoch 1893 | loss: 0.0311534 | val_loss: 0.0311783 | Time: 1508.69 ms [2022-02-06 18:30:50 main:574] : INFO : Epoch 1894 | loss: 0.031154 | val_loss: 0.0311687 | Time: 1481.96 ms [2022-02-06 18:30:51 main:574] : INFO : Epoch 1895 | loss: 0.031157 | val_loss: 0.0311743 | Time: 1489.68 ms [2022-02-06 18:30:53 main:574] : INFO : Epoch 1896 | loss: 0.0311566 | val_loss: 0.0311736 | Time: 1488.36 ms [2022-02-06 18:30:54 main:574] : INFO : Epoch 1897 | loss: 0.0311562 | val_loss: 0.0311771 | Time: 1485.14 ms [2022-02-06 18:30:56 main:574] : INFO : Epoch 1898 | loss: 0.0311545 | val_loss: 0.0311724 | Time: 1484.93 ms [2022-02-06 18:30:57 main:574] : INFO : Epoch 1899 | loss: 0.0311508 | val_loss: 0.0311744 | Time: 1488.27 ms [2022-02-06 18:30:59 main:574] : INFO : Epoch 1900 | loss: 0.0311508 | val_loss: 0.0311694 | Time: 1487.03 ms [2022-02-06 18:31:00 main:574] : INFO : Epoch 1901 | loss: 0.0311515 | val_loss: 0.0311723 | Time: 1484.07 ms [2022-02-06 18:31:02 main:574] : INFO : Epoch 1902 | loss: 0.0311513 | val_loss: 0.0311753 | Time: 1492.99 ms [2022-02-06 18:31:03 main:574] : INFO : Epoch 1903 | loss: 0.0311523 | val_loss: 0.0311717 | Time: 1500.41 ms [2022-02-06 18:31:05 main:574] : INFO : Epoch 1904 | loss: 0.0311489 | val_loss: 0.0311713 | Time: 1487.99 ms [2022-02-06 18:31:06 main:574] : INFO : Epoch 1905 | loss: 0.0311481 | val_loss: 0.031176 | Time: 1481.09 ms [2022-02-06 18:31:08 main:574] : INFO : Epoch 1906 | loss: 0.0311495 | val_loss: 0.0311712 | Time: 1480.83 ms [2022-02-06 18:31:09 main:574] : INFO : Epoch 1907 | loss: 0.0311497 | val_loss: 0.0311739 | Time: 1482.41 ms [2022-02-06 18:31:11 main:574] : INFO : Epoch 1908 | loss: 0.0311492 | val_loss: 0.0311712 | Time: 1488.14 ms [2022-02-06 18:31:12 main:574] : INFO : Epoch 1909 | loss: 0.0311514 | val_loss: 0.03117 | Time: 1482.5 ms [2022-02-06 18:31:13 main:574] : INFO : Epoch 1910 | loss: 0.0311495 | val_loss: 0.0311706 | Time: 1476.71 ms [2022-02-06 18:31:15 main:574] : INFO : Epoch 1911 | loss: 0.0311535 | val_loss: 0.0311748 | Time: 1492.66 ms [2022-02-06 18:31:16 main:574] : INFO : Epoch 1912 | loss: 0.0311476 | val_loss: 0.0311723 | Time: 1483.59 ms [2022-02-06 18:31:18 main:574] : INFO : Epoch 1913 | loss: 0.0311486 | val_loss: 0.0311746 | Time: 1506.97 ms [2022-02-06 18:31:19 main:574] : INFO : Epoch 1914 | loss: 0.0311474 | val_loss: 0.0311694 | Time: 1481.62 ms [2022-02-06 18:31:21 main:574] : INFO : Epoch 1915 | loss: 0.0311465 | val_loss: 0.0311721 | Time: 1484.76 ms [2022-02-06 18:31:22 main:574] : INFO : Epoch 1916 | loss: 0.0311484 | val_loss: 0.0311735 | Time: 1486 ms [2022-02-06 18:31:24 main:574] : INFO : Epoch 1917 | loss: 0.0311472 | val_loss: 0.0311691 | Time: 1491.63 ms [2022-02-06 18:31:25 main:574] : INFO : Epoch 1918 | loss: 0.0311477 | val_loss: 0.0311742 | Time: 1494.96 ms [2022-02-06 18:31:27 main:574] : INFO : Epoch 1919 | loss: 0.0311498 | val_loss: 