| Name | ParityModified-1639965831-19951-3-0_0 |
| Workunit | 8778726 |
| Created | 14 Feb 2022, 13:31:16 UTC |
| Sent | 27 Feb 2022, 2:32:28 UTC |
| Report deadline | 7 Mar 2022, 2:32:28 UTC |
| Received | 28 Feb 2022, 1:37:50 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17116 |
| Run time | 49 min 34 sec |
| CPU time | 48 min 44 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,205.27 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.67 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> [2022-02-26 23:02:40 main:574] : INFO : Epoch 1634 | loss: 0.0311551 | val_loss: 0.0311699 | Time: 1497.79 ms [2022-02-26 23:02:41 main:574] : INFO : Epoch 1635 | loss: 0.0311557 | val_loss: 0.0311713 | Time: 1499.73 ms [2022-02-26 23:02:43 main:574] : INFO : Epoch 1636 | loss: 0.0311536 | val_loss: 0.0311699 | Time: 1513.78 ms [2022-02-26 23:02:44 main:574] : INFO : Epoch 1637 | loss: 0.0311548 | val_loss: 0.0311742 | Time: 1445.68 ms [2022-02-26 23:02:45 main:574] : INFO : Epoch 1638 | loss: 0.0311545 | val_loss: 0.0311799 | Time: 1396.54 ms [2022-02-26 23:02:47 main:574] : INFO : Epoch 1639 | loss: 0.0311562 | val_loss: 0.0311748 | Time: 1392.49 ms [2022-02-26 23:02:48 main:574] : INFO : Epoch 1640 | loss: 0.0311589 | val_loss: 0.0311738 | Time: 1392.28 ms [2022-02-26 23:02:50 main:574] : INFO : Epoch 1641 | loss: 0.0311584 | val_loss: 0.0311723 | Time: 1400.21 ms [2022-02-26 23:02:51 main:574] : INFO : Epoch 1642 | loss: 0.0311572 | val_loss: 0.0311757 | Time: 1402.34 ms [2022-02-26 23:02:52 main:574] : INFO : Epoch 1643 | loss: 0.0311599 | val_loss: 0.0311802 | Time: 1396.25 ms [2022-02-26 23:02:54 main:574] : INFO : Epoch 1644 | loss: 0.031162 | val_loss: 0.0311831 | Time: 1410.35 ms [2022-02-26 23:02:55 main:574] : INFO : Epoch 1645 | loss: 0.0311615 | val_loss: 0.0311765 | Time: 1399.92 ms [2022-02-26 23:02:57 main:574] : INFO : Epoch 1646 | loss: 0.0311592 | val_loss: 0.0311813 | Time: 1418.73 ms [2022-02-26 23:02:58 main:574] : INFO : Epoch 1647 | loss: 0.0311559 | val_loss: 0.0311705 | Time: 1398.08 ms [2022-02-26 23:02:59 main:574] : INFO : Epoch 1648 | loss: 0.0311544 | val_loss: 0.0311702 | Time: 1402.1 ms [2022-02-26 23:03:01 main:574] : INFO : Epoch 1649 | loss: 0.0311568 | val_loss: 0.0311715 | Time: 1421.8 ms [2022-02-26 23:03:02 main:574] : INFO : Epoch 1650 | loss: 0.0311567 | val_loss: 0.0311758 | Time: 1398.82 ms [2022-02-26 23:03:04 main:574] : INFO : Epoch 1651 | loss: 0.0311559 | val_loss: 0.0311725 | Time: 1406.68 ms [2022-02-26 23:03:05 main:574] : INFO : Epoch 1652 | loss: 0.0311561 | val_loss: 0.0311745 | Time: 1460.86 ms [2022-02-26 23:03:07 main:574] : INFO : Epoch 1653 | loss: 0.0311525 | val_loss: 0.0311726 | Time: 1403.98 ms [2022-02-26 23:03:08 main:574] : INFO : Epoch 1654 | loss: 0.0311523 | val_loss: 0.0311742 | Time: 1398.93 ms [2022-02-26 23:03:09 main:574] : INFO : Epoch 1655 | loss: 0.0311523 | val_loss: 0.0311693 | Time: 1397.93 ms [2022-02-26 23:03:11 main:574] : INFO : Epoch 1656 | loss: 0.031152 | val_loss: 0.0311774 | Time: 1402.04 ms [2022-02-26 23:03:12 main:574] : INFO : Epoch 1657 | loss: 0.0311597 | val_loss: 0.0311845 | Time: 1389.19 ms [2022-02-26 23:03:14 main:574] : INFO : Epoch 1658 | loss: 0.0311577 | val_loss: 0.0311684 | Time: 1398.67 ms [2022-02-26 23:03:15 main:574] : INFO : Epoch 1659 | loss: 0.0311537 | val_loss: 0.0311715 | Time: 1396.24 ms [2022-02-26 23:03:16 main:574] : INFO : Epoch 1660 | loss: 0.0311543 | val_loss: 0.0311733 | Time: 1462.05 ms [2022-02-26 23:03:18 main:574] : INFO : Epoch 1661 | loss: 0.0311547 | val_loss: 0.0311723 | Time: 1481.41 ms [2022-02-26 23:03:19 main:574] : INFO : Epoch 1662 | loss: 0.0311547 | val_loss: 0.031174 | Time: 1488.39 ms [2022-02-26 23:03:21 main:574] : INFO : Epoch 1663 | loss: 0.0311525 | val_loss: 0.0311701 | Time: 1525.64 ms [2022-02-26 23:03:22 main:574] : INFO : Epoch 1664 | loss: 0.0311523 | val_loss: 0.0311731 | Time: 1491.9 ms [2022-02-26 23:03:24 main:574] : INFO : Epoch 1665 | loss: 0.0311529 | val_loss: 0.031175 | Time: 1486.98 ms [2022-02-26 23:03:25 main:574] : INFO : Epoch 1666 | loss: 0.0311536 | val_loss: 0.031175 | Time: 1496.05 ms [2022-02-26 23:03:27 main:574] : INFO : Epoch 1667 | loss: 0.0311523 | val_loss: 0.0311725 | Time: 1486.26 ms [2022-02-26 23:03:28 main:574] : INFO : Epoch 1668 | loss: 0.0311535 | val_loss: 0.0311744 | Time: 1487.09 ms [2022-02-26 23:03:30 main:574] : INFO : Epoch 1669 | loss: 0.0311529 | val_loss: 0.031171 | Time: 1480.89 ms [2022-02-26 23:03:31 main:574] : INFO : Epoch 1670 | loss: 0.0311526 | val_loss: 0.0311726 | Time: 1500.23 ms [2022-02-26 23:03:33 main:574] : INFO : Epoch 1671 | loss: 0.0311537 | val_loss: 0.0311753 | Time: 1486.8 ms [2022-02-26 23:03:34 main:574] : INFO : Epoch 1672 | loss: 0.0311562 | val_loss: 0.0311744 | Time: 1483.68 ms [2022-02-26 23:03:36 main:574] : INFO : Epoch 1673 | loss: 0.0311545 | val_loss: 0.0311715 | Time: 1489.22 ms [2022-02-26 23:03:37 main:574] : INFO : Epoch 1674 | loss: 0.0311547 | val_loss: 0.0311756 | Time: 1485.35 ms [2022-02-26 23:03:39 main:574] : INFO : Epoch 1675 | loss: 0.0311571 | val_loss: 0.0311733 | Time: 1488.1 ms [2022-02-26 23:03:40 main:574] : INFO : Epoch 1676 | loss: 0.0311546 | val_loss: 0.0311728 | Time: 1492.53 ms [2022-02-26 23:03:52 main:574] : INFO : Epoch 1677 | loss: 0.0311543 | val_loss: 0.0311716 | Time: 11709.5 ms [2022-02-26 23:03:53 main:574] : INFO : Epoch 1678 | loss: 0.031154 | val_loss: 0.0311758 | Time: 1501.78 ms [2022-02-26 23:03:55 main:574] : INFO : Epoch 1679 | loss: 0.0311538 | val_loss: 0.0311747 | Time: 1496.71 ms [2022-02-26 23:03:56 main:574] : INFO : Epoch 1680 | loss: 0.0311552 | val_loss: 0.0311731 | Time: 1494.45 ms [2022-02-26 23:03:58 main:574] : INFO : Epoch 1681 | loss: 0.0311591 | val_loss: 0.0311718 | Time: 1500.29 ms [2022-02-26 23:03:59 main:574] : INFO : Epoch 1682 | loss: 0.0311566 | val_loss: 0.0311709 | Time: 1399.05 ms [2022-02-26 23:04:01 main:574] : INFO : Epoch 1683 | loss: 0.0311564 | val_loss: 0.0311732 | Time: 1402.12 ms [2022-02-26 23:04:02 main:574] : INFO : Epoch 1684 | loss: 0.0311549 | val_loss: 0.0311738 | Time: 1399.44 ms [2022-02-26 23:04:04 main:574] : INFO : Epoch 1685 | loss: 0.0311552 | val_loss: 0.0311707 | Time: 1398.71 ms [2022-02-26 23:04:05 main:574] : INFO : Epoch 1686 | loss: 0.0311547 | val_loss: 0.0311733 | Time: 1399.85 ms [2022-02-26 23:04:06 main:574] : INFO : Epoch 1687 | loss: 0.0311563 | val_loss: 0.0311732 | Time: 1397.58 ms [2022-02-26 23:04:08 main:574] : INFO : Epoch 1688 | loss: 0.0311564 | val_loss: 0.0311769 | Time: 1400.16 ms [2022-02-26 23:04:09 main:574] : INFO : Epoch 1689 | loss: 0.0311551 | val_loss: 0.0311709 | Time: 1394.32 ms [2022-02-26 23:04:11 main:574] : INFO : Epoch 1690 | loss: 0.0311528 | val_loss: 0.0311709 | Time: 1390.91 ms [2022-02-26 23:04:12 main:574] : INFO : Epoch 1691 | loss: 0.0311522 | val_loss: 