| Name | ParityModified-1639962766-8006-3-0_0 |
| Workunit | 9313054 |
| Created | 26 Feb 2022, 15:33:17 UTC |
| Sent | 27 Feb 2022, 12:05:06 UTC |
| Report deadline | 7 Mar 2022, 12:05:06 UTC |
| Received | 27 Feb 2022, 16:30:49 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1150 |
| Run time | 57 min 6 sec |
| CPU time | 55 min 14 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,174.91 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.48 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> e: 1645.07 ms [2022-02-27 09:16:10 main:574] : INFO : Epoch 1702 | loss: 0.0311585 | val_loss: 0.0311643 | Time: 1637.89 ms [2022-02-27 09:16:11 main:574] : INFO : Epoch 1703 | loss: 0.0311594 | val_loss: 0.0311719 | Time: 1641.66 ms [2022-02-27 09:16:13 main:574] : INFO : Epoch 1704 | loss: 0.0311583 | val_loss: 0.0311707 | Time: 1638.99 ms [2022-02-27 09:16:15 main:574] : INFO : Epoch 1705 | loss: 0.0311588 | val_loss: 0.0311659 | Time: 1638.96 ms [2022-02-27 09:16:16 main:574] : INFO : Epoch 1706 | loss: 0.0311598 | val_loss: 0.0311663 | Time: 1645.32 ms [2022-02-27 09:16:18 main:574] : INFO : Epoch 1707 | loss: 0.0311583 | val_loss: 0.0311661 | Time: 1643.17 ms [2022-02-27 09:16:20 main:574] : INFO : Epoch 1708 | loss: 0.0311583 | val_loss: 0.0311677 | Time: 1642.05 ms [2022-02-27 09:16:21 main:574] : INFO : Epoch 1709 | loss: 0.0311585 | val_loss: 0.0311655 | Time: 1637.77 ms [2022-02-27 09:16:23 main:574] : INFO : Epoch 1710 | loss: 0.0311566 | val_loss: 0.0311654 | Time: 1634.26 ms [2022-02-27 09:16:24 main:574] : INFO : Epoch 1711 | loss: 0.0311551 | val_loss: 0.0311661 | Time: 1626.54 ms [2022-02-27 09:16:26 main:574] : INFO : Epoch 1712 | loss: 0.0311554 | val_loss: 0.0311647 | Time: 1641.39 ms [2022-02-27 09:16:28 main:574] : INFO : Epoch 1713 | loss: 0.0311567 | val_loss: 0.0311658 | Time: 1644.3 ms [2022-02-27 09:16:29 main:574] : INFO : Epoch 1714 | loss: 0.0311572 | val_loss: 0.0311644 | Time: 1636.89 ms [2022-02-27 09:16:31 main:574] : INFO : Epoch 1715 | loss: 0.0311574 | val_loss: 0.0311657 | Time: 1638.25 ms [2022-02-27 09:16:33 main:574] : INFO : Epoch 1716 | loss: 0.031155 | val_loss: 0.031167 | Time: 1640 ms [2022-02-27 09:16:34 main:574] : INFO : Epoch 1717 | loss: 0.0311545 | val_loss: 0.031166 | Time: 1637.37 ms [2022-02-27 09:16:36 main:574] : INFO : Epoch 1718 | loss: 0.0311535 | val_loss: 0.0311668 | Time: 1636.61 ms [2022-02-27 09:16:38 main:574] : INFO : Epoch 1719 | loss: 0.0311532 | val_loss: 0.0311649 | Time: 1643.47 ms [2022-02-27 09:16:39 main:574] : INFO : Epoch 1720 | loss: 0.031154 | val_loss: 0.0311659 | Time: 1640.22 ms [2022-02-27 09:16:41 main:574] : INFO : Epoch 1721 | loss: 0.0311533 | val_loss: 0.0311675 | Time: 1638.92 ms [2022-02-27 09:16:43 main:574] : INFO : Epoch 1722 | loss: 0.0311541 | val_loss: 0.0311648 | Time: 1629.65 ms [2022-02-27 09:16:44 main:574] : INFO : Epoch 1723 | loss: 0.0311553 | val_loss: 0.0311679 | Time: 1643.37 ms [2022-02-27 09:16:46 main:574] : INFO : Epoch 1724 | loss: 0.0311558 | val_loss: 0.0311653 | Time: 1639.65 ms [2022-02-27 09:16:47 main:574] : INFO : Epoch 1725 | loss: 0.0311581 | val_loss: 0.0311669 | Time: 1656.72 ms [2022-02-27 09:16:49 main:574] : INFO : Epoch 1726 | loss: 0.0311555 | val_loss: 0.0311651 | Time: 1639.91 ms [2022-02-27 09:16:51 main:574] : INFO : Epoch 1727 | loss: 0.0311587 | val_loss: 0.03117 | Time: 1637.77 ms [2022-02-27 09:16:52 main:574] : INFO : Epoch 1728 | loss: 0.0311567 | val_loss: 0.0311689 | Time: 1633.47 ms [2022-02-27 09:16:54 main:574] : INFO : Epoch 1729 | loss: 0.0311567 | val_loss: 0.0311679 | Time: 1640.53 ms [2022-02-27 09:16:56 main:574] : INFO : Epoch 1730 | loss: 0.0311546 | val_loss: 0.0311647 | Time: 1638.93 ms [2022-02-27 09:16:57 main:574] : INFO : Epoch 1731 | loss: 0.0311535 | val_loss: 0.0311666 | Time: 1644.1 ms [2022-02-27 09:16:59 main:574] : INFO : Epoch 1732 | loss: 0.0311544 | val_loss: 0.0311669 | Time: 1646.59 ms [2022-02-27 09:17:01 main:574] : INFO : Epoch 1733 | loss: 0.0311526 | val_loss: 0.0311642 | Time: 1634.11 ms [2022-02-27 09:17:02 main:574] : INFO : Epoch 1734 | loss: 0.0311533 | val_loss: 0.0311681 | Time: 1636.9 ms [2022-02-27 09:17:04 main:574] : INFO : Epoch 1735 | loss: 0.0311515 | val_loss: 0.0311669 | Time: 1637.78 ms [2022-02-27 09:17:06 main:574] : INFO : Epoch 1736 | loss: 0.0311529 | val_loss: 0.0311672 | Time: 1642.65 ms [2022-02-27 09:17:07 main:574] : INFO : Epoch 1737 | loss: 0.0311532 | val_loss: 0.0311652 | Time: 1649.86 ms [2022-02-27 09:17:09 main:574] : INFO : Epoch 1738 | loss: 0.0311523 | val_loss: 0.0311675 | Time: 1653.11 ms [2022-02-27 09:17:11 main:574] : INFO : Epoch 1739 | loss: 0.031152 | val_loss: 0.0311726 | Time: 1641.33 ms [2022-02-27 09:17:12 main:574] : INFO : Epoch 1740 | loss: 0.0311519 | val_loss: 0.0311699 | Time: 1635.89 ms [2022-02-27 09:17:14 main:574] : INFO : Epoch 1741 | loss: 0.0311516 | val_loss: 0.0311662 | Time: 1641.08 ms [2022-02-27 09:17:15 main:574] : INFO : Epoch 1742 | loss: 0.0311507 | val_loss: 0.0311695 | Time: 1640.96 ms [2022-02-27 09:17:17 main:574] : INFO : Epoch 1743 | loss: 0.0311524 | val_loss: 0.0311664 | Time: 1657.77 ms [2022-02-27 09:17:19 main:574] : INFO : Epoch 1744 | loss: 0.0311526 | val_loss: 