0.0311794 | Time: 1506.46 ms [2022-02-06 18:31:28 main:574] : INFO : Epoch 1920 | loss: 0.0311501 | val_loss: 0.0311725 | Time: 1475.54 ms [2022-02-06 18:31:30 main:574] : INFO : Epoch 1921 | loss: 0.0311519 | val_loss: 0.0311751 | Time: 1484.65 ms [2022-02-06 18:31:31 main:574] : INFO : Epoch 1922 | loss: 0.0311535 | val_loss: 0.0311732 | Time: 1483.24 ms [2022-02-06 18:31:33 main:574] : INFO : Epoch 1923 | loss: 0.0311534 | val_loss: 0.0311729 | Time: 1485.31 ms [2022-02-06 18:31:34 main:574] : INFO : Epoch 1924 | loss: 0.0311535 | val_loss: 0.0311762 | Time: 1489.11 ms [2022-02-06 18:31:36 main:574] : INFO : Epoch 1925 | loss: 0.031155 | val_loss: 0.0311716 | Time: 1481.74 ms [2022-02-06 18:31:37 main:574] : INFO : Epoch 1926 | loss: 0.0311561 | val_loss: 0.0311724 | Time: 1479.74 ms [2022-02-06 18:31:39 main:574] : INFO : Epoch 1927 | loss: 0.0311521 | val_loss: 0.0311742 | Time: 1483.14 ms [2022-02-06 18:31:40 main:574] : INFO : Epoch 1928 | loss: 0.0311522 | val_loss: 0.0311704 | Time: 1478.87 ms [2022-02-06 18:31:42 main:574] : INFO : Epoch 1929 | loss: 0.0311528 | val_loss: 0.0311729 | Time: 1491.13 ms [2022-02-06 18:31:43 main:574] : INFO : Epoch 1930 | loss: 0.0311548 | val_loss: 0.0311746 | Time: 1487.38 ms [2022-02-06 18:31:45 main:574] : INFO : Epoch 1931 | loss: 0.0311518 | val_loss: 0.0311762 | Time: 1487.84 ms [2022-02-06 18:31:46 main:574] : INFO : Epoch 1932 | loss: 0.0311524 | val_loss: 0.0311747 | Time: 1489.44 ms [2022-02-06 18:31:48 main:574] : INFO : Epoch 1933 | loss: 0.0311752 | val_loss: 0.0311838 | Time: 1487.79 ms [2022-02-06 18:31:49 main:574] : INFO : Epoch 1934 | loss: 0.0311795 | val_loss: 0.0311744 | Time: 1482.32 ms [2022-02-06 18:31:51 main:574] : INFO : Epoch 1935 | loss: 0.0311738 | val_loss: 0.0311777 | Time: 1487.09 ms [2022-02-06 18:31:52 main:574] : INFO : Epoch 1936 | loss: 0.0311714 | val_loss: 0.0311751 | Time: 1478.28 ms [2022-02-06 18:31:54 main:574] : INFO : Epoch 1937 | loss: 0.031173 | val_loss: 0.0311753 | Time: 1491.1 ms [2022-02-06 18:31:55 main:574] : INFO : Epoch 1938 | loss: 0.0311704 | val_loss: 0.0311713 | Time: 1482.88 ms [2022-02-06 18:31:57 main:574] : INFO : Epoch 1939 | loss: 0.03117 | val_loss: 0.0311719 | Time: 1484.36 ms [2022-02-06 18:31:58 main:574] : INFO : Epoch 1940 | loss: 0.0311765 | val_loss: 0.0311778 | Time: 1480.53 ms [2022-02-06 18:32:00 main:574] : INFO : Epoch 1941 | loss: 0.0311786 | val_loss: 0.0311846 | Time: 1519.27 ms [2022-02-06 18:32:01 main:574] : INFO : Epoch 1942 | loss: 0.031182 | val_loss: 0.031181 | Time: 1475.99 ms [2022-02-06 18:32:03 main:574] : INFO : Epoch 1943 | loss: 0.0311795 | val_loss: 0.0311779 | Time: 1485.61 ms [2022-02-06 18:32:04 main:574] : INFO : Epoch 1944 | loss: 0.0311768 | val_loss: 0.0311779 | Time: 1475.29 ms [2022-02-06 18:32:06 main:574] : INFO : Epoch 1945 | loss: 0.0311768 | val_loss: 0.0311833 | Time: 1480.96 ms [2022-02-06 