0.0311782 | Time: 1401.42 ms [2022-02-26 23:04:13 main:574] : INFO : Epoch 1692 | loss: 0.0311534 | val_loss: 0.0311772 | Time: 1484.81 ms [2022-02-26 23:04:15 main:574] : INFO : Epoch 1693 | loss: 0.0311674 | val_loss: 0.0311694 | Time: 1485.96 ms [2022-02-26 23:04:16 main:574] : INFO : Epoch 1694 | loss: 0.0311683 | val_loss: 0.031171 | Time: 1484.63 ms [2022-02-26 23:04:18 main:574] : INFO : Epoch 1695 | loss: 0.0311662 | val_loss: 0.031168 | Time: 1487.83 ms [2022-02-26 23:04:19 main:574] : INFO : Epoch 1696 | loss: 0.0311631 | val_loss: 0.0311688 | Time: 1494.61 ms [2022-02-26 23:04:21 main:574] : INFO : Epoch 1697 | loss: 0.0311666 | val_loss: 0.031179 | Time: 1486.56 ms [2022-02-26 23:04:22 main:574] : INFO : Epoch 1698 | loss: 0.0311647 | val_loss: 0.0311673 | Time: 1482.67 ms [2022-02-26 23:04:24 main:574] : INFO : Epoch 1699 | loss: 0.0311636 | val_loss: 0.0311676 | Time: 1493.34 ms [2022-02-26 23:04:25 main:574] : INFO : Epoch 1700 | loss: 0.0311645 | val_loss: 0.0311677 | Time: 1488.64 ms [2022-02-26 23:04:27 main:574] : INFO : Epoch 1701 | loss: 0.0311664 | val_loss: 0.0311707 | Time: 1485.63 ms [2022-02-26 23:04:28 main:574] : INFO : Epoch 1702 | loss: 0.031166 | val_loss: 0.031171 | Time: 1515.3 ms [2022-02-26 23:04:30 main:574] : INFO : Epoch 1703 | loss: 0.0311636 | val_loss: 0.0311674 | Time: 1486.96 ms [2022-02-26 23:04:31 main:574] : INFO : Epoch 1704 | loss: 0.031162 | val_loss: 0.0311667 | Time: 1485.46 ms [2022-02-26 23:04:33 main:574] : INFO : Epoch 1705 | loss: 0.0311608 | val_loss: 0.0311688 | Time: 1485.42 ms [2022-02-26 23:04:34 main:574] : INFO : Epoch 1706 | loss: 0.0311583 | val_loss: 0.0311665 | Time: 1483.4 ms [2022-02-26 23:04:36 main:574] : INFO : Epoch 1707 | loss: 0.0311589 | val_loss: 0.0311668 | Time: 1491.58 ms [2022-02-26 23:04:37 main:574] : INFO : Epoch 1708 | loss: 0.031159 | val_loss: 0.0311673 | Time: 1480.73 ms [2022-02-26 23:04:39 main:574] : INFO : Epoch 1709 | loss: 0.0311586 | val_loss: 0.0311672 | Time: 1484.72 ms [2022-02-26 23:04:40 main:574] : INFO : Epoch 1710 | loss: 0.0311576 | val_loss: 0.0311675 | Time: 1487.05 ms [2022-02-26 23:04:42 main:574] : INFO : Epoch 1711 | loss: 0.0311603 | val_loss: 0.0311725 | Time: 1484.98 ms [2022-02-26 23:04:43 main:574] : INFO : Epoch 1712 | loss: 0.0311633 | val_loss: 0.0311696 | Time: 1476.34 ms [2022-02-26 23:04:45 main:574] : INFO : Epoch 1713 | loss: 0.0311628 | val_loss: 0.0311671 | Time: 1489.63 ms [2022-02-26 23:04:46 main:574] : INFO : Epoch 1714 | loss: 0.0311631 | val_loss: 0.0311713 | Time: 1492.23 ms [2022-02-26 23:04:48 main:574] : INFO : Epoch 1715 | loss: 0.0311616 | val_loss: 0.0311731 | Time: 1499.31 ms [2022-02-26 23:04:49 main:574] : INFO : Epoch 1716 | loss: 0.0311595 | val_loss: 0.031173 | Time: 1492.99 ms [2022-02-26 23:04:51 main:574] : INFO : Epoch 1717 | loss: 0.0311605 | val_loss: 0.0311677 | Time: 1445.99 ms [2022-02-26 23:04:52 main:574] : INFO : Epoch 1718 | loss: 0.0311577 | val_loss: 0.031169 | Time: 1399.81 ms [2022-02-26 23:04:53 main:574] : INFO : Epoch 1719 | loss: 0.0311615 | val_loss: 0.0311743 | Time: 1392.36 ms [2022-02-26 23:04:55 main:574] : INFO : Epoch 1720 | loss: 0.0311589 | val_loss: 0.03117 | Time: 1395.33 ms [2022-02-26 23:04:56 main:574] : INFO : Epoch 1721 | loss: 0.0311572 | val_loss: 0.0311691 | Time: 1412.44 ms [2022-02-26 23:04:58 main:574] : INFO : Epoch 1722 | loss: 0.0311583 | val_loss: 0.0311718 | Time: 1507.33 ms [2022-02-26 23:04:59 main:574] : INFO : Epoch 1723 | loss: 0.0311578 | val_loss: 0.0311701 | Time: 1506.46 ms [2022-02-26 23:05:01 main:574] : INFO : Epoch 1724 | loss: 0.0311562 | val_loss: 0.0311711 | Time: 1491.17 ms [2022-02-26 23:05:02 main:574] : INFO : Epoch 1725 | loss: 0.031156 | val_loss: 0.0311729 | Time: 1486.82 ms [2022-02-26 23:05:04 main:574] : INFO : Epoch 1726 | loss: 0.0311549 | val_loss: 0.031173 | Time: 1488.64 ms [2022-02-26 23:05:05 main:574] : INFO : Epoch 1727 | loss: 0.0311562 | val_loss: 0.0311703 | Time: 1482.14 ms [2022-02-26 23:05:07 main:574] : INFO : Epoch 1728 | loss: 0.0311555 | val_loss: 0.0311723 | Time: 1482.45 ms [2022-02-26 23:05:08 main:574] : INFO : Epoch 1729 | loss: 0.0311553 | val_loss: 0.0311709 | Time: 1500.15 ms [2022-02-26 23:05:10 main:574] : INFO : Epoch 1730 | loss: 0.0311554 | val_loss: 0.0311692 | Time: 1486.45 ms [2022-02-26 23:05:11 main:574] : INFO : Epoch 1731 | loss: 0.0311581 | val_loss: 0.0311695 | Time: 1484.48 ms [2022-02-26 23:05:13 main:574] : INFO : Epoch 1732 | loss: 0.0311551 | val_loss: 0.0311708 | Time: 1491.09 ms [2022-02-26 23:05:14 main:574] : INFO : Epoch 1733 | loss: 0.0311577 | val_loss: 0.0311737 | Time: 1491.32 ms [2022-02-26 23:05:16 main:574] : INFO : Epoch 1734 | loss: 0.0311569 | val_loss: 0.0311749 | Time: 1488.21 ms [2022-02-26 23:05:17 main:574] : INFO : Epoch 1735 | loss: 0.0311604 | val_loss: 0.0311692 | Time: 1485.23 ms [2022-02-26 23:05:19 main:574] : INFO : Epoch 1736 | loss: 0.0311558 | val_loss: 0.0311715 | Time: 1497.21 ms [2022-02-26 23:05:20 main:574] : INFO : Epoch 1737 | loss: 0.0311557 | val_loss: 0.03117 | Time: 1408.13 ms [2022-02-26 23:05:22 main:574] : INFO : Epoch 1738 | loss: 0.0311573 | val_loss: 0.0311751 | Time: 1392.95 ms [2022-02-26 23:05:23 main:574] : INFO : Epoch 1739 | loss: 0.0311606 | val_loss: 0.0311727 | Time: 1400.07 ms [2022-02-26 23:05:24 main:574] : INFO : Epoch 1740 | loss: 0.0311585 | val_loss: 0.0311728 | Time: 1397 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-02-27 12:41:40 main:435] : INFO : Set logging level to 1 [2022-02-27 12:41:40 main:441] : INFO : Running in BOINC Client mode [2022-02-27 12:41:40 main:444] : INFO : Resolving all filenames [2022-02-27 12:41:40 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 12:41:40 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 12:41:40 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 12:41:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 12:41:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 12:41:40 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 12:41:40 main:474] : INFO : Configuration: [2022-02-27 12:41:40 main:475] : INFO : Model type: GRU [2022-02-27 12:41:40 main:476] : INFO : Validation Loss Threshold: 0.0001 Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-02-27 16:54:51 main:435] : INFO : Set logging level to 1 [2022-02-27 16:54:51 main:441] : INFO : Running in BOINC Client mode [2022-02-27 16:54:51 main:444] : INFO : Resolving all filenames [2022-02-27 16:54:51 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 16:54:51 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 16:54:51 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 16:54:51 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 16:54:51 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 16:54:51 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 16:54:51 main:474] : INFO : Configuration: [2022-02-27 16:54:51 main:475] : INFO : Model type: GRU [2022-02-27 16:54:51 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 16:54:51 main:477] : INFO : Max Epochs: 2048 [2022-02-27 16:54:51 main:478] : INFO : Batch Size: 128 [2022-02-27 16:54:51 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 16:54:51 main:480] : INFO : Patience: 10 [2022-02-27 16:54:51 main:481] : INFO : Hidden Width: 12 [2022-02-27 16:54:51 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 16:54:51 main:483] : INFO : # Backend Layers: 4 [2022-02-27 16:54:51 main:484] : INFO : # Threads: 1 [2022-02-27 16:54:51 main:486] : INFO : Preparing Dataset [2022-02-27 16:54:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 16:54:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 16:54:53 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 16:54:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 16:54:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 16:54:53 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 16:54:53 main:494] : INFO : Creating Model [2022-02-27 16:54:53 main:507] : INFO : Preparing config file [2022-02-27 16:54:53 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 16:54:53 main:512] : INFO : Loading config [2022-02-27 16:54:53 main:514] : INFO : Loading state [2022-02-27 16:54:55 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 16:54:55 main:562] : INFO : Starting Training [2022-02-27 16:54:57 main:574] : INFO : Epoch 1725 | loss: 0.0312349 | val_loss: 0.0311847 | Time: 2087.53 ms [2022-02-27 16:54:58 main:574] : INFO : Epoch 1726 | loss: 0.0311662 | val_loss: 0.0311752 | Time: 1373 ms [2022-02-27 16:55:00 main:574] : INFO : Epoch 1727 | loss: 0.0311608 | val_loss: 0.0311713 | Time: 1365.4 ms [2022-02-27 16:55:01 main:574] : INFO : Epoch 1728 | loss: 0.0311586 | val_loss: 0.0311724 | Time: 1361.49 ms [2022-02-27 16:55:02 main:574] : INFO : Epoch 1729 | loss: 0.031159 | val_loss: 0.0311702 | Time: 1367.12 ms [2022-02-27 16:55:04 main:574] : INFO : Epoch 1730 | loss: 0.0311593 | val_loss: 0.0311711 | Time: 1368.05 ms [2022-02-27 16:55:05 main:574] : INFO : Epoch 1731 | loss: 0.0311561 | val_loss: 0.0311685 | Time: 1372.84 ms [2022-02-27 16:55:07 main:574] : INFO : Epoch 1732 | loss: 0.0311586 | val_loss: 0.0311685 | Time: 1369.93 ms [2022-02-27 16:55:08 main:574] : INFO : Epoch 1733 | loss: 0.0311605 | val_loss: 0.0311701 | Time: 1372.12 ms [2022-02-27 16:55:09 main:574] : INFO : Epoch 1734 | loss: 0.0311596 | val_loss: 0.0311717 | Time: 1385 ms [2022-02-27 16:55:11 main:574] : INFO : Epoch 1735 | loss: 0.0311591 | val_loss: 0.0311702 | Time: 1375.83 ms [2022-02-27 16:55:12 main:574] : INFO : Epoch 1736 | loss: 0.0311582 | val_loss: 0.0311719 | Time: 1361.83 ms [2022-02-27 16:55:13 main:574] : INFO : Epoch 1737 | loss: 0.0311596 | val_loss: 0.0311801 | Time: 1369.97 ms [2022-02-27 16:55:15 main:574] : INFO : Epoch 1738 | loss: 0.0311611 | val_loss: 0.0311694 | Time: 1370.99 ms [2022-02-27 16:55:16 main:574] : INFO : Epoch 1739 | loss: 0.0311602 | val_loss: 0.0311699 | Time: 1368.52 ms [2022-02-27 16:55:18 main:574] : INFO : Epoch 1740 | loss: 0.0311592 | val_loss: 0.03117 | Time: 1369.36 ms [2022-02-27 16:55:19 main:574] : INFO : Epoch 1741 | loss: 0.0311579 | val_loss: 0.0311712 | Time: 1373.23 ms [2022-02-27 16:55:20 main:574] : INFO : Epoch 1742 | loss: 0.0311576 | val_loss: 0.0311723 | Time: 1382.68 ms [2022-02-27 16:55:22 main:574] : INFO : Epoch 1743 | loss: 0.0311559 | val_loss: 0.0311719 | Time: 1375.53 ms [2022-02-27 16:55:23 main:574] : INFO : Epoch 1744 | loss: 0.0311581 | val_loss: 0.0311743 | Time: 1388.37 ms [2022-02-27 16:55:24 main:574] : INFO : Epoch 1745 | loss: 0.031156 | val_loss: 0.0311709 | Time: 1369.85 ms [2022-02-27 16:55:26 main:574] : INFO : Epoch 1746 | loss: 0.0311562 | val_loss: 0.0311737 | Time: 1373.23 ms [2022-02-27 16:55:27 main:574] : INFO : Epoch 1747 | loss: 0.0311564 | val_loss: 0.0311746 | Time: 1378.24 ms [2022-02-27 16:55:29 main:574] : INFO : Epoch 1748 | loss: 0.0311557 | val_loss: 0.0311748 | Time: 1376.68 ms [2022-02-27 16:55:30 main:574] : INFO : Epoch 1749 | loss: 0.031159 | val_loss: 0.0311767 | Time: 1367.37 ms [2022-02-27 16:55:31 main:574] : INFO : Epoch 1750 | loss: 0.0311563 | val_loss: 0.0311692 | Time: 1372.55 ms [2022-02-27 16:55:33 main:574] : INFO : Epoch 1751 | loss: 0.0311561 | val_loss: 0.0311702 | Time: 1371.65 ms [2022-02-27 16:55:34 main:574] : INFO : Epoch 1752 | loss: 0.0311574 | val_loss: 0.0311724 | Time: 1365.08 ms [2022-02-27 16:55:35 main:574] : INFO : Epoch 1753 | loss: 0.0311554 | val_loss: 0.0311688 | Time: 1378.12 ms [2022-02-27 16:55:37 main:574] : INFO : Epoch 1754 | loss: 0.0311549 | val_loss: 0.0311706 | Time: 1384.38 ms [2022-02-27 16:55:38 main:574] : INFO : Epoch 1755 | loss: 0.0311564 | val_loss: 0.0311712 | Time: 1377.68 ms [2022-02-27 16:55:40 main:574] : INFO : Epoch 1756 | loss: 0.0311563 | val_loss: 0.031176 | Time: 1366.81 ms [2022-02-27 16:55:41 main:574] : INFO : Epoch 1757 | loss: 0.0311556 | val_loss: 0.0311722 | Time: 1393.92 ms [2022-02-27 16:55:42 main:574] : INFO : Epoch 1758 | loss: 0.0311547 | val_loss: 0.031173 | Time: 1379.07 ms [2022-02-27 16:55:44 main:574] : INFO : Epoch 1759 | loss: 0.0311542 | val_loss: 0.0311705 | Time: 1373.17 ms [2022-02-27 16:55:45 main:574] : INFO : Epoch 1760 | loss: 0.0311549 | val_loss: 0.0311707 | Time: 1381.61 ms [2022-02-27 16:55:47 main:574] : INFO : Epoch 1761 | loss: 0.0311558 | val_loss: 0.031171 | Time: 1379.66 ms [2022-02-27 16:55:48 main:574] : INFO : Epoch 1762 | loss: 0.0311571 | val_loss: 0.0311713 | Time: 1380 ms [2022-02-27 16:55:49 main:574] : INFO : Epoch 1763 | loss: 0.0311586 | val_loss: 0.0311756 | Time: 1385.85 ms [2022-02-27 16:55:51 main:574] : INFO : Epoch 1764 | loss: 0.0311564 | val_loss: 0.0311709 | Time: 1548.67 ms [2022-02-27 16:55:52 main:574] : INFO : Epoch 1765 | loss: 0.031156 | val_loss: 0.0311715 | Time: 1509.85 ms [2022-02-27 16:55:54 main:574] : INFO : Epoch 1766 | loss: 0.0311536 | val_loss: 0.0311726 | Time: 1425.18 ms [2022-02-27 16:55:55 main:574] : INFO : Epoch 1767 | loss: 0.031157 | val_loss: 0.0311709 | Time: 1416.91 ms [2022-02-27 16:55:58 main:574] : INFO : Epoch 1768 | loss: 0.0311593 | val_loss: 0.0311713 | Time: 1455.04 ms [2022-02-27 16:55:59 main:574] : INFO : Epoch 1769 | loss: 0.0311617 | val_loss: 0.0311736 | Time: 1407.45 ms [2022-02-27 16:56:01 main:574] : INFO : Epoch 1770 | loss: 0.03116 | val_loss: 0.0311716 | Time: 1468.57 ms [2022-02-27 16:56:02 main:574] : INFO : Epoch 1771 | loss: 0.0311566 | val_loss: 0.0311701 | Time: 1411.5 ms [2022-02-27 16:56:15 main:574] : INFO : Epoch 1772 | loss: 0.0311581 | val_loss: 0.0311748 | Time: 13726.7 ms [2022-02-27 16:56:16 main:574] : INFO : Epoch 1773 | loss: 0.0311553 | val_loss: 0.0311705 | Time: 1391.99 ms [2022-02-27 16:56:17 main:574] : INFO : Epoch 