0.0311648 | Time: 1638.13 ms [2022-02-27 09:17:20 main:574] : INFO : Epoch 1745 | loss: 0.0311535 | val_loss: 0.031167 | Time: 1642.83 ms [2022-02-27 09:17:22 main:574] : INFO : Epoch 1746 | loss: 0.0311552 | val_loss: 0.031166 | Time: 1629.95 ms [2022-02-27 09:17:24 main:574] : INFO : Epoch 1747 | loss: 0.0311544 | val_loss: 0.0311683 | Time: 1636.08 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-27 09:18:40 main:435] : INFO : Set logging level to 1 [2022-02-27 09:18:40 main:441] : INFO : Running in BOINC Client mode [2022-02-27 09:18:40 main:444] : INFO : Resolving all filenames [2022-02-27 09:18:40 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 09:18:40 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 09:18:40 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 09:18:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 09:18:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 09:18:40 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 09:18:40 main:474] : INFO : Configuration: [2022-02-27 09:18:40 main:475] : INFO : Model type: GRU [2022-02-27 09:18:40 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 09:18:40 main:477] : INFO : Max Epochs: 2048 [2022-02-27 09:18:40 main:478] : INFO : Batch Size: 128 [2022-02-27 09:18:40 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 09:18:40 main:480] : INFO : Patience: 10 [2022-02-27 09:18:40 main:481] : INFO : Hidden Width: 12 [2022-02-27 09:18:40 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 09:18:40 main:483] : INFO : # Backend Layers: 4 [2022-02-27 09:18:40 main:484] : INFO : # Threads: 1 [2022-02-27 09:18:40 main:486] : INFO : Preparing Dataset [2022-02-27 09:18:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 09:18:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 09:18:41 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 09:18:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 09:18:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 09:18:41 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 09:18:41 main:494] : INFO : Creating Model [2022-02-27 09:18:41 main:507] : INFO : Preparing config file [2022-02-27 09:18:41 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 09:18:41 main:512] : INFO : Loading config [2022-02-27 09:18:41 main:514] : INFO : Loading state [2022-02-27 09:18:42 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 09:18:42 main:562] : INFO : Starting Training [2022-02-27 09:18:44 main:574] : INFO : Epoch 1734 | loss: 0.0312722 | val_loss: 0.0311939 | Time: 1806.81 ms [2022-02-27 09:18:45 main:574] : INFO : Epoch 1735 | loss: 0.0311673 | val_loss: 0.031168 | Time: 1618.1 ms [2022-02-27 09:18:47 main:574] : INFO : Epoch 1736 | loss: 0.0311571 | val_loss: 0.031164 | Time: 1629.44 ms [2022-02-27 09:18:49 main:574] : INFO : Epoch 1737 | loss: 0.031156 | val_loss: 0.0311658 | Time: 1642.81 ms [2022-02-27 09:18:50 main:574] : INFO : Epoch 1738 | loss: 0.0311567 | val_loss: 0.0311671 | Time: 1629.65 ms [2022-02-27 09:18:52 main:574] : INFO : Epoch 1739 | loss: 0.0311589 | val_loss: 0.0311646 | Time: 1632.43 ms [2022-02-27 09:18:54 main:574] : INFO : Epoch 1740 | loss: 0.0311554 | val_loss: 0.0311672 | Time: 1626.55 ms [2022-02-27 09:18:55 main:574] : INFO : Epoch 1741 | loss: 0.0311563 | val_loss: 0.0311658 | Time: 1635.56 ms [2022-02-27 09:18:57 main:574] : INFO : Epoch 1742 | loss: 0.0311557 | val_loss: 0.0311718 | Time: 1637.77 ms [2022-02-27 09:18:59 main:574] : INFO : Epoch 1743 | loss: 0.0311597 | val_loss: 0.0311683 | Time: 1637.97 ms [2022-02-27 09:19:00 main:574] : INFO : Epoch 1744 | loss: 0.0311585 | val_loss: 0.0311759 | Time: 1645.75 ms [2022-02-27 09:19:02 main:574] : INFO : Epoch 1745 | loss: 0.03116 | val_loss: 0.0311693 | Time: 1648.71 ms [2022-02-27 09:19:03 main:574] : INFO : Epoch 1746 | loss: 0.0311578 | val_loss: 0.0311696 | Time: 1655.99 ms [2022-02-27 09:19:05 main:574] : INFO : Epoch 1747 | loss: 0.0311558 | val_loss: 0.0311672 | Time: 1635.31 ms [2022-02-27 09:19:07 main:574] : INFO : Epoch 1748 | loss: 0.0311559 | val_loss: 0.031167 | Time: 1655.63 ms [2022-02-27 09:19:08 main:574] : INFO : Epoch 1749 | loss: 0.0311543 | val_loss: 0.0311674 | Time: 1643.29 ms [2022-02-27 09:19:10 main:574] : INFO : Epoch 1750 | loss: 0.0311532 | val_loss: 0.0311676 | Time: 1636.21 ms [2022-02-27 09:19:12 main:574] : INFO : Epoch 1751 | loss: 0.0311548 | val_loss: 0.0311678 | Time: 1637.87 ms [2022-02-27 09:19:13 main:574] : INFO : Epoch 1752 | loss: 0.0311548 | val_loss: 0.0311685 | Time: 1625.73 ms [2022-02-27 09:19:15 main:574] : INFO : Epoch 1753 | loss: 0.0311536 | val_loss: 0.0311639 | Time: 1639.49 ms [2022-02-27 09:19:17 main:574] : INFO : Epoch 1754 | loss: 0.031153 | val_loss: 0.0311676 | Time: 1641.16 ms [2022-02-27 09:19:18 main:574] : INFO : Epoch 1755 | loss: 0.0311533 | val_loss: 0.0311667 | Time: 1646.66 ms [2022-02-27 09:19:20 main:574] : INFO : Epoch 1756 | loss: 0.031154 | val_loss: 0.0311674 | Time: 1630.65 ms [2022-02-27 09:19:22 main:574] : INFO : Epoch 1757 | loss: 0.0311526 | val_loss: 0.0311695 | Time: 1645.58 ms [2022-02-27 09:19:23 main:574] : INFO : Epoch 1758 | loss: 0.0311519 | val_loss: 0.0311678 | Time: 1624.78 ms [2022-02-27 09:19:25 main:574] : INFO : Epoch 1759 | loss: 0.0311519 | val_loss: 0.0311658 | Time: 1643.08 ms [2022-02-27 09:19:27 main:574] : INFO : Epoch 1760 | loss: 0.031152 | val_loss: 0.0311669 | Time: 1643.84 ms [2022-02-27 09:19:28 main:574] : INFO : Epoch 1761 | loss: 0.0311529 | val_loss: 0.0311664 | Time: 1649.5 ms [2022-02-27 09:19:30 main:574] : INFO : Epoch 1762 | loss: 0.0311535 | val_loss: 0.0311735 | Time: 1632.77 ms [2022-02-27 09:19:31 main:574] : INFO : Epoch 1763 | loss: 0.0311534 | val_loss: 0.0311676 | Time: 1640.26 ms [2022-02-27 09:19:33 main:574] : INFO : Epoch 1764 | loss: 0.0311594 | val_loss: 0.0311819 | Time: 1632.56 ms [2022-02-27 09:19:35 main:574] : INFO : Epoch 1765 | loss: 0.0311613 | val_loss: 0.0311691 | Time: 1637.22 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-27 09:20:01 main:435] : INFO : Set logging level to 1 [2022-02-27 09:20:01 main:441] : INFO : Running in BOINC Client mode [2022-02-27 09:20:01 main:444] : INFO : Resolving all filenames [2022-02-27 09:20:01 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 09:20:01 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 09:20:01 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 09:20:01 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 09:20:01 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 09:20:01 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 09:20:01 main:474] : INFO : Configuration: [2022-02-27 09:20:01 main:475] : INFO : Model type: GRU [2022-02-27 09:20:01 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 09:20:01 main:477] : INFO : Max Epochs: 2048 [2022-02-27 09:20:01 main:478] : INFO : Batch Size: 128 [2022-02-27 09:20:01 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 09:20:01 main:480] : INFO : Patience: 10 [2022-02-27 09:20:01 main:481] : INFO : Hidden Width: 12 [2022-02-27 09:20:01 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 09:20:01 main:483] : INFO : # Backend Layers: 4 [2022-02-27 09:20:01 main:484] : INFO : # Threads: 1 [2022-02-27 09:20:01 main:486] : INFO : Preparing Dataset [2022-02-27 09:20:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 09:20:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 09:20:02 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 09:20:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 09:20:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 09:20:02 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 09:20:02 main:494] : INFO : Creating Model [2022-02-27 09:20:02 main:507] : INFO : Preparing config file [2022-02-27 09:20:02 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 09:20:02 main:512] : INFO : Loading config [2022-02-27 09:20:02 main:514] : INFO : Loading state [2022-02-27 09:20:03 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 09:20:03 main:562] : INFO : Starting Training [2022-02-27 09:20:05 main:574] : INFO : Epoch 1734 | loss: 0.03124 | val_loss: 0.0311815 | Time: 1822.88 ms [2022-02-27 09:20:06 main:574] : INFO : Epoch 1735 | loss: 0.0311636 | val_loss: 0.0311725 | Time: 1625.86 ms [2022-02-27 09:20:08 main:574] : INFO : Epoch 1736 | loss: 0.0311556 | val_loss: 0.0311678 | Time: 1630.83 ms [2022-02-27 09:20:10 main:574] : INFO : Epoch 1737 | loss: 0.0311552 | val_loss: 0.0311653 | Time: 1638.17 ms [2022-02-27 09:20:11 main:574] : INFO : Epoch 1738 | loss: 0.0311554 | val_loss: 0.0311669 | Time: 1629.14 ms [2022-02-27 09:20:13 main:574] : INFO : Epoch 1739 | loss: 0.0311562 | val_loss: 0.0311676 | Time: 1624.5 ms [2022-02-27 09:20:14 main:574] : INFO : Epoch 1740 | loss: 0.0311546 | val_loss: 0.0311664 | Time: 1630.78 ms [2022-02-27 09:20:16 main:574] : INFO : Epoch 1741 | loss: 0.031154 | val_loss: 0.0311649 | Time: 1650.46 ms [2022-02-27 09:20:18 main:574] : INFO : Epoch 1742 | loss: 0.0311563 | val_loss: 0.0311662 | Time: 1642.88 ms [2022-02-27 09:20:19 main:574] : INFO : Epoch 1743 | loss: 0.0311577 | val_loss: 0.0311647 | Time: 1628.5 ms [2022-02-27 09:20:21 main:574] : INFO : Epoch 1744 | loss: 0.03116 | val_loss: 0.0311671 | Time: 1622.85 ms [2022-02-27 09:20:23 main:574] : INFO : Epoch 1745 | loss: 0.0311585 | val_loss: 0.0311662 | Time: 1630.54 ms [2022-02-27 09:20:24 main:574] : INFO : Epoch 1746 | loss: 0.0311565 | val_loss: 0.0311648 | Time: 1626.78 ms [2022-02-27 09:20:26 main:574] : INFO : Epoch 1747 | loss: 0.0311561 | val_loss: 0.0311678 | Time: 1629.48 ms [2022-02-27 09:20:28 main:574] : INFO : Epoch 1748 | loss: 0.0311546 | val_loss: 0.0311666 | Time: 1637.87 ms [2022-02-27 09:20:29 main:574] : INFO : Epoch 1749 | loss: 0.0311544 | val_loss: 0.0311676 | Time: 1632.77 ms [2022-02-27 09:20:31 main:574] : INFO : Epoch 1750 | loss: 0.0311541 | val_loss: 0.0311641 | Time: 1627.16 ms [2022-02-27 09:20:32 main:574] : INFO : Epoch 1751 | loss: 0.031153 | val_loss: 0.0311675 | Time: 1642.75 ms [2022-02-27 09:20:34 main:574] : INFO : Epoch 1752 | loss: 0.0311534 | val_loss: 0.0311655 | Time: 1627.72 ms [2022-02-27 09:20:36 main:574] : INFO : Epoch 1753 | loss: 0.0311569 | val_loss: 0.0311689 | Time: 1645.4 ms [2022-02-27 09:20:37 main:574] : INFO : Epoch 1754 | loss: 0.031163 | val_loss: 0.0311679 | Time: 1641.09 ms [2022-02-27 09:20:39 main:574] : INFO : Epoch 1755 | loss: 0.0311598 | val_loss: 0.0311666 | Time: 