18:32:07 main:574] : INFO : Epoch 1946 | loss: 0.0311789 | val_loss: 0.0311798 | Time: 1479.02 ms [2022-02-06 18:32:09 main:574] : INFO : Epoch 1947 | loss: 0.0311745 | val_loss: 0.031176 | Time: 1482.73 ms [2022-02-06 18:32:10 main:574] : INFO : Epoch 1948 | loss: 0.0311732 | val_loss: 0.0311754 | Time: 1481.79 ms [2022-02-06 18:32:12 main:574] : INFO : Epoch 1949 | loss: 0.0311731 | val_loss: 0.0311762 | Time: 1483.02 ms [2022-02-06 18:32:13 main:574] : INFO : Epoch 1950 | loss: 0.0311726 | val_loss: 0.0311784 | Time: 1471.82 ms [2022-02-06 18:32:15 main:574] : INFO : Epoch 1951 | loss: 0.0311747 | val_loss: 0.0311835 | Time: 1478.35 ms [2022-02-06 18:32:16 main:574] : INFO : Epoch 1952 | loss: 0.0311779 | val_loss: 0.0311787 | Time: 1486 ms [2022-02-06 18:32:18 main:574] : INFO : Epoch 1953 | loss: 0.0311738 | val_loss: 0.0311765 | Time: 1487.24 ms [2022-02-06 18:32:19 main:574] : INFO : Epoch 1954 | loss: 0.0311733 | val_loss: 0.0311764 | Time: 1482.75 ms [2022-02-06 18:32:21 main:574] : INFO : Epoch 1955 | loss: 0.0311721 | val_loss: 0.0311762 | Time: 1505.56 ms [2022-02-06 18:32:22 main:574] : INFO : Epoch 1956 | loss: 0.0311706 | val_loss: 0.031177 | Time: 1475.89 ms [2022-02-06 18:32:24 main:574] : INFO : Epoch 1957 | loss: 0.0311704 | val_loss: 0.031176 | Time: 1496.55 ms [2022-02-06 18:32:25 main:574] : INFO : Epoch 1958 | loss: 0.0311698 | val_loss: 0.0311777 | Time: 1482.33 ms [2022-02-06 18:32:27 main:574] : INFO : Epoch 1959 | loss: 0.0311701 | val_loss: 0.0311759 | Time: 1479.31 ms [2022-02-06 18:32:28 main:574] : INFO : Epoch 1960 | loss: 0.0311688 | val_loss: 0.0311772 | Time: 1494.65 ms [2022-02-06 18:32:30 main:574] : INFO : Epoch 1961 | loss: 0.0311682 | val_loss: 0.0311785 | Time: 1491.49 ms [2022-02-06 18:32:31 main:574] : INFO : Epoch 1962 | loss: 0.0311673 | val_loss: 0.031177 | Time: 1482.24 ms [2022-02-06 18:32:33 main:574] : INFO : Epoch 1963 | loss: 0.0311702 | val_loss: 0.0311808 | Time: 1491 ms [2022-02-06 18:32:34 main:574] : INFO : Epoch 1964 | loss: 0.0311693 | val_loss: 0.0311765 | Time: 1499.22 ms [2022-02-06 18:32:36 main:574] : INFO : Epoch 1965 | loss: 0.0311746 | val_loss: 0.0311778 | Time: 1493.56 ms [2022-02-06 18:32:37 main:574] : INFO : Epoch 1966 | loss: 0.0311732 | val_loss: 0.0311781 | Time: 1479.15 ms [2022-02-06 18:32:39 main:574] : INFO : Epoch 1967 | loss: 0.0311715 | val_loss: 0.0311779 | Time: 1491.17 ms [2022-02-06 18:32:40 main:574] : INFO : Epoch 1968 | loss: 0.03117 | val_loss: 0.0311783 | Time: 1481.12 ms [2022-02-06 18:32:42 main:574] : INFO : Epoch 1969 | loss: 0.0311694 | val_loss: 0.0311757 | Time: 1481.04 ms [2022-02-06 18:32:43 main:574] : INFO : Epoch 1970 | loss: 0.0311706 | val_loss: 0.0311769 | Time: 1505.91 ms [2022-02-06 18:32:45 main:574] : INFO : Epoch 1971 | loss: 0.0311705 | val_loss: 0.031177 | Time: 1498.01 ms [2022-02-06 18:32:46 main:574] : INFO : Epoch 1972 | loss: 