1774 | loss: 0.0311559 | val_loss: 0.031172 | Time: 1375.73 ms [2022-02-27 16:56:19 main:574] : INFO : Epoch 1775 | loss: 0.0311568 | val_loss: 0.0311702 | Time: 1378.38 ms [2022-02-27 16:56:20 main:574] : INFO : Epoch 1776 | loss: 0.0311533 | val_loss: 0.0311703 | Time: 1388.63 ms [2022-02-27 16:56:22 main:574] : INFO : Epoch 1777 | loss: 0.0311519 | val_loss: 0.0311717 | Time: 1370.61 ms [2022-02-27 16:56:23 main:574] : INFO : Epoch 1778 | loss: 0.0311554 | val_loss: 0.0311712 | Time: 1377.52 ms [2022-02-27 16:56:24 main:574] : INFO : Epoch 1779 | loss: 0.0311548 | val_loss: 0.0311733 | Time: 1381.49 ms [2022-02-27 16:56:26 main:574] : INFO : Epoch 1780 | loss: 0.0311553 | val_loss: 0.0311695 | Time: 1379.02 ms [2022-02-27 16:56:27 main:574] : INFO : Epoch 1781 | loss: 0.0311546 | val_loss: 0.0311681 | Time: 1380.06 ms [2022-02-27 16:56:28 main:574] : INFO : Epoch 1782 | loss: 0.0311526 | val_loss: 0.0311716 | Time: 1373.02 ms [2022-02-27 16:56:30 main:574] : INFO : Epoch 1783 | loss: 0.0311562 | val_loss: 0.0311756 | Time: 1391.76 ms [2022-02-27 16:56:31 main:574] : INFO : Epoch 1784 | loss: 0.031155 | val_loss: 0.0311675 | Time: 1380.64 ms [2022-02-27 16:56:33 main:574] : INFO : Epoch 1785 | loss: 0.0311527 | val_loss: 0.031173 | Time: 1371.33 ms [2022-02-27 16:56:34 main:574] : INFO : Epoch 1786 | loss: 0.0311526 | val_loss: 0.0311705 | Time: 1374.49 ms [2022-02-27 16:56:35 main:574] : INFO : Epoch 1787 | loss: 0.0311514 | val_loss: 0.0311678 | Time: 1416.76 ms [2022-02-27 16:56:37 main:574] : INFO : Epoch 1788 | loss: 0.0311523 | val_loss: 0.0311717 | Time: 1382.3 ms [2022-02-27 16:56:38 main:574] : INFO : Epoch 1789 | loss: 0.0311508 | val_loss: 0.0311718 | Time: 1373.8 ms [2022-02-27 16:56:40 main:574] : INFO : Epoch 1790 | loss: 0.0311524 | val_loss: 0.0311715 | Time: 1396.51 ms [2022-02-27 16:56:41 main:574] : INFO : Epoch 1791 | loss: 0.0311523 | val_loss: 0.0311786 | Time: 1376.85 ms [2022-02-27 16:56:42 main:574] : INFO : Epoch 1792 | loss: 0.0311535 | val_loss: 0.0311755 | Time: 1384.12 ms [2022-02-27 16:56:44 main:574] : INFO : Epoch 1793 | loss: 0.0311503 | val_loss: 0.0311696 | Time: 1389.65 ms [2022-02-27 16:56:45 main:574] : INFO : Epoch 1794 | loss: 0.0311499 | val_loss: 0.0311725 | Time: 1375.15 ms [2022-02-27 16:56:46 main:574] : INFO : Epoch 1795 | loss: 0.0311538 | val_loss: 0.0311797 | Time: 1383.28 ms [2022-02-27 16:56:48 main:574] : INFO : Epoch 1796 | loss: 0.0311542 | val_loss: 0.0311712 | Time: 1378.03 ms [2022-02-27 16:56:49 main:574] : INFO : Epoch 1797 | loss: 0.031156 | val_loss: 0.0311697 | Time: 1394.48 ms [2022-02-27 16:56:51 main:574] : INFO : Epoch 1798 | loss: 0.0311534 | val_loss: 0.0311717 | Time: 1385.55 ms [2022-02-27 16:56:52 main:574] : INFO : Epoch 1799 | loss: 0.0311556 | val_loss: 0.0311698 | Time: 1513.27 ms [2022-02-27 16:56:54 main:574] : INFO : Epoch 1800 | loss: 0.03116 | val_loss: 0.0311706 | Time: 1391.44 ms [2022-02-27 16:56:55 main:574] : INFO : Epoch 1801 | loss: 0.0311591 | val_loss: 0.0311677 | Time: 1393.77 ms [2022-02-27 16:56:56 main:574] : INFO : Epoch 1802 | loss: 0.0311578 | val_loss: 0.0311717 | Time: 1390.63 ms [2022-02-27 16:56:58 main:574] : INFO : Epoch 1803 | loss: 0.0311573 | val_loss: 0.0311679 | Time: 1389.24 ms [2022-02-27 16:56:59 main:574] : INFO : Epoch 1804 | loss: 0.0311571 | val_loss: 0.0311702 | Time: 1408.02 ms [2022-02-27 16:57:01 main:574] : INFO : Epoch 1805 | loss: 0.0311609 | val_loss: 0.0311727 | Time: 1408.07 ms [2022-02-27 16:57:02 main:574] : INFO : Epoch 1806 | loss: 0.0311624 | val_loss: 0.0311773 | Time: 1403.99 ms [2022-02-27 16:57:03 main:574] : INFO : Epoch 1807 | loss: 0.0311649 | val_loss: 0.0311853 | Time: 1389.91 ms [2022-02-27 16:57:05 main:574] : INFO : Epoch 1808 | loss: 0.0311659 | val_loss: 0.0311724 | Time: 1400.22 ms [2022-02-27 16:57:06 main:574] : INFO : Epoch 1809 | loss: 0.0311618 | val_loss: 0.0311707 | Time: 1386.82 ms [2022-02-27 16:57:07 main:574] : INFO : Epoch 1810 | loss: 0.0311587 | val_loss: 0.0311691 | Time: 1395.52 ms [2022-02-27 16:57:09 main:574] : INFO : Epoch 1811 | loss: 0.0311586 | val_loss: 0.0311703 | Time: 1398.71 ms [2022-02-27 16:57:10 main:574] : INFO : Epoch 1812 | loss: 0.0311578 | val_loss: 0.0311695 | Time: 1407.27 ms [2022-02-27 16:57:12 main:574] : INFO : Epoch 1813 | loss: 0.0311567 | val_loss: 0.0311714 | Time: 1383.73 ms [2022-02-27 16:57:13 main:574] : INFO : Epoch 1814 | loss: 0.0311596 | val_loss: 0.0311707 | Time: 1390.13 ms [2022-02-27 16:57:14 main:574] : INFO : Epoch 1815 | loss: 0.031159 | val_loss: 0.0311717 | Time: 1392.32 ms [2022-02-27 16:57:16 main:574] : INFO : Epoch 1816 | loss: 0.0311545 | val_loss: 0.0311711 | Time: 1388.08 ms [2022-02-27 16:57:17 main:574] : INFO : Epoch 1817 | loss: 0.0311546 | val_loss: 0.0311738 | Time: 1388.61 ms [2022-02-27 16:57:19 main:574] : INFO : Epoch 1818 | loss: 0.0311543 | val_loss: 0.031173 | Time: 1394.93 ms [2022-02-27 16:57:20 main:574] : INFO : Epoch 1819 | loss: 0.0311552 | val_loss: 0.0311723 | Time: 1403.13 ms [2022-02-27 16:57:21 main:574] : INFO : Epoch 1820 | loss: 0.031154 | val_loss: 0.0311752 | Time: 1394.52 ms [2022-02-27 16:57:23 main:574] : INFO : Epoch 1821 | loss: 0.0311564 | val_loss: 0.0311745 | Time: 1398.2 ms [2022-02-27 16:57:24 main:574] : INFO : Epoch 1822 | loss: 0.031154 | val_loss: 0.0311721 | Time: 1393.99 ms [2022-02-27 16:57:26 main:574] : INFO : Epoch 1823 | loss: 0.0311534 | val_loss: 0.0311739 | Time: 1400.19 ms [2022-02-27 16:57:27 main:574] : INFO : Epoch 1824 | loss: 0.0311563 | val_loss: 0.031173 | Time: 1393.56 ms [2022-02-27 16:57:28 main:574] : INFO : Epoch 1825 | loss: 0.031158 | val_loss: 0.0311751 | Time: 1387.23 ms [2022-02-27 16:57:30 main:574] : INFO : Epoch 1826 | loss: 0.0311562 | val_loss: 0.0311749 | Time: 1401.67 ms [2022-02-27 16:57:31 main:574] : INFO : Epoch 1827 | loss: 0.031155 | val_loss: 0.0311718 | Time: 1388.21 ms [2022-02-27 16:57:33 main:574] : INFO : Epoch 1828 | loss: 0.0311545 | val_loss: 0.0311808 | Time: 1397.89 ms [2022-02-27 16:57:34 main:574] : INFO : Epoch 1829 | loss: 0.0311546 | val_loss: 0.031172 | Time: 1394.35 ms [2022-02-27 16:57:35 main:574] : INFO : Epoch 1830 | loss: 0.0311517 | val_loss: 0.0311708 | Time: 1390.15 ms [2022-02-27 16:57:37 main:574] : INFO : Epoch 1831 | loss: 0.0311515 | val_loss: 0.0311741 | Time: 1389.17 ms [2022-02-27 16:57:38 main:574] : INFO : Epoch 1832 | loss: 0.0311514 | val_loss: 0.0311709 | Time: 1383.44 ms [2022-02-27 16:57:40 main:574] : INFO : Epoch 1833 | loss: 0.0311515 | val_loss: 0.031173 | Time: 1390.06 ms [2022-02-27 16:57:41 main:574] : INFO : Epoch 1834 | loss: 0.031152 | val_loss: 0.0311711 | Time: 1391.05 ms [2022-02-27 16:57:42 main:574] : INFO : Epoch 1835 | loss: 0.0311525 | val_loss: 0.0311721 | Time: 1384.72 ms [2022-02-27 16:57:44 main:574] : INFO : Epoch 1836 | loss: 0.0311511 | val_loss: 0.0311706 | Time: 