1636.38 ms [2022-02-27 09:20:41 main:574] : INFO : Epoch 1756 | loss: 0.031161 | val_loss: 0.0311662 | Time: 1629.73 ms [2022-02-27 09:20:42 main:574] : INFO : Epoch 1757 | loss: 0.0311565 | val_loss: 0.0311699 | Time: 1630.09 ms [2022-02-27 09:20:44 main:574] : INFO : Epoch 1758 | loss: 0.0311569 | val_loss: 0.0311654 | Time: 1629.2 ms [2022-02-27 09:20:46 main:574] : INFO : Epoch 1759 | loss: 0.0311583 | val_loss: 0.0311694 | Time: 1642.6 ms [2022-02-27 09:20:47 main:574] : INFO : Epoch 1760 | loss: 0.0311615 | val_loss: 0.0311748 | Time: 1639.77 ms [2022-02-27 09:20:49 main:574] : INFO : Epoch 1761 | loss: 0.0311587 | val_loss: 0.0311665 | Time: 1647.93 ms [2022-02-27 09:20:51 main:574] : INFO : Epoch 1762 | loss: 0.0311578 | val_loss: 0.0311696 | Time: 1630.92 ms [2022-02-27 09:20:52 main:574] : INFO : Epoch 1763 | loss: 0.0311577 | val_loss: 0.0311703 | Time: 1631.44 ms [2022-02-27 09:20:54 main:574] : INFO : Epoch 1764 | loss: 0.0311565 | val_loss: 0.0311665 | Time: 1629.94 ms [2022-02-27 09:20:55 main:574] : INFO : Epoch 1765 | loss: 0.031156 | val_loss: 0.0311641 | Time: 1639.7 ms [2022-02-27 09:20:57 main:574] : INFO : Epoch 1766 | loss: 0.0311594 | val_loss: 0.0311669 | Time: 1635.12 ms [2022-02-27 09:20:59 main:574] : INFO : Epoch 1767 | loss: 0.031156 | val_loss: 0.0311658 | Time: 1637.32 ms [2022-02-27 09:21:00 main:574] : INFO : Epoch 1768 | loss: 0.0311564 | val_loss: 0.0311657 | Time: 1627.23 ms [2022-02-27 09:21:02 main:574] : INFO : Epoch 1769 | loss: 0.0311567 | val_loss: 0.031166 | Time: 1637.24 ms [2022-02-27 09:21:04 main:574] : INFO : Epoch 1770 | loss: 0.0311563 | val_loss: 0.0311645 | Time: 1632.61 ms [2022-02-27 09:21:05 main:574] : INFO : Epoch 1771 | loss: 0.0311559 | val_loss: 0.0311691 | Time: 1638.98 ms [2022-02-27 09:21:07 main:574] : INFO : Epoch 1772 | loss: 0.0311568 | val_loss: 0.0311678 | Time: 1635.02 ms [2022-02-27 09:21:09 main:574] : INFO : Epoch 1773 | loss: 0.0311537 | val_loss: 0.0311682 | Time: 1654.79 ms [2022-02-27 09:21:10 main:574] : INFO : Epoch 1774 | loss: 0.0311534 | val_loss: 0.0311642 | Time: 1632.52 ms [2022-02-27 09:21:12 main:574] : INFO : Epoch 1775 | loss: 0.0311574 | val_loss: 0.0311645 | Time: 1636.73 ms [2022-02-27 09:21:14 main:574] : INFO : Epoch 1776 | loss: 0.0311569 | val_loss: 0.0311668 | Time: 1633.97 ms [2022-02-27 09:21:15 main:574] : INFO : Epoch 1777 | loss: 0.0311578 | val_loss: 0.0311687 | Time: 1640.46 ms [2022-02-27 09:21:17 main:574] : INFO : Epoch 1778 | loss: 0.0311585 | val_loss: 0.0311662 | Time: 1647.72 ms [2022-02-27 09:21:19 main:574] : INFO : Epoch 1779 | loss: 0.0311578 | val_loss: 0.0311651 | Time: 1648.64 ms [2022-02-27 09:21:20 main:574] : INFO : Epoch 1780 | loss: 0.0311567 | val_loss: 0.0311695 | Time: 1630.36 ms [2022-02-27 09:21:22 main:574] : INFO : Epoch 1781 | loss: 0.0311575 | val_loss: 0.0311665 | Time: 1639.3 ms [2022-02-27 09:21:23 main:574] : INFO : Epoch 1782 | loss: 0.0311572 | val_loss: 0.0311655 | Time: 1624.84 ms [2022-02-27 09:21:25 main:574] : INFO : Epoch 1783 | loss: 0.0311567 | val_loss: 0.0311661 | Time: 1637.06 ms [2022-02-27 09:21:27 main:574] : INFO : Epoch 1784 | loss: 0.031157 | val_loss: 0.0311706 | Time: 1639.4 ms [2022-02-27 09:21:28 main:574] : INFO : Epoch 1785 | loss: 0.0311571 | val_loss: 0.0311626 | Time: 1647.21 ms [2022-02-27 09:21:30 main:574] : INFO : Epoch 1786 | loss: 0.0311537 | val_loss: 0.0311672 | Time: 1630.4 ms [2022-02-27 09:21:32 main:574] : INFO : Epoch 1787 | loss: 0.0311535 | val_loss: 0.0311676 | Time: 1642.75 ms [2022-02-27 09:21:33 main:574] : INFO : Epoch 1788 | loss: 0.031155 | val_loss: 0.0311639 | Time: 1629.74 ms [2022-02-27 09:21:35 main:574] : INFO : Epoch 1789 | loss: 0.0311545 | val_loss: 0.0311813 | Time: 1634.94 ms [2022-02-27 09:21:37 main:574] : INFO : Epoch 1790 | loss: 0.0311574 | val_loss: 0.031168 | Time: 1642.77 ms [2022-02-27 09:21:38 main:574] : INFO : Epoch 1791 | loss: 0.0311578 | val_loss: 0.0311692 | Time: 1648.9 ms [2022-02-27 09:21:40 main:574] : INFO : Epoch 1792 | loss: 0.0311559 | val_loss: 0.0311657 | Time: 1631.48 ms [2022-02-27 09:21:42 main:574] : INFO : Epoch 1793 | loss: 0.0311549 | val_loss: 0.0311649 | Time: 1634.31 ms [2022-02-27 09:21:43 main:574] : INFO : Epoch 1794 | loss: 0.0311601 | val_loss: 0.0311672 | Time: 1637.45 ms [2022-02-27 09:21:45 main:574] : INFO : Epoch 1795 | loss: 0.0311589 | val_loss: 0.0311639 | Time: 1632.3 ms [2022-02-27 09:21:46 main:574] : INFO : Epoch 1796 | loss: 0.0311598 | val_loss: 0.0311692 | Time: 1640.63 ms [2022-02-27 09:21:48 main:574] : INFO : Epoch 1797 | loss: 0.0311602 | val_loss: 0.0311731 | Time: 1641.38 ms [2022-02-27 09:21:50 main:574] : INFO : Epoch 1798 | loss: 0.0311588 | val_loss: 0.0311661 | Time: 1637.1 ms [2022-02-27 09:21:51 main:574] : INFO : Epoch 1799 | loss: 0.0311602 | val_loss: 0.0311663 | Time: 1632.87 ms [2022-02-27 09:21:53 main:574] : INFO : Epoch 1800 | loss: 0.0311597 | val_loss: 0.031163 | Time: 1635.5 ms [2022-02-27 09:21:55 main:574] : INFO : Epoch 1801 | loss: 0.0311606 | val_loss: 0.0311663 | Time: 1634.43 ms [2022-02-27 09:21:56 main:574] : INFO : Epoch 1802 | loss: 0.0311569 | val_loss: 0.0311629 | Time: 1644.17 ms [2022-02-27 09:21:58 main:574] : INFO : Epoch 