0.0311707 | val_loss: 0.0311757 | Time: 1485.26 ms [2022-02-06 18:32:48 main:574] : INFO : Epoch 1973 | loss: 0.0311705 | val_loss: 0.0311782 | Time: 1487.87 ms [2022-02-06 18:32:49 main:574] : INFO : Epoch 1974 | loss: 0.0311705 | val_loss: 0.0311758 | Time: 1477.58 ms [2022-02-06 18:32:51 main:574] : INFO : Epoch 1975 | loss: 0.0311687 | val_loss: 0.0311768 | Time: 1482.16 ms [2022-02-06 18:32:52 main:574] : INFO : Epoch 1976 | loss: 0.0311684 | val_loss: 0.0311755 | Time: 1478.42 ms [2022-02-06 18:32:54 main:574] : INFO : Epoch 1977 | loss: 0.0311677 | val_loss: 0.0311762 | Time: 1489.86 ms [2022-02-06 18:32:55 main:574] : INFO : Epoch 1978 | loss: 0.0311676 | val_loss: 0.0311803 | Time: 1513.74 ms [2022-02-06 18:32:57 main:574] : INFO : Epoch 1979 | loss: 0.031167 | val_loss: 0.0311767 | Time: 1505.59 ms [2022-02-06 18:32:58 main:574] : INFO : Epoch 1980 | loss: 0.0311662 | val_loss: 0.0311777 | Time: 1478.14 ms [2022-02-06 18:33:00 main:574] : INFO : Epoch 1981 | loss: 0.0311675 | val_loss: 0.0311789 | Time: 1571.02 ms [2022-02-06 18:33:01 main:574] : INFO : Epoch 1982 | loss: 0.0311661 | val_loss: 0.0311793 | Time: 1478.68 ms [2022-02-06 18:33:03 main:574] : INFO : Epoch 1983 | loss: 0.0311649 | val_loss: 0.0311781 | Time: 1483.59 ms [2022-02-06 18:33:04 main:574] : INFO : Epoch 1984 | loss: 0.0311651 | val_loss: 0.0311795 | Time: 1486.09 ms [2022-02-06 18:33:06 main:574] : INFO : Epoch 1985 | loss: 0.0311661 | val_loss: 0.0311791 | Time: 1491.21 ms [2022-02-06 18:33:07 main:574] : INFO : Epoch 1986 | loss: 0.0311671 | val_loss: 0.0311826 | Time: 1474.8 ms [2022-02-06 18:33:09 main:574] : INFO : Epoch 1987 | loss: 0.0311678 | val_loss: 0.0311787 | Time: 1502.43 ms [2022-02-06 18:33:10 main:574] : INFO : Epoch 1988 | loss: 0.0311653 | val_loss: 0.0311801 | Time: 1482.75 ms [2022-02-06 18:33:12 main:574] : INFO : Epoch 1989 | loss: 0.0311653 | val_loss: 0.0311793 | Time: 1479.74 ms [2022-02-06 18:33:13 main:574] : INFO : Epoch 1990 | loss: 0.031165 | val_loss: 0.0311764 | Time: 1479.38 ms [2022-02-06 18:33:15 main:574] : INFO : Epoch 1991 | loss: 0.0311683 | val_loss: 0.0311848 | Time: 1483.95 ms [2022-02-06 18:33:16 main:574] : INFO : Epoch 1992 | loss: 0.031171 | val_loss: 0.0311768 | Time: 1514.31 ms [2022-02-06 18:33:18 main:574] : INFO : Epoch 1993 | loss: 0.0311699 | val_loss: 0.0311866 | Time: 1486.22 ms [2022-02-06 18:33:19 main:574] : INFO : Epoch 1994 | loss: 0.0311694 | val_loss: 0.0311861 | Time: 1518.86 ms [2022-02-06 18:33:21 main:574] : INFO : Epoch 1995 | loss: 0.0311677 | val_loss: 0.031179 | Time: 1482.91 ms [2022-02-06 18:33:23 main:574] : INFO : Epoch 1996 | loss: 0.0311667 | val_loss: 0.0311779 | Time: 1485.55 ms [2022-02-06 18:33:24 main:574] : INFO : Epoch 1997 | loss: 0.0311646 | val_loss: 0.031176 | Time: 1493.28 ms [2022-02-06 18:33:26 main:574] : INFO : Epoch 1998 | loss: 0.0311646 | val_loss: 0.0311766 | Time: 1475.17 ms [2022-02-06 18:33:27 main:574] : INFO : Epoch 1999 | loss: 0.0311692 | val_loss: 0.0311795 | Time: 1485.82 ms [2022-02-06 18:33:29 main:574] : INFO : Epoch 2000 | loss: 0.031169 | val_loss: 0.0311798 | Time: 1489.81 ms [2022-02-06 18:33:30 main:574] : INFO : Epoch 2001 | loss: 0.0311676 | val_loss: 0.0311754 | Time: 1496.06 ms [2022-02-06 18:33:32 main:574] : INFO : Epoch 2002 | loss: 0.031166 | val_loss: 0.0311778 | Time: 1474.53 ms [2022-02-06 18:33:33 main:574] : INFO : Epoch 2003 | loss: 0.0311657 | val_loss: 0.0311774 | Time: 1478.37 ms [2022-02-06 18:33:35 main:574] : INFO : Epoch 2004 | loss: 0.0311664 | val_loss: 0.0311786 | Time: 1477.1 ms [2022-02-06 18:33:36 main:574] : INFO : Epoch 2005 | loss: 0.0311658 | val_loss: 0.0311826 | Time: 1491.71 ms [2022-02-06 18:33:38 main:574] : INFO : Epoch 2006 | loss: 0.0311646 | val_loss: 0.0311775 | Time: 1478.17 ms [2022-02-06 18:33:39 main:574] : INFO : Epoch 2007 | loss: 0.0311632 | val_loss: 0.0311776 | Time: 1485.39 ms [2022-02-06 18:33:41 main:574] : INFO : Epoch 2008 | loss: 0.0311685 | val_loss: 0.0311794 | Time: 1480.03 ms [2022-02-06 18:33:42 main:574] : INFO : Epoch 2009 | loss: 0.0311657 | val_loss: 0.0311777 | Time: 1474.29 ms [2022-02-06 18:33:44 main:574] : INFO : Epoch 2010 | loss: 0.0311659 | val_loss: 0.0311812 | Time: 1499.17 ms [2022-02-06 18:33:45 main:574] : INFO : Epoch 2011 | loss: 0.0311656 | val_loss: 0.0311758 | Time: 1491.03 ms [2022-02-06 18:33:47 main:574] : INFO : Epoch 2012 | loss: 0.0311638 | val_loss: 0.0311799 | Time: 1482.96 ms [2022-02-06 18:33:48 main:574] : INFO : Epoch 2013 | loss: 0.0311638 | val_loss: 0.0311761 | Time: 1488.1 ms [2022-02-06 18:33:50 main:574] : INFO : Epoch 2014 | loss: 0.0311669 | val_loss: 0.0311765 | Time: 1480.61 ms [2022-02-06 18:33:51 main:574] : INFO : Epoch 2015 | loss: 0.0311684 | val_loss: 0.031176 | Time: 1475.61 ms [2022-02-06 18:33:53 main:574] : INFO : Epoch 2016 | loss: 0.0311664 | val_loss: 0.0311755 | Time: 1486.98 ms [2022-02-06 18:33:54 main:574] : INFO : Epoch 2017 | loss: 0.0311657 | val_loss: 0.0311771 | Time: 1492.74 ms [2022-02-06 18:33:55 main:574] : INFO : Epoch 2018 | loss: 0.0311658 | val_loss: 0.0311768 | Time: 1476.9 ms [2022-02-06 18:33:57 main:574] : INFO : Epoch 2019 | loss: 0.0311638 | val_loss: 0.031178 | Time: 1477.07 ms [2022-02-06 18:33:58 main:574] : INFO : Epoch 2020 | loss: 0.0311655 | val_loss: 0.0311768 | Time: 1476.93 ms [2022-02-06 18:34:00 main:574] : INFO : Epoch 2021 | loss: 0.0311646 | val_loss: 0.0311773 | Time: 1481.99 ms [2022-02-06 18:34:01 main:574] : INFO : Epoch 2022 | loss: 0.031163 | val_loss: 0.0311751 | Time: 1478.58 ms [2022-02-06 18:34:03 main:574] : INFO : Epoch 2023 | loss: 0.0311629 | val_loss: 0.0311762 | Time: 1479.92 ms [2022-02-06 18:34:04 main:574] : INFO : Epoch 2024 | loss: 0.031163 | val_loss: 0.0311754 | Time: 1500.17 ms [2022-02-06 18:34:06 