1396.38 ms [2022-02-27 16:57:45 main:574] : INFO : Epoch 1837 | loss: 0.0311508 | val_loss: 0.0311715 | Time: 1392.59 ms [2022-02-27 16:57:47 main:574] : INFO : Epoch 1838 | loss: 0.0311563 | val_loss: 0.0311714 | Time: 1388.42 ms [2022-02-27 16:57:48 main:574] : INFO : Epoch 1839 | loss: 0.0311559 | val_loss: 0.0311724 | Time: 1402.58 ms [2022-02-27 16:57:49 main:574] : INFO : Epoch 1840 | loss: 0.031154 | val_loss: 0.0311705 | Time: 1390.93 ms [2022-02-27 16:57:51 main:574] : INFO : Epoch 1841 | loss: 0.0311515 | val_loss: 0.0311704 | Time: 1400.42 ms [2022-02-27 16:57:52 main:574] : INFO : Epoch 1842 | loss: 0.0311529 | val_loss: 0.0311748 | Time: 1383.39 ms [2022-02-27 16:57:54 main:574] : INFO : Epoch 1843 | loss: 0.0311537 | val_loss: 0.0311699 | Time: 1383.46 ms [2022-02-27 16:57:55 main:574] : INFO : Epoch 1844 | loss: 0.031153 | val_loss: 0.0311714 | Time: 1401.85 ms [2022-02-27 16:57:56 main:574] : INFO : Epoch 1845 | loss: 0.0311515 | val_loss: 0.0311713 | Time: 1385.34 ms [2022-02-27 16:57:58 main:574] : INFO : Epoch 1846 | loss: 0.0311516 | val_loss: 0.0311719 | Time: 1388.2 ms [2022-02-27 16:57:59 main:574] : INFO : Epoch 1847 | loss: 0.0311511 | val_loss: 0.0311726 | Time: 1389.38 ms [2022-02-27 16:58:00 main:574] : INFO : Epoch 1848 | loss: 0.0311511 | val_loss: 0.0311712 | Time: 1396.67 ms [2022-02-27 16:58:02 main:574] : INFO : Epoch 1849 | loss: 0.0311534 | val_loss: 0.0311744 | Time: 1393.48 ms [2022-02-27 16:58:03 main:574] : INFO : Epoch 1850 | loss: 0.0311507 | val_loss: 0.0311738 | Time: 1390.42 ms [2022-02-27 16:58:05 main:574] : INFO : Epoch 1851 | loss: 0.0311534 | val_loss: 0.0311721 | Time: 1412.73 ms [2022-02-27 16:58:06 main:574] : INFO : Epoch 1852 | loss: 0.0311511 | val_loss: 0.0311721 | Time: 1385.96 ms [2022-02-27 16:58:07 main:574] : INFO : Epoch 1853 | loss: 0.0311513 | val_loss: 0.0311721 | Time: 1387.01 ms [2022-02-27 16:58:09 main:574] : INFO : Epoch 1854 | loss: 0.0311517 | val_loss: 0.0311707 | Time: 1393.86 ms [2022-02-27 16:58:10 main:574] : INFO : Epoch 1855 | loss: 0.0311499 | val_loss: 0.0311715 | Time: 1410.74 ms [2022-02-27 16:58:12 main:574] : INFO : Epoch 1856 | loss: 0.0311501 | val_loss: 0.0311712 | Time: 1398.18 ms [2022-02-27 16:58:13 main:574] : INFO : Epoch 1857 | loss: 0.0311497 | val_loss: 0.0311742 | Time: 1396.8 ms [2022-02-27 16:58:14 main:574] : INFO : Epoch 1858 | loss: 0.0311505 | val_loss: 0.0311789 | Time: 1393.82 ms [2022-02-27 16:58:16 main:574] : INFO : Epoch 1859 | loss: 0.031152 | val_loss: 0.0311707 | Time: 1385.85 ms [2022-02-27 16:58:17 main:574] : INFO : Epoch 1860 | loss: 0.0311494 | val_loss: 0.0311771 | Time: 1391.01 ms [2022-02-27 16:58:19 main:574] : INFO : Epoch 1861 | loss: 0.0311516 | val_loss: 0.0311695 | Time: 1390.16 ms [2022-02-27 16:58:20 main:574] : INFO : Epoch 1862 | loss: 0.0311503 | val_loss: 0.0311715 | Time: 1393.65 ms [2022-02-27 16:58:21 main:574] : INFO : Epoch 1863 | loss: 0.0311505 | val_loss: 0.0311707 | Time: 1394.62 ms [2022-02-27 16:58:23 main:574] : INFO : Epoch 1864 | loss: 0.0311527 | val_loss: 0.0311728 | Time: 1389.39 ms [2022-02-27 16:58:24 main:574] : INFO : Epoch 1865 | loss: 0.0311518 | val_loss: 0.0311684 | Time: 1389.55 ms [2022-02-27 16:58:26 main:574] : INFO : Epoch 1866 | loss: 0.0311532 | val_loss: 0.0311701 | Time: 1403.13 ms [2022-02-27 16:58:27 main:574] : INFO : Epoch 1867 | loss: 0.0311521 | val_loss: 0.0311702 | Time: 1396.88 ms [2022-02-27 16:58:28 main:574] : INFO : Epoch 1868 | loss: 0.0311509 | val_loss: 0.0311779 | Time: 1385.63 ms [2022-02-27 16:58:30 main:574] : INFO : Epoch 1869 | loss: 0.031153 | val_loss: 0.0311702 | Time: 1393.17 ms [2022-02-27 16:58:31 main:574] : INFO : Epoch 1870 | loss: 0.0311529 | val_loss: 0.03117 | Time: 1395.9 ms [2022-02-27 16:58:33 main:574] : INFO : Epoch 1871 | loss: 0.0311506 | val_loss: 0.0311738 | Time: 1383.85 ms [2022-02-27 16:58:34 main:574] : INFO : Epoch 1872 | loss: 0.031152 | val_loss: 0.0311693 | Time: 1387.06 ms [2022-02-27 16:58:35 main:574] : INFO : Epoch 1873 | loss: 0.0311521 | val_loss: 0.0311707 | Time: 1394.95 ms [2022-02-27 16:58:37 main:574] : INFO : Epoch 1874 | loss: 0.0311533 | val_loss: 0.0311727 | Time: 1392.17 ms [2022-02-27 16:58:38 main:574] : INFO : Epoch 1875 | loss: 0.0311527 | val_loss: 0.0311715 | Time: 1390.35 ms [2022-02-27 16:58:40 main:574] : INFO : Epoch 1876 | loss: 0.0311504 | val_loss: 0.0311719 | Time: 1396.91 ms [2022-02-27 16:58:41 main:574] : INFO : Epoch 1877 | loss: 0.0311503 | val_loss: 0.0311723 | Time: 1387.01 ms [2022-02-27 16:58:42 main:574] : INFO : Epoch 1878 | loss: 0.0311508 | val_loss: 0.0311737 | Time: 1394.07 ms [2022-02-27 16:58:44 main:574] : INFO : Epoch 1879 | loss: 0.0311494 | val_loss: 0.0311714 | Time: 1394.35 ms [2022-02-27 16:58:45 main:574] : INFO : Epoch 1880 | loss: 0.0311498 | val_loss: 0.0311704 | Time: 1391.76 ms [2022-02-27 16:58:47 main:574] : INFO : Epoch 1881 | loss: 0.0311488 | val_loss: 0.0311759 | Time: 1382.82 ms [2022-02-27 16:58:48 main:574] : INFO : Epoch 1882 | loss: 0.0311493 | val_loss: 0.031173 | Time: 1392.34 ms [2022-02-27 16:58:49 main:574] : INFO : Epoch 1883 | loss: 0.031149 | val_loss: 0.0311732 | Time: 1390.21 ms [2022-02-27 16:58:51 main:574] : INFO : Epoch 1884 | loss: 0.0311489 | val_loss: 0.0311727 | Time: 1384.13 ms [2022-02-27 16:58:52 main:574] : INFO : Epoch 1885 | loss: 0.0311524 | val_loss: 0.0311789 | Time: 1390.9 ms [2022-02-27 16:58:53 main:574] : INFO : Epoch 1886 | loss: 0.0311513 | val_loss: 0.0311719 | Time: 1389.6 ms [2022-02-27 16:58:55 main:574] : INFO : Epoch 1887 | loss: 0.0311517 | val_loss: 0.0311759 | Time: 1390.98 ms [2022-02-27 16:58:56 main:574] : INFO : Epoch 1888 | loss: 0.0311565 | val_loss: 0.0311691 | Time: 1387.31 ms [2022-02-27 16:58:58 main:574] : INFO : Epoch 1889 | loss: 0.031153 | val_loss: 0.0311704 | Time: 1384.59 ms [2022-02-27 16:58:59 main:574] : INFO : Epoch 1890 | loss: 0.0311534 | val_loss: 0.0311695 | Time: 1390.61 ms [2022-02-27 16:59:00 main:574] : INFO : Epoch 1891 | loss: 0.0311544 | val_loss: 0.0311798 | Time: 1406.76 ms [2022-02-27 16:59:02 main:574] : INFO : Epoch 1892 | loss: 0.0311563 | val_loss: 0.0311741 | Time: 1392.49 ms [2022-02-27 16:59:03 main:574] : INFO : Epoch 1893 | loss: 0.0311546 | val_loss: 0.0311714 | Time: 1388.58 ms [2022-02-27 16:59:05 main:574] : INFO : Epoch 1894 | loss: 0.0311532 | val_loss: 0.0311775 | Time: 1393.72 ms [2022-02-27 16:59:06 main:574] : INFO : Epoch 1895 | loss: 0.0311547 | val_loss: 0.0311741 | Time: 1407.18 ms [2022-02-27 16:59:07 main:574] : INFO : Epoch 1896 | loss: 0.0311536 | val_loss: 0.0311796 | Time: 1391.42 ms [2022-02-27 16:59:09 main:574] : INFO : Epoch 1897 | loss: 0.0311517 | val_loss: 0.0311771 | Time: 1399.92 ms [2022-02-27 16:59:10 main:574] : INFO : Epoch 1898 | loss: 0.0311525 | val_loss: 0.0311701 | Time: 1391.37 ms [2022-02-27 16:59:12 main:574] : INFO : Epoch 1899 | loss: 0.0311538 | val_loss: 0.0311719 | Time: 1391.45 ms [2022-02-27 16:59:13 main:574] : INFO : Epoch 1900 | loss: 0.031153 | val_loss: 0.0311701 | Time: 1398.53 ms [2022-02-27 16:59:14 main:574] : INFO : Epoch 1901 | loss: 0.0311514 | val_loss: 0.031172 | Time: 1392.11 ms [2022-02-27 16:59:16 main:574] : INFO : Epoch 1902 | loss: 0.0311501 | val_loss: 0.0311714 | Time: 1382.42 ms [2022-02-27 16:59:17 main:574] : INFO : Epoch 1903 | loss: 0.0311512 | val_loss: 0.0311734 | Time: 1383.03 ms [2022-02-27 16:59:19 main:574] : INFO : Epoch 1904 | loss: 0.0311509 | val_loss: 0.0311703 | Time: 1389.83 ms [2022-02-27 16:59:20 main:574] : INFO : Epoch 1905 | loss: 0.0311501 | val_loss: 0.0311699 | Time: 1392.8 ms [2022-02-27 16:59:21 main:574] : INFO : Epoch 1906 | loss: 0.0311503 | val_loss: 0.0311702 | Time: 1394.02 ms [2022-02-27 16:59:23 main:574] : INFO : Epoch 1907 | loss: 0.0311489 | val_loss: 0.0311713 | Time: 1386.66 ms [2022-02-27 16:59:24 main:574] : INFO : Epoch 1908 | loss: 0.0311522 | val_loss: 0.0311731 | Time: 1394.1 ms [2022-02-27 16:59:26 main:574] : INFO : Epoch 1909 | loss: 0.0311518 | val_loss: 0.0311755 | Time: 1398.2 ms [2022-02-27 16:59:27 main:574] : INFO : Epoch 1910 | loss: 0.0311529 | val_loss: 0.0311747 | Time: 1403.06 ms [2022-02-27 16:59:28 main:574] : INFO : Epoch 1911 | loss: 0.0311527 | val_loss: 0.0311708 | Time: 1387.93 ms [2022-02-27 16:59:30 main:574] : INFO : Epoch 1912 | loss: 0.0311517 | val_loss: 0.0311726 | Time: 1389.48 ms [2022-02-27 16:59:31 main:574] : INFO : Epoch 1913 | loss: 0.0311508 | val_loss: 0.031171 | Time: 1392.89 ms [2022-02-27 16:59:33 main:574] : INFO : Epoch 1914 | loss: 0.03115 | val_loss: 0.0311728 | Time: 1392.65 ms [2022-02-27 16:59:34 main:574] : INFO : Epoch 1915 | loss: 0.0311504 | val_loss: 0.0311712 | Time: 1395.68 ms [2022-02-27 16:59:35 main:574] : INFO : Epoch 1916 | loss: 0.0311521 | val_loss: 0.0311693 | Time: 1384.76 ms [2022-02-27 16:59:37 main:574] : INFO : Epoch 1917 | loss: 0.0311532 | val_loss: 0.0311685 | Time: 1393.77 ms [2022-02-27 16:59:38 main:574] : INFO : Epoch 1918 | loss: 0.0311521 | val_loss: 0.0311705 | Time: 1399.46 ms [2022-02-27 16:59:40 main:574] : INFO : Epoch 1919 | loss: 0.0311555 | val_loss: 0.0311735 | Time: 1386.19 ms [2022-02-27 16:59:41 main:574] : INFO : Epoch 1920 | loss: 0.0311581 | val_loss: 0.031173 | Time: 1392.27 ms [2022-02-27 16:59:42 main:574] : INFO : Epoch 1921 | loss: 0.0311555 | val_loss: 0.0311741 | Time: 1394.25 ms [2022-02-27 16:59:44 main:574] : INFO : Epoch 1922 | loss: 0.0311546 | val_loss: 0.0311712 | Time: 1398.22 ms [2022-02-27 16:59:45 main:574] : INFO : Epoch 1923 | loss: 0.0311523 | val_loss: 0.0311718 | Time: 1386.91 ms [2022-02-27 16:59:46 main:574] : INFO : Epoch 1924 | loss: 0.0311585 | val_loss: 0.0311787 | Time: 1401.91 ms [2022-02-27 16:59:48 main:574] : INFO : Epoch 1925 | loss: 0.031173 | val_loss: 0.0311803 | Time: 1391.99 ms [2022-02-27 16:59:49 main:574] : INFO : Epoch 1926 | loss: 0.0311757 | val_loss: 0.0311795 | Time: 1388.11 ms [2022-02-27 16:59:51 main:574] : INFO : Epoch 1927 | loss: 0.0311758 | val_loss: 0.0311897 | Time: 1389.15 ms [2022-02-27 16:59:52 main:574] : INFO : Epoch 1928 | loss: 0.0311752 | val_loss: 0.0311768 | Time: 1394.19 ms [2022-02-27 16:59:53 main:574] : INFO : Epoch 1929 | loss: 0.0311738 | val_loss: 0.0311769 | Time: 1383.57 ms [2022-02-27 16:59:55 main:574] : INFO : Epoch 1930 | loss: 0.031169 | val_loss: 0.0311812 | Time: 1392.26 ms [2022-02-27 16:59:56 main:574] : INFO : Epoch 1931 | loss: 0.0311653 | val_loss: 0.0311745 | Time: 1386.53 ms [2022-02-27 16:59:58 main:574] : INFO : Epoch 1932 | loss: 0.0311627 | val_loss: 0.0311742 | Time: 1390.14 ms [2022-02-27 16:59:59 main:574] : INFO : Epoch 1933 | loss: 0.0311611 | val_loss: 0.0311745 | Time: 1399.01 ms [2022-02-27 17:00:00 main:574] : INFO : Epoch 1934 | loss: 0.0311613 | val_loss: 0.0311731 | Time: 1402.72 ms [2022-02-27 17:00:02 main:574] : INFO : Epoch 1935 | loss: 0.031162 | val_loss: 0.031175 | Time: 1394.71 ms [2022-02-27 17:00:03 main:574] : INFO : Epoch 1936 | loss: 0.031161 | val_loss: 0.0311763 | Time: 1388.32 ms [2022-02-27 17:00:05 main:574] : INFO : Epoch 1937 | loss: 0.0311603 | val_loss: 0.0311734 | Time: 1392.01 ms [2022-02-27 17:00:06 main:574] : INFO : Epoch 1938 | loss: 0.0311576 | val_loss: 0.0311718 | Time: 1389.16 ms [2022-02-27 17:00:07 main:574] : INFO : Epoch 1939 | loss: 0.0311595 | val_loss: 0.0311768 | Time: 1395.76 ms [2022-02-27 17:00:09 main:574] : INFO : Epoch 1940 | loss: 0.0311606 | val_loss: 0.0311705 | Time: 1397.04 ms [2022-02-27 17:00:10 main:574] : INFO : Epoch 1941 | loss: 0.0311567 | val_loss: 0.0311719 | Time: 1386.96 ms [2022-02-27 17:00:12 main:574] : INFO : Epoch 1942 | loss: 0.0311569 | val_loss: 0.0311743 | Time: 1391.42 ms [2022-02-27 17:00:13 main:574] : INFO : Epoch 1943 | loss: 0.0311569 | val_loss: 0.0311724 | Time: 1391.55 ms [2022-02-27 17:00:14 main:574] : INFO : Epoch 1944 | loss: 0.0311557 | val_loss: 0.031176 | Time: 1392.35 ms [2022-02-27 17:00:16 main:574] : INFO : Epoch 1945 | loss: 0.0311566 | val_loss: 0.0311733 | Time: 1382.12 ms [2022-02-27 17:00:17 main:574] : INFO : Epoch 1946 | loss: 0.0311562 | val_loss: 0.0311711 | Time: 1383.99 ms [2022-02-27 17:00:19 main:574] : INFO : Epoch 1947 | loss: 0.0311568 | val_loss: 0.0311697 | Time: 1386.35 ms [2022-02-27 17:00:20 main:574] : INFO : Epoch 1948 | loss: 0.0311554 | val_loss: 0.0311798 | Time: 1389.18 ms [2022-02-27 17:00:21 main:574] : INFO : Epoch 1949 | loss: 0.0311574 | val_loss: 0.0311716 | Time: 1386.66 ms [2022-02-27 17:00:23 main:574] : INFO : Epoch 1950 | loss: 0.0311543 | val_loss: 0.0311723 | Time: 1400.32 ms [2022-02-27 17:00:24 main:574] : INFO : Epoch 1951 | loss: 0.0311532 | val_loss: 0.0311714 | Time: 1391.83 ms [2022-02-27 17:00:26 main:574] : INFO : Epoch 1952 | loss: 0.0311539 | val_loss: 0.0311813 | Time: 1393.88 ms [2022-02-27 17:00:27 main:574] : INFO : Epoch 1953 | loss: 0.0311575 | val_loss: 0.0311753 | Time: 1393.72 ms [2022-02-27 17:00:28 main:574] : INFO : Epoch 1954 | loss: 0.0311545 | val_loss: 0.0311716 | Time: 1394.77 ms [2022-02-27 17:00:30 main:574] : INFO : Epoch 1955 | loss: 0.0311547 | val_loss: 0.0311751 | Time: 1394.23 ms [2022-02-27 17:00:31 main:574] : INFO : Epoch 1956 | loss: 0.0311555 | val_loss: 0.0311731 | Time: 1399.87 ms [2022-02-27 17:00:32 main:574] : INFO : Epoch 1957 | loss: 0.031154 | val_loss: 0.0311729 | Time: 1395.91 ms [2022-02-27 17:00:34 main:574] : INFO : Epoch 1958 | loss: 0.0311528 | val_loss: 0.0311673 | Time: 1405.62 ms [2022-02-27 17:00:35 main:574] : INFO : Epoch 1959 | loss: 0.0311578 | val_loss: 0.0311711 | Time: 1394.55 ms [2022-02-27 17:00:37 main:574] : INFO : Epoch 1960 | loss: 0.0311557 | val_loss: 0.0311703 | Time: 1397.65 ms [2022-02-27 17:00:38 main:574] : INFO : Epoch 1961 | loss: 0.0311589 | val_loss: 