1803 | loss: 0.0311556 | val_loss: 0.0311638 | Time: 1644.15 ms [2022-02-27 09:22:00 main:574] : INFO : Epoch 1804 | loss: 0.0311578 | val_loss: 0.0311685 | Time: 1636.34 ms [2022-02-27 09:22:01 main:574] : INFO : Epoch 1805 | loss: 0.0311604 | val_loss: 0.0311673 | Time: 1631.78 ms [2022-02-27 09:22:03 main:574] : INFO : Epoch 1806 | loss: 0.0311603 | val_loss: 0.031166 | Time: 1638.87 ms [2022-02-27 09:22:05 main:574] : INFO : Epoch 1807 | loss: 0.031164 | val_loss: 0.0311657 | Time: 1635.52 ms [2022-02-27 09:22:06 main:574] : INFO : Epoch 1808 | loss: 0.0311617 | val_loss: 0.0311667 | Time: 1642.59 ms [2022-02-27 09:22:08 main:574] : INFO : Epoch 1809 | loss: 0.0311621 | val_loss: 0.0311656 | Time: 1662.41 ms [2022-02-27 09:22:09 main:574] : INFO : Epoch 1810 | loss: 0.0311604 | val_loss: 0.0311679 | Time: 1643.89 ms [2022-02-27 09:22:11 main:574] : INFO : Epoch 1811 | loss: 0.0311601 | val_loss: 0.0311703 | Time: 1631.45 ms [2022-02-27 09:22:13 main:574] : INFO : Epoch 1812 | loss: 0.0311611 | val_loss: 0.0311743 | Time: 1637.29 ms [2022-02-27 09:22:14 main:574] : INFO : Epoch 1813 | loss: 0.0311624 | val_loss: 0.0311713 | Time: 1627.85 ms [2022-02-27 09:22:16 main:574] : INFO : Epoch 1814 | loss: 0.0311717 | val_loss: 0.0311739 | Time: 1640.63 ms [2022-02-27 09:22:18 main:574] : INFO : Epoch 1815 | loss: 0.0311721 | val_loss: 0.0311732 | Time: 1638.39 ms [2022-02-27 09:22:19 main:574] : INFO : Epoch 1816 | loss: 0.0311715 | val_loss: 0.0311719 | Time: 1645.31 ms [2022-02-27 09:22:21 main:574] : INFO : Epoch 1817 | loss: 0.0311708 | val_loss: 0.0311753 | Time: 1631 ms [2022-02-27 09:22:23 main:574] : INFO : Epoch 1818 | loss: 0.0311712 | val_loss: 0.0311724 | Time: 1635.54 ms [2022-02-27 09:22:24 main:574] : INFO : Epoch 1819 | loss: 0.0311723 | val_loss: 0.0311727 | Time: 1633.75 ms [2022-02-27 09:22:26 main:574] : INFO : Epoch 1820 | loss: 0.0311707 | val_loss: 0.031171 | Time: 1639.14 ms [2022-02-27 09:22:28 main:574] : INFO : Epoch 1821 | loss: 0.0311676 | val_loss: 0.0311693 | Time: 1639.85 ms [2022-02-27 09:22:29 main:574] : INFO : Epoch 1822 | loss: 0.0311663 | val_loss: 0.0311704 | Time: 1636.83 ms [2022-02-27 09:22:31 main:574] : INFO : Epoch 1823 | loss: 0.0311649 | val_loss: 0.0311703 | Time: 1632.68 ms [2022-02-27 09:22:32 main:574] : INFO : Epoch 1824 | loss: 0.0311647 | val_loss: 0.0311714 | Time: 1641.29 ms [2022-02-27 09:22:34 main:574] : INFO : Epoch 1825 | loss: 0.031164 | val_loss: 0.031172 | Time: 1629.17 ms [2022-02-27 09:22:36 main:574] : INFO : Epoch 1826 | loss: 0.0311635 | val_loss: 0.0311701 | Time: 1645.42 ms [2022-02-27 09:22:37 main:574] : INFO : Epoch 1827 | loss: 0.0311643 | val_loss: 0.0311702 | Time: 1637.35 ms [2022-02-27 09:22:39 main:574] : INFO : Epoch 1828 | loss: 0.0311654 | val_loss: 0.031172 | Time: 1640.34 ms [2022-02-27 09:22:41 main:574] : INFO : Epoch 1829 | loss: 0.0311639 | val_loss: 0.0311724 | Time: 1627.41 ms [2022-02-27 09:22:42 main:574] : INFO : Epoch 1830 | loss: 0.0311636 | val_loss: 0.0311706 | Time: 1636.67 ms [2022-02-27 09:22:44 main:574] : INFO : Epoch 1831 | loss: 0.031163 | val_loss: 0.0311705 | Time: 1635.4 ms [2022-02-27 09:22:46 main:574] : INFO : Epoch 1832 | loss: 0.0311628 | val_loss: 0.0311683 | Time: 1638.86 ms [2022-02-27 09:22:47 main:574] : INFO : Epoch 1833 | loss: 0.0311632 | val_loss: 0.0311679 | Time: 1642.5 ms [2022-02-27 09:22:49 main:574] : INFO : Epoch 1834 | loss: 0.0311625 | val_loss: 0.0311685 | Time: 1652.38 ms [2022-02-27 09:22:51 main:574] : INFO : Epoch 1835 | loss: 0.0311641 | val_loss: 0.0311788 | Time: 1631.78 ms [2022-02-27 09:22:52 main:574] : INFO : Epoch 1836 | loss: 0.0311644 | val_loss: 0.0311695 | Time: 1634.21 ms [2022-02-27 09:22:54 main:574] : INFO : Epoch 1837 | loss: 0.031162 | val_loss: 0.03117 | Time: 1631.61 ms [2022-02-27 09:22:56 main:574] : INFO : Epoch 1838 | loss: 0.0311622 | val_loss: 0.0311706 | Time: 1641.06 ms [2022-02-27 09:22:57 main:574] : INFO : Epoch 1839 | loss: 0.0311687 | val_loss: 0.031172 | Time: 1639.15 ms [2022-02-27 09:22:59 main:574] : INFO : Epoch 1840 | loss: 0.0311697 | val_loss: 0.0311714 | Time: 1643.31 ms [2022-02-27 09:23:01 main:574] : INFO : Epoch 1841 | loss: 0.0311706 | val_loss: 0.031171 | Time: 1632.57 ms [2022-02-27 09:23:02 main:574] : INFO : Epoch 1842 | loss: 0.0311674 | val_loss: 0.0311723 | Time: 1638.5 ms [2022-02-27 09:23:04 main:574] : INFO : Epoch 1843 | loss: 0.0311651 | val_loss: 0.0311702 | Time: 1630.95 ms [2022-02-27 09:23:05 main:574] : INFO : Epoch 1844 | loss: 0.0311631 | val_loss: 0.0311698 | Time: 1646.11 ms [2022-02-27 09:23:07 main:574] : INFO : Epoch 1845 | loss: 0.0311634 | val_loss: 0.0311696 | Time: 1634.19 ms [2022-02-27 09:23:09 main:574] : INFO : Epoch 1846 | loss: 0.0311642 | val_loss: 0.0311693 | Time: 1645.15 ms [2022-02-27 09:23:10 main:574] : INFO : Epoch 1847 | loss: 0.0311652 | val_loss: 0.0311706 | Time: 1631.42 ms [2022-02-27 09:23:12 main:574] : INFO : Epoch 1848 | loss: 0.0311648 | val_loss: 0.0311677 | Time: 1630.25 ms [2022-02-27 09:23:14 main:574] : INFO : Epoch 1849 | loss: 0.0311645 | val_loss: 0.0311678 | Time: 1631.79 ms [2022-02-27 09:23:15 main:574] : INFO : Epoch 1850 | loss: 0.0311634 | val_loss: 0.0311687 | Time: 1638.54 ms [2022-02-27 09:23:17 main:574] : INFO : Epoch 1851 | loss: 0.0311659 | val_loss: 0.0311663 | Time: 1659.72 ms [2022-02-27 09:23:19 main:574] : INFO : Epoch 1852 | loss: 0.031166 | val_loss: 0.0311655 | Time: 1654.7 ms [2022-02-27 09:23:20 main:574] : INFO : Epoch 1853 | loss: 0.0311648 | val_loss: 0.0311664 | Time: 1678.12 ms [2022-02-27 09:23:22 main:574] : INFO : Epoch 1854 | loss: 0.0311625 | val_loss: 0.0311671 | Time: 1644.47 ms [2022-02-27 09:23:24 main:574] : INFO : Epoch 1855 | loss: 0.0311623 | val_loss: 0.0311666 | Time: 1637.27 ms [2022-02-27 09:23:25 main:574] : INFO : Epoch 1856 | loss: 0.0311612 | val_loss: 0.031167 | Time: 1637.64 ms [2022-02-27 09:23:27 main:574] : INFO : Epoch 1857 | loss: 0.03116 | val_loss: 0.0311671 | Time: 1643.11 ms [2022-02-27 09:23:29 main:574] : INFO : Epoch 1858 | loss: 0.0311611 | val_loss: 0.0311668 | Time: 1639.12 ms [2022-02-27 09:23:30 main:574] : INFO : Epoch 1859 | loss: 0.0311593 | val_loss: 0.0311688 | Time: 1636.03 ms [2022-02-27 09:23:32 main:574] : INFO : Epoch 1860 | loss: 0.0311595 | val_loss: 0.0311654 | Time: 1648.75 ms [2022-02-27 09:23:34 main:574] : INFO : Epoch 1861 | loss: 0.031162 | val_loss: 0.0311671 | Time: 1634.77 ms [2022-02-27 09:23:35 main:574] : INFO : Epoch 1862 | loss: 0.0311595 | val_loss: 0.0311677 | Time: 1626.19 ms [2022-02-27 09:23:37 main:574] : INFO : Epoch 1863 | loss: 0.0311613 | val_loss: 0.0311689 | Time: 1639.96 ms [2022-02-27 09:23:38 main:574] : INFO : Epoch 1864 | loss: 0.0311628 | val_loss: 0.0311689 | Time: 1639.88 ms [2022-02-27 09:23:40 main:574] : INFO : Epoch 1865 | loss: 0.0311594 | val_loss: 0.0311655 | Time: 1634.68 ms [2022-02-27 09:23:42 main:574] : INFO : Epoch 1866 | loss: 0.0311581 | val_loss: 0.0311709 | Time: 1634.51 ms [2022-02-27 09:23:43 main:574] : INFO : Epoch 1867 | loss: 0.0311604 | val_loss: 0.0311666 | Time: 1636.81 ms [2022-02-27 09:23:45 main:574] : INFO : Epoch 1868 | loss: 0.03116 | val_loss: 0.0311648 | Time: 1637.56 ms [2022-02-27 09:23:47 main:574] : INFO : Epoch 1869 | loss: 0.0311576 | val_loss: 0.0311649 | Time: 1648.88 ms [2022-02-27 09:23:48 main:574] : INFO : Epoch 1870 | loss: 0.031157 | val_loss: 0.0311642 | Time: 1639.45 ms [2022-02-27 09:23:50 main:574] : INFO : Epoch 1871 | loss: 0.0311563 | val_loss: 0.0311655 | Time: 1644.96 ms [2022-02-27 09:23:52 main:574] : INFO : Epoch 1872 | loss: 0.0311583 | val_loss: 0.0311651 | Time: 1633.53 ms [2022-02-27 09:23:53 main:574] : INFO : Epoch 1873 | loss: 0.0311568 | val_loss: 0.0311635 | Time: 1641.66 ms [2022-02-27 09:23:55 main:574] : INFO : Epoch 1874 | loss: 0.0311571 | val_loss: 0.0311629 | Time: 1634.82 ms [2022-02-27 09:23:57 main:574] : INFO : Epoch 1875 | loss: 0.031156 | val_loss: 0.0311648 | Time: 1638.97 ms [2022-02-27 09:23:58 main:574] : INFO : Epoch 1876 | loss: 0.0311559 | val_loss: 0.0311637 | Time: 1644.53 ms [2022-02-27 09:24:00 main:574] : INFO : Epoch 1877 | loss: 0.0311558 | val_loss: 0.0311651 | Time: 1638.75 ms [2022-02-27 09:24:01 main:574] : INFO : Epoch 1878 | loss: 0.031157 | val_loss: 0.0311636 | Time: 1630.74 ms [2022-02-27 09:24:03 main:574] : INFO : Epoch 1879 | loss: 0.0311569 | val_loss: 0.0311668 | Time: 1632.45 ms [2022-02-27 09:24:05 main:574] : INFO : Epoch 1880 | loss: 0.0311582 | val_loss: 0.031172 | Time: 1629.91 ms [2022-02-27 09:24:06 main:574] : INFO : Epoch 1881 | loss: 0.031159 | val_loss: 0.0311659 | Time: 1637.67 ms [2022-02-27 09:24:08 main:574] : INFO : Epoch 1882 | loss: 0.0311568 | val_loss: 0.0311696 | Time: 1636.49 ms [2022-02-27 09:24:10 main:574] : INFO : Epoch 1883 | loss: 0.0311595 | val_loss: 0.0311687 | Time: 1647.44 ms [2022-02-27 09:24:11 main:574] : INFO : Epoch 1884 | loss: 0.031158 | val_loss: 0.0311645 | Time: 1633.05 ms [2022-02-27 09:24:13 main:574] : INFO : Epoch 1885 | loss: 0.0311632 | val_loss: 0.0311741 | Time: 1636.64 ms [2022-02-27 09:24:15 main:574] : INFO : Epoch 1886 | loss: 0.0311791 | val_loss: 0.031224 | Time: 1632.25 ms [2022-02-27 09:24:16 main:574] : INFO : Epoch 1887 | loss: 0.039007 | val_loss: 0.0318646 | Time: 1642.55 ms [2022-02-27 09:24:18 main:574] : INFO : Epoch 1888 | loss: 0.0418974 | val_loss: 0.0327113 | Time: 1639.67 ms [2022-02-27 09:24:20 main:574] : INFO : Epoch 1889 | loss: 0.031906 | val_loss: 0.0316145 | Time: 1639.8 ms [2022-02-27 09:24:21 main:574] : INFO : Epoch 1890 | loss: 0.0313844 | val_loss: 0.0313019 | Time: 1629.72 ms [2022-02-27 09:24:23 main:574] : INFO : Epoch 1891 | loss: 0.0312577 | val_loss: 0.0312336 | Time: 1635.13 ms [2022-02-27 09:24:24 main:574] : INFO : Epoch 1892 | loss: 0.0312252 | val_loss: 0.0312157 | Time: 1632.38 ms [2022-02-27 09:24:26 main:574] : INFO : Epoch 1893 | loss: 0.03121 | val_loss: 0.0312026 | Time: 1646.98 ms [2022-02-27 09:24:28 main:574] : INFO : Epoch 1894 | loss: 0.0312026 | val_loss: 0.0311974 | Time: 1637.85 ms [2022-02-27 09:24:29 main:574] : INFO : Epoch 1895 | loss: 0.0311995 | val_loss: 0.0311959 | Time: 1641.89 ms [2022-02-27 09:24:31 main:574] : INFO : Epoch 1896 | loss: 0.0311988 | val_loss: 0.0311936 | Time: 1633.08 ms [2022-02-27 09:24:33 main:574] : INFO : Epoch 1897 | loss: 0.0311976 | val_loss: 0.0311954 | Time: 1633.18 ms [2022-02-27 09:24:34 main:574] : INFO : Epoch 1898 | loss: 0.0311972 | val_loss: 0.0311922 | Time: 1634.53 ms [2022-02-27 09:24:36 main:574] : INFO : Epoch 1899 | loss: 0.0311958 | val_loss: 0.0311915 | Time: 1645.8 ms [2022-02-27 09:24:38 main:574] : INFO : Epoch 1900 | loss: 0.0311955 | val_loss: 0.0311916 | Time: 1641.02 ms [2022-02-27 09:24:39 main:574] : INFO : Epoch 1901 | loss: 0.0311944 | val_loss: 0.0311899 | Time: 1640.36 ms [2022-02-27 09:24:41 main:574] : INFO : Epoch 1902 | loss: 0.0311935 | val_loss: 0.031191 | Time: 1633.67 ms [2022-02-27 09:24:43 main:574] : INFO : Epoch 1903 | loss: 0.031193 | val_loss: 0.0311888 | Time: 1627.12 ms [2022-02-27 09:24:44 main:574] : INFO : Epoch 1904 | loss: 0.0311919 | val_loss: 0.0311878 | Time: 1633.24 ms [2022-02-27 09:24:46 main:574] : INFO : Epoch 1905 | loss: 0.031191 | val_loss: 0.0311874 | Time: 1639.29 ms [2022-02-27 09:24:48 main:574] : INFO : Epoch 1906 | loss: 0.0311898 | val_loss: 0.0311863 | Time: 1640.49 ms [2022-02-27 09:24:49 main:574] : INFO : Epoch 1907 | loss: 0.0311884 | val_loss: 0.0311853 | Time: 1661.29 ms [2022-02-27 09:24:51 main:574] : INFO : Epoch 1908 | loss: 0.031188 | val_loss: 0.0311848 | Time: 1632.52 ms [2022-02-27 09:24:52 main:574] : INFO : Epoch 1909 | loss: 0.0311876 | val_loss: 0.031186 | Time: 1629.37 ms [2022-02-27 09:24:54 main:574] : INFO : Epoch 1910 | loss: 0.0311877 | val_loss: 0.0311848 | Time: 1634.07 ms [2022-02-27 09:24:56 main:574] : INFO : Epoch 1911 | loss: 0.0311874 | val_loss: 0.0311846 | Time: 1639.9 ms [2022-02-27 09:24:57 main:574] : INFO : Epoch 1912 | loss: 0.0311864 | val_loss: 0.0311847 | Time: 1636.09 ms [2022-02-27 09:24:59 main:574] : INFO : Epoch 1913 | loss: 0.0311865 | val_loss: 0.0311841 | Time: 1639.29 ms [2022-02-27 09:25:01 main:574] : INFO : Epoch 1914 | loss: 0.031186 | val_loss: 0.0311854 | Time: 1643.14 ms [2022-02-27 09:25:02 main:574] : INFO : Epoch 1915 | loss: 0.031187 | val_loss: 0.0311858 | Time: 1633.47 ms [2022-02-27 09:25:04 main:574] : INFO : Epoch 1916 | loss: 0.0311856 | val_loss: 0.031184 | Time: 1634.13 ms [2022-02-27 09:25:06 main:574] : INFO : Epoch 1917 | loss: 0.0311855 | val_loss: 0.0311839 | Time: 1640.01 ms [2022-02-27 09:25:07 main:574] : INFO : Epoch 1918 | loss: 0.0311852 | val_loss: 0.0311837 | Time: 1640.58 ms [2022-02-27 09:25:09 main:574] : INFO : Epoch 1919 | loss: 0.0311855 | val_loss: 0.0311838 | Time: 1651.02 ms [2022-02-27 09:25:11 main:574] : INFO : Epoch 1920 | loss: 0.0311852 | val_loss: 0.0311836 | Time: 1631.31 ms [2022-02-27 09:25:12 main:574] : INFO : Epoch 1921 | loss: 0.0311849 | val_loss: 0.0311848 | Time: 1632.88 ms [2022-02-27 09:25:14 main:574] : INFO : Epoch 1922 | loss: 0.031185 | val_loss: 0.031184 | Time: 1642.57 ms [2022-02-27 09:25:16 main:574] : INFO : Epoch 1923 | loss: 0.0311854 | val_loss: 0.0311842 | Time: 1639.14 ms [2022-02-27 09:25:17 main:574] : INFO : Epoch 1924 | loss: 0.0311853 | val_loss: 0.031184 | Time: 1642.13 ms [2022-02-27 09:25:19 main:574] : INFO : Epoch 1925 | loss: 0.0311843 | val_loss: 0.0311842 | Time: 1647.02 ms [2022-02-27 09:25:20 main:574] : INFO : Epoch 1926 | loss: 0.0311844 | val_loss: 0.031184 | Time: 1639.9 ms [2022-02-27 09:25:22 main:574] : INFO : Epoch 1927 | loss: 0.0311836 | val_loss: 0.0311836 | Time: 1633.43 ms [2022-02-27 09:25:24 main:574] : INFO : Epoch 1928 | loss: 0.0311845 | val_loss: 0.031183 | Time: 1646.2 ms [2022-02-27 09:25:25 main:574] : INFO : Epoch 1929 | loss: 0.0311849 | val_loss: 0.0311846 | Time: 1631.74 ms [2022-02-27 09:25:27 main:574] : INFO : Epoch 1930 | loss: 0.0311849 | val_loss: 0.0311827 | Time: 1647.41 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-27 09:25:53 main:435] : INFO : Set logging level to 1 [2022-02-27 09:25:53 main:441] : INFO : Running in BOINC Client mode [2022-02-27 09:25:53 main:444] : INFO : Resolving all filenames [2022-02-27 09:25:53 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 09:25:53 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 09:25:53 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 09:25:53 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 09:25:53 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 09:25:53 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 09:25:53 main:474] : INFO : Configuration: [2022-02-27 09:25:53 main:475] : INFO : Model type: GRU [2022-02-27 09:25:53 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 09:25:53 main:477] : INFO : Max Epochs: 2048 [2022-02-27 09:25:53 main:478] : INFO : Batch Size: 128 [2022-02-27 09:25:53 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 09:25:53 main:480] : INFO : Patience: 10 [2022-02-27 09:25:53 main:481] : INFO : Hidden Width: 12 [2022-02-27 09:25:53 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 09:25:53 main:483] : INFO : # Backend Layers: 4 [2022-02-27 09:25:53 main:484] : INFO : # Threads: 1 [2022-02-27 09:25:53 main:486] : INFO : Preparing Dataset [2022-02-27 09:25:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 09:25:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 09:25:55 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 09:25:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 09:25:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 09:25:55 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 