main:574] : INFO : Epoch 2025 | loss: 0.0311646 | val_loss: 0.0311755 | Time: 1484 ms [2022-02-06 18:34:07 main:574] : INFO : Epoch 2026 | loss: 0.0311685 | val_loss: 0.0311894 | Time: 1473.93 ms [2022-02-06 18:34:09 main:574] : INFO : Epoch 2027 | loss: 0.0311754 | val_loss: 0.0311851 | Time: 1491.4 ms [2022-02-06 18:34:10 main:574] : INFO : Epoch 2028 | loss: 0.0311683 | val_loss: 0.0311764 | Time: 1472.84 ms [2022-02-06 18:34:12 main:574] : INFO : Epoch 2029 | loss: 0.031171 | val_loss: 0.0311759 | Time: 1478.19 ms [2022-02-06 18:34:13 main:574] : INFO : Epoch 2030 | loss: 0.0311742 | val_loss: 0.0311805 | Time: 1477.87 ms [2022-02-06 18:34:15 main:574] : INFO : Epoch 2031 | loss: 0.0311704 | val_loss: 0.0311759 | Time: 1478.97 ms [2022-02-06 18:34:16 main:574] : INFO : Epoch 2032 | loss: 0.0311683 | val_loss: 0.0311763 | Time: 1517.73 ms [2022-02-06 18:34:18 main:574] : INFO : Epoch 2033 | loss: 0.0311677 | val_loss: 0.0311788 | Time: 1510.18 ms [2022-02-06 18:34:19 main:574] : INFO : Epoch 2034 | loss: 0.0311694 | val_loss: 0.0311821 | Time: 1499.32 ms [2022-02-06 18:34:21 main:574] : INFO : Epoch 2035 | loss: 0.031171 | val_loss: 0.0311797 | Time: 1497.24 ms [2022-02-06 18:34:22 main:574] : INFO : Epoch 2036 | loss: 0.0311689 | val_loss: 0.0311792 | Time: 1475.3 ms [2022-02-06 18:34:24 main:574] : INFO : Epoch 2037 | loss: 0.0311697 | val_loss: 0.0311773 | Time: 1485.1 ms [2022-02-06 18:34:25 main:574] : INFO : Epoch 2038 | loss: 0.0311686 | val_loss: 0.0311765 | Time: 1484.59 ms [2022-02-06 18:34:27 main:574] : INFO : Epoch 2039 | loss: 0.0311683 | val_loss: 0.0311753 | Time: 1481.64 ms [2022-02-06 18:34:28 main:574] : INFO : Epoch 2040 | loss: 0.0311663 | val_loss: 0.0311766 | Time: 1483.81 ms [2022-02-06 18:34:30 main:574] : INFO : Epoch 2041 | loss: 0.0311653 | val_loss: 0.0311764 | Time: 1487.23 ms [2022-02-06 18:34:31 main:574] : INFO : Epoch 2042 | loss: 0.0311653 | val_loss: 0.0311792 | Time: 1483.12 ms [2022-02-06 18:34:33 main:574] : INFO : Epoch 2043 | loss: 0.031165 | val_loss: 0.031178 | Time: 1512.66 ms [2022-02-06 18:34:34 main:574] : INFO : Epoch 2044 | loss: 0.0311668 | val_loss: 0.0311801 | Time: 1483.47 ms [2022-02-06 18:34:36 main:574] : INFO : Epoch 2045 | loss: 0.0311679 | val_loss: 0.0311764 | Time: 1497.69 ms [2022-02-06 18:34:37 main:574] : INFO : Epoch 2046 | loss: 0.0311674 | val_loss: 0.0311774 | Time: 1473.82 ms [2022-02-06 18:34:49 main:574] : INFO : Epoch 2047 | loss: 0.0311715 | val_loss: 0.031176 | Time: 11672.4 ms [2022-02-06 18:34:51 main:574] : INFO : Epoch 2048 | loss: 0.0311687 | val_loss: 0.0311746 | Time: 1490.2 ms [2022-02-06 18:34:51 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311746 [2022-02-06 18:34:51 main:603] : INFO : Saving end state to config to file [2022-02-06 18:34:51 main:608] : INFO : Success, exiting.. 18:34:51 (33988): 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)