0.0311777 | Time: 1402.4 ms [2022-02-27 17:00:39 main:574] : INFO : Epoch 1962 | loss: 0.0311631 | val_loss: 0.031172 | Time: 1398.1 ms [2022-02-27 17:00:41 main:574] : INFO : Epoch 1963 | loss: 0.0311578 | val_loss: 0.0311709 | Time: 1393.91 ms [2022-02-27 17:00:42 main:574] : INFO : Epoch 1964 | loss: 0.0311576 | val_loss: 0.0311755 | Time: 1391.16 ms [2022-02-27 17:00:44 main:574] : INFO : Epoch 1965 | loss: 0.0311605 | val_loss: 0.0311752 | Time: 1392.49 ms [2022-02-27 17:00:45 main:574] : INFO : Epoch 1966 | loss: 0.0311582 | val_loss: 0.0311716 | Time: 1389.73 ms [2022-02-27 17:00:46 main:574] : INFO : Epoch 1967 | loss: 0.0311556 | val_loss: 0.0311706 | Time: 1399.61 ms [2022-02-27 17:00:48 main:574] : INFO : Epoch 1968 | loss: 0.0311547 | val_loss: 0.0311717 | Time: 1390.6 ms [2022-02-27 17:00:49 main:574] : INFO : Epoch 1969 | loss: 0.0311533 | val_loss: 0.0311724 | Time: 1387.43 ms [2022-02-27 17:00:51 main:574] : INFO : Epoch 1970 | loss: 0.0311577 | val_loss: 0.0311753 | Time: 1390.62 ms [2022-02-27 17:00:52 main:574] : INFO : Epoch 1971 | loss: 0.0311589 | val_loss: 0.0311699 | Time: 1397.27 ms [2022-02-27 17:00:53 main:574] : INFO : Epoch 1972 | loss: 0.0311599 | val_loss: 0.0311708 | Time: 1385.95 ms [2022-02-27 17:00:55 main:574] : INFO : Epoch 1973 | loss: 0.0311585 | val_loss: 0.0311729 | Time: 1394.15 ms [2022-02-27 17:00:56 main:574] : INFO : Epoch 1974 | loss: 0.0311615 | val_loss: 0.0311763 | Time: 1396.68 ms [2022-02-27 17:00:58 main:574] : INFO : Epoch 1975 | loss: 0.0311631 | val_loss: 0.0311742 | Time: 1396.03 ms [2022-02-27 17:00:59 main:574] : INFO : Epoch 1976 | loss: 0.0311582 | val_loss: 0.031177 | Time: 1393.94 ms [2022-02-27 17:01:00 main:574] : INFO : Epoch 1977 | loss: 0.0311584 | val_loss: 0.0311722 | Time: 1394.22 ms [2022-02-27 17:01:02 main:574] : INFO : Epoch 1978 | loss: 0.0311571 | val_loss: 0.0311749 | Time: 1389.24 ms [2022-02-27 17:01:03 main:574] : INFO : Epoch 1979 | loss: 0.0311568 | val_loss: 0.0311719 | Time: 1380.51 ms [2022-02-27 17:01:05 main:574] : INFO : Epoch 1980 | loss: 0.0311555 | val_loss: 0.0311735 | Time: 1397.93 ms [2022-02-27 17:01:06 main:574] : INFO : Epoch 1981 | loss: 0.0311556 | val_loss: 0.0311711 | Time: 1388.74 ms [2022-02-27 17:01:07 main:574] : INFO : Epoch 1982 | loss: 0.0311555 | val_loss: 0.0311729 | Time: 1396.92 ms [2022-02-27 17:01:09 main:574] : INFO : Epoch 1983 | loss: 0.0311539 | val_loss: 0.0311732 | Time: 1391.35 ms [2022-02-27 17:01:10 main:574] : INFO : Epoch 1984 | loss: 0.0311535 | val_loss: 0.031172 | Time: 1389.33 ms [2022-02-27 17:01:12 main:574] : INFO : Epoch 1985 | loss: 0.0311534 | val_loss: 0.0311739 | Time: 1393.08 ms [2022-02-27 17:01:13 main:574] : INFO : Epoch 1986 | loss: 0.0311528 | val_loss: 0.0311716 | Time: 1408.55 ms [2022-02-27 17:01:14 main:574] : INFO : Epoch 1987 | loss: 0.0311532 | val_loss: 0.0311684 | Time: 1393.87 ms [2022-02-27 17:01:16 main:574] : INFO : Epoch 1988 | loss: 0.0311586 | val_loss: 0.0311721 | Time: 1384.58 ms [2022-02-27 17:01:17 main:574] : INFO : Epoch 1989 | loss: 0.0311657 | val_loss: 0.0311752 | Time: 1418.81 ms [2022-02-27 17:01:19 main:574] : INFO : Epoch 1990 | loss: 0.0311753 | val_loss: 0.0311851 | Time: 1390.69 ms [2022-02-27 17:01:20 main:574] : INFO : Epoch 1991 | loss: 0.0311826 | val_loss: 0.0311811 | Time: 1392.82 ms [2022-02-27 17:01:21 main:574] : INFO : Epoch 1992 | loss: 0.0311807 | val_loss: 0.0311812 | Time: 1385.29 ms [2022-02-27 17:01:23 main:574] : INFO : Epoch 1993 | loss: 0.0311785 | val_loss: 0.0311845 | Time: 1401.6 ms [2022-02-27 17:01:24 main:574] : INFO : Epoch 1994 | loss: 0.0311764 | val_loss: 0.0311781 | Time: 1385.33 ms [2022-02-27 17:01:26 main:574] : INFO : Epoch 1995 | loss: 0.0311735 | val_loss: 0.0311758 | Time: 1385.68 ms [2022-02-27 17:01:27 main:574] : INFO : Epoch 1996 | loss: 0.0311723 | val_loss: 0.031174 | Time: 1391.81 ms [2022-02-27 17:01:28 main:574] : INFO : Epoch 1997 | loss: 0.0311698 | val_loss: 0.0311767 | Time: 1398.82 ms [2022-02-27 17:01:30 main:574] : INFO : Epoch 1998 | loss: 0.0311717 | val_loss: 0.0311799 | Time: 1392.78 ms [2022-02-27 17:01:31 main:574] : INFO : Epoch 1999 | loss: 0.0311729 | val_loss: 0.031178 | Time: 1395.18 ms [2022-02-27 17:01:33 main:574] : INFO : Epoch 2000 | loss: 0.0311714 | val_loss: 0.031177 | Time: 1399.93 ms [2022-02-27 17:01:34 main:574] : INFO : Epoch 2001 | loss: 0.0311713 | val_loss: 0.0311739 | Time: 1407.24 ms [2022-02-27 17:01:35 main:574] : INFO : Epoch 2002 | loss: 0.0311681 | val_loss: 0.0311727 | Time: 1394.87 ms [2022-02-27 17:01:37 main:574] : INFO : Epoch 2003 | loss: 0.0311691 | val_loss: 0.031174 | Time: 1390.66 ms [2022-02-27 17:01:38 main:574] : INFO : Epoch 2004 | loss: 0.0311664 | val_loss: 0.0311735 | Time: 1399.62 ms [2022-02-27 17:01:40 main:574] : INFO : Epoch 2005 | loss: 0.0311678 | val_loss: 0.0311766 | Time: 1391.46 ms [2022-02-27 17:01:41 main:574] : INFO : Epoch 2006 | loss: 0.0311663 | val_loss: 0.0311746 | Time: 1393.09 ms [2022-02-27 17:01:42 main:574] : INFO : Epoch 2007 | loss: 0.0311655 | val_loss: 0.0311744 | Time: 1412.46 ms [2022-02-27 17:01:44 main:574] : INFO : Epoch 2008 | loss: 0.031165 | val_loss: 0.0311768 | Time: 1390.66 ms [2022-02-27 17:01:45 main:574] : INFO : Epoch 2009 | loss: 0.031167 | val_loss: 0.0311752 | Time: 1395.68 ms [2022-02-27 17:01:47 main:574] : INFO : Epoch 2010 | loss: 0.0311652 | val_loss: 0.0311788 | Time: 1395.2 ms [2022-02-27 17:01:48 main:574] : INFO : Epoch 2011 | loss: 0.0311664 | val_loss: 0.0311747 | Time: 1391.94 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-02-27 18:36:15 main:435] : INFO : Set logging level to 1 [2022-02-27 18:36:15 main:441] : INFO : Running in BOINC Client mode [2022-02-27 18:36:15 main:444] : INFO : Resolving all filenames [2022-02-27 18:36:15 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 18:36:15 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 18:36:15 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 18:36:15 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 18:36:15 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 18:36:15 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 18:36:15 main:474] : INFO : Configuration: [2022-02-27 18:36:15 main:475] : INFO : Model type: GRU [2022-02-27 18:36:15 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 18:36:15 main:477] : INFO : Max Epochs: 2048 [2022-02-27 18:36:15 main:478] : INFO : Batch Size: 128 [2022-02-27 18:36:15 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 18:36:15 main:480] : INFO : Patience: 10 [2022-02-27 18:36:15 main:481] : INFO : Hidden Width: 12 [2022-02-27 18:36:15 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 18:36:15 main:483] : INFO : # Backend Layers: 4 [2022-02-27 18:36:15 main:484] : INFO : # Threads: 1 [2022-02-27 18:36:15 main:486] : INFO : Preparing Dataset [2022-02-27 18:36:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 18:36:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 18:36:17 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 18:36:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 18:36:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 18:36:17 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 18:36:17 main:494] : INFO : Creating Model [2022-02-27 18:36:17 main:507] : INFO : Preparing config file [2022-02-27 18:36:17 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 18:36:17 main:512] : INFO : Loading config [2022-02-27 18:36:17 main:514] : INFO : Loading state [2022-02-27 18:36:18 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 18:36:18 main:562] : INFO : Starting Training [2022-02-27 18:36:19 main:574] : INFO : Epoch 1996 | loss: 0.0312164 | val_loss: 0.0311831 | Time: 1577.19 ms [2022-02-27 18:36:21 main:574] : INFO : Epoch 1997 | loss: 0.0311742 | val_loss: 0.0311767 | Time: 1366.02 ms [2022-02-27 18:36:22 main:574] : INFO : Epoch 1998 | loss: 0.0311694 | val_loss: 0.0311744 | Time: 1368.65 ms [2022-02-27 18:36:23 main:574] : INFO : Epoch 1999 | loss: 0.0311689 | val_loss: 0.0311711 | Time: 1370.28 ms [2022-02-27 18:36:25 main:574] : INFO : Epoch 2000 | loss: 0.0311678 | val_loss: 0.0311711 | Time: 1374.31 ms [2022-02-27 18:36:26 main:574] : INFO : Epoch 2001 | loss: 0.0311663 | val_loss: 0.0311729 | Time: 1373.89 ms [2022-02-27 18:36:27 main:574] : INFO : Epoch 2002 | loss: 0.0311649 | val_loss: 0.0311696 | Time: 1381.25 ms [2022-02-27 18:36:29 main:574] : INFO : Epoch 2003 | loss: 0.0311622 | val_loss: 0.0311718 | Time: 1368.41 ms [2022-02-27 18:36:30 main:574] : INFO : Epoch 2004 | loss: 0.0311609 | val_loss: 0.0311716 | Time: 1372.97 ms [2022-02-27 18:36:32 main:574] : INFO : Epoch 2005 | loss: 0.0311601 | val_loss: 0.0311697 | Time: 1371.82 ms [2022-02-27 18:36:33 main:574] : INFO : Epoch 2006 | loss: 0.0311603 | val_loss: 0.0311733 | Time: 1364.04 ms [2022-02-27 18:36:34 main:574] : INFO : Epoch 2007 | loss: 0.0311603 | val_loss: 0.0311809 | Time: 1377.43 ms [2022-02-27 18:36:36 main:574] : INFO : Epoch 2008 | loss: 0.0311593 | val_loss: 0.031171 | Time: 1387.27 ms [2022-02-27 18:36:37 main:574] : INFO : Epoch 2009 | loss: 0.0311591 | val_loss: 0.0311702 | Time: 1372.21 ms [2022-02-27 18:36:38 main:574] : INFO : Epoch 2010 | loss: 0.031157 | val_loss: 0.0311721 | Time: 1380.31 ms [2022-02-27 18:36:40 main:574] : INFO : Epoch 2011 | loss: 0.0311593 | val_loss: 0.0311709 | Time: 1379.22 ms [2022-02-27 18:36:41 main:574] : INFO : Epoch 2012 | loss: 0.0311586 | val_loss: 0.0311737 | Time: 1371.88 ms [2022-02-27 18:36:43 main:574] : INFO : Epoch 2013 | loss: 0.0311623 | val_loss: 0.0311735 | Time: 1375.18 ms [2022-02-27 18:36:44 main:574] : INFO : Epoch 2014 | loss: 0.0311621 | val_loss: 0.0311736 | Time: 1374.85 ms [2022-02-27 18:36:45 main:574] : INFO : Epoch 2015 | loss: 0.0311611 | val_loss: 0.0311712 | Time: 1368.68 ms [2022-02-27 18:36:47 main:574] : INFO : Epoch 2016 | loss: 0.03116 | val_loss: 0.0311759 | Time: 1368.17 ms [2022-02-27 18:36:48 main:574] : INFO : Epoch 2017 | loss: 0.0311601 | val_loss: 0.0311762 | Time: 1374.14 ms [2022-02-27 18:36:49 main:574] : INFO : Epoch 2018 | loss: 0.0311607 | val_loss: 0.0311732 | Time: 1370.44 ms [2022-02-27 18:36:51 main:574] : INFO : Epoch 2019 | loss: 0.0311593 | val_loss: 0.0311719 | Time: 1377.24 ms [2022-02-27 18:36:52 main:574] : INFO : Epoch 2020 | loss: 0.03116 | val_loss: 0.0311743 | Time: 1367.13 ms [2022-02-27 18:36:54 main:574] : INFO : Epoch 2021 | loss: 0.0311586 | val_loss: 0.0311723 | Time: 1377.68 ms [2022-02-27 18:36:55 main:574] : INFO : Epoch 2022 | loss: 0.0311587 | val_loss: 0.0311692 | Time: 1368.15 ms [2022-02-27 18:36:56 main:574] : INFO : Epoch 2023 | loss: 0.0311587 | val_loss: 0.0311713 | Time: 1373.9 ms [2022-02-27 18:36:58 main:574] : INFO : Epoch 2024 | loss: 0.031157 | val_loss: 0.0311727 | Time: 1374.24 ms [2022-02-27 18:36:59 main:574] : INFO : Epoch 2025 | loss: 0.0311553 | val_loss: 0.0311719 | Time: 1378.64 ms [2022-02-27 18:37:00 main:574] : INFO : Epoch 2026 | loss: 0.0311543 | val_loss: 0.0311706 | Time: 1380.11 ms [2022-02-27 18:37:02 main:574] : INFO : Epoch 2027 | loss: 0.0311559 | val_loss: 0.0311677 | Time: 1363.46 ms [2022-02-27 18:37:03 main:574] : INFO : Epoch 2028 | loss: 0.0311559 | val_loss: 0.0311702 | Time: 1368.07 ms [2022-02-27 18:37:05 main:574] : INFO : Epoch 2029 | loss: 0.0311555 | val_loss: 0.0311696 | Time: 1370.15 ms [2022-02-27 18:37:06 main:574] : INFO : Epoch 2030 | loss: 0.0311555 | val_loss: 0.0311713 | Time: 1371.47 ms [2022-02-27 18:37:07 main:574] : INFO : Epoch 2031 | loss: 0.0311541 | val_loss: 0.0311681 | Time: 1366.53 ms [2022-02-27 18:37:09 main:574] : INFO : Epoch 2032 | loss: 0.031153 | val_loss: 0.0311716 | Time: 1375.37 ms [2022-02-27 18:37:10 main:574] : INFO : Epoch 2033 | loss: 0.0311573 | val_loss: 0.0311683 | Time: 1386.49 ms [2022-02-27 18:37:11 main:574] : INFO : Epoch 2034 | loss: 0.0311569 | val_loss: 0.0311702 | Time: 1370.22 ms [2022-02-27 18:37:13 main:574] : INFO : Epoch 2035 | loss: 0.0311536 | val_loss: 0.0311721 | Time: 1368.63 ms [2022-02-27 18:37:14 main:574] : INFO : Epoch 2036 | loss: 0.0311558 | val_loss: 0.0311799 | Time: 1372.73 ms [2022-02-27 18:37:16 main:574] : INFO : Epoch 2037 | loss: 0.031158 | val_loss: 0.0311716 | Time: 1397.78 ms [2022-02-27 18:37:17 main:574] : INFO : Epoch 2038 | loss: 0.0311536 | val_loss: 0.0311695 | Time: 1394.53 ms [2022-02-27 18:37:18 main:574] : INFO : Epoch 2039 | loss: 0.0311524 | val_loss: 0.0311707 | Time: 1408.9 ms [2022-02-27 18:37:20 main:574] : INFO : Epoch 2040 | loss: 0.0311523 | val_loss: 0.0311709 | Time: 1383.84 ms [2022-02-27 18:37:21 main:574] : INFO : Epoch 2041 | loss: 0.0311512 | val_loss: 0.031173 | Time: 1398.12 ms [2022-02-27 18:37:23 main:574] : INFO : Epoch 2042 | loss: 0.031152 | val_loss: 0.0311686 | Time: 1368.43 ms [2022-02-27 18:37:24 main:574] : INFO : Epoch 2043 | loss: 0.031153 | val_loss: 0.0311701 | Time: 1371.17 ms [2022-02-27 18:37:25 main:574] : INFO : Epoch 2044 | loss: 0.0311516 | val_loss: 0.0311739 | Time: 1382.67 ms [2022-02-27 18:37:27 main:574] : INFO : Epoch 2045 | loss: 0.031153 | val_loss: 0.0311709 | Time: 1375.55 ms [2022-02-27 18:37:28 main:574] : INFO : Epoch 2046 | loss: 0.0311519 | val_loss: 0.0311732 | Time: 1369.32 ms [2022-02-27 18:37:29 main:574] : INFO : Epoch 2047 | loss: 0.0311533 | val_loss: 0.031169 | Time: 1387.7 ms [2022-02-27 18:37:31 main:574] : INFO : Epoch 2048 | loss: 0.0311516 | val_loss: 0.0311702 | Time: 1370.17 ms [2022-02-27 18:37:31 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311702 [2022-02-27 18:37:31 main:603] : INFO : Saving end state to config to file [2022-02-27 18:37:31 main:608] : INFO : Success, exiting.. 18:37:31 (25364): 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)