09:25:55 main:494] : INFO : Creating Model [2022-02-27 09:25:55 main:507] : INFO : Preparing config file [2022-02-27 09:25:55 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 09:25:55 main:512] : INFO : Loading config [2022-02-27 09:25:55 main:514] : INFO : Loading state [2022-02-27 09:25:55 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 09:25:55 main:562] : INFO : Starting Training [2022-02-27 09:25:57 main:574] : INFO : Epoch 1892 | loss: 0.0390996 | val_loss: 0.0323015 | Time: 1837.86 ms [2022-02-27 09:25:59 main:574] : INFO : Epoch 1893 | loss: 0.0318383 | val_loss: 0.0313119 | Time: 1624.88 ms [2022-02-27 09:26:01 main:574] : INFO : Epoch 1894 | loss: 0.0313425 | val_loss: 0.0312581 | Time: 1633.23 ms [2022-02-27 09:26:02 main:574] : INFO : Epoch 1895 | loss: 0.0312473 | val_loss: 0.0312251 | Time: 1630.03 ms [2022-02-27 09:26:04 main:574] : INFO : Epoch 1896 | loss: 0.0312145 | val_loss: 0.0312026 | Time: 1628.34 ms [2022-02-27 09:26:05 main:574] : INFO : Epoch 1897 | loss: 0.0312021 | val_loss: 0.0311946 | Time: 1633.55 ms [2022-02-27 09:26:07 main:574] : INFO : Epoch 1898 | loss: 0.0311974 | val_loss: 0.0311923 | Time: 1647.42 ms [2022-02-27 09:26:09 main:574] : INFO : Epoch 1899 | loss: 0.0311951 | val_loss: 0.0311921 | Time: 1635.98 ms [2022-02-27 09:26:10 main:574] : INFO : Epoch 1900 | loss: 0.031193 | val_loss: 0.0311885 | Time: 1628.85 ms [2022-02-27 09:26:12 main:574] : INFO : Epoch 1901 | loss: 0.0311913 | val_loss: 0.0311875 | Time: 1628.04 ms [2022-02-27 09:26:14 main:574] : INFO : Epoch 1902 | loss: 0.0311905 | val_loss: 0.0311866 | Time: 1633.79 ms [2022-02-27 09:26:15 main:574] : INFO : Epoch 1903 | loss: 0.0311892 | val_loss: 0.031186 | Time: 1624 ms [2022-02-27 09:26:17 main:574] : INFO : Epoch 1904 | loss: 0.0311887 | val_loss: 0.0311853 | Time: 1653.42 ms [2022-02-27 09:26:19 main:574] : INFO : Epoch 1905 | loss: 0.0311888 | val_loss: 0.0311866 | Time: 1639.53 ms [2022-02-27 09:26:20 main:574] : INFO : Epoch 1906 | loss: 0.0311881 | val_loss: 0.031185 | Time: 1639.02 ms [2022-02-27 09:26:22 main:574] : INFO : Epoch 1907 | loss: 0.0311877 | val_loss: 0.031184 | Time: 1622.34 ms [2022-02-27 09:26:23 main:574] : INFO : Epoch 1908 | loss: 0.0311874 | val_loss: 0.0311849 | Time: 1638.43 ms [2022-02-27 09:26:25 main:574] : INFO : Epoch 1909 | loss: 0.0311863 | val_loss: 0.0311823 | Time: 1621.95 ms [2022-02-27 09:26:27 main:574] : INFO : Epoch 1910 | loss: 0.0311847 | val_loss: 0.031182 | Time: 1636.94 ms [2022-02-27 09:26:28 main:574] : INFO : Epoch 1911 | loss: 0.0311832 | val_loss: 0.0311805 | Time: 1637.01 ms [2022-02-27 09:26:30 main:574] : INFO : Epoch 1912 | loss: 0.0311802 | val_loss: 0.031182 | Time: 1632.36 ms [2022-02-27 09:26:32 main:574] : INFO : Epoch 1913 | loss: 0.0311794 | val_loss: 0.0311834 | Time: 1632.79 ms [2022-02-27 09:26:33 main:574] : INFO : Epoch 1914 | loss: 0.0311795 | val_loss: 0.0311827 | Time: 1634.04 ms [2022-02-27 09:26:35 main:574] : INFO : Epoch 1915 | loss: 0.0311764 | val_loss: 0.0311782 | Time: 1627.93 ms [2022-02-27 09:26:37 main:574] : INFO : Epoch 1916 | loss: 0.0311738 | val_loss: 0.0311775 | Time: 1640.53 ms [2022-02-27 09:26:38 main:574] : INFO : Epoch 1917 | loss: 0.0311748 | val_loss: 0.0311734 | Time: 1645.54 ms [2022-02-27 09:26:40 main:574] : INFO : Epoch 1918 | loss: 0.0311719 | val_loss: 0.031172 | Time: 1628.67 ms [2022-02-27 09:26:42 main:574] : INFO : Epoch 1919 | loss: 0.0311718 | val_loss: 0.0311739 | Time: 1629.8 ms [2022-02-27 09:26:43 main:574] : INFO : Epoch 1920 | loss: 0.0311711 | val_loss: 0.0311717 | Time: 1625.41 ms [2022-02-27 09:26:45 main:574] : INFO : Epoch 1921 | loss: 0.0311695 | val_loss: 0.0311719 | Time: 1628.7 ms [2022-02-27 09:26:46 main:574] : INFO : Epoch 1922 | loss: 0.0311691 | val_loss: 0.0311731 | Time: 1637.44 ms [2022-02-27 09:26:48 main:574] : INFO : Epoch 1923 | loss: 0.0311676 | val_loss: 0.0311715 | Time: 1638.17 ms [2022-02-27 09:26:50 main:574] : INFO : Epoch 1924 | loss: 0.0311665 | val_loss: 0.0311704 | Time: 1638.07 ms [2022-02-27 09:26:51 main:574] : INFO : Epoch 1925 | loss: 0.0311663 | val_loss: 0.0311719 | Time: 1633.4 ms [2022-02-27 09:26:53 main:574] : INFO : Epoch 1926 | loss: 0.0311665 | val_loss: 0.0311702 | Time: 1628.08 ms [2022-02-27 09:26:55 main:574] : INFO : Epoch 1927 | loss: 0.0311656 | val_loss: 0.0311702 | Time: 1630.86 ms [2022-02-27 09:26:56 main:574] : INFO : Epoch 1928 | loss: 0.0311659 | val_loss: 0.0311697 | Time: 1632.6 ms [2022-02-27 09:26:58 main:574] : INFO : Epoch 1929 | loss: 0.031165 | val_loss: 0.0311693 | Time: 1640.94 ms [2022-02-27 09:27:00 main:574] : INFO : Epoch 1930 | loss: 0.0311648 | val_loss: 0.0311698 | Time: 1658.29 ms [2022-02-27 09:27:01 main:574] : INFO : Epoch 1931 | loss: 0.031165 | val_loss: 0.0311689 | Time: 1634.85 ms [2022-02-27 09:27:03 main:574] : INFO : Epoch 1932 | loss: 0.0311647 | val_loss: 0.031168 | Time: 1638.84 ms [2022-02-27 09:27:05 main:574] : INFO : Epoch 1933 | loss: 0.031164 | val_loss: 0.0311669 | Time: 1629.86 ms [2022-02-27 09:27:06 main:574] : INFO : Epoch 1934 | loss: 0.031163 | val_loss: 0.0311674 | Time: 1637.93 ms [2022-02-27 09:27:08 main:574] : INFO : Epoch 1935 | loss: 0.031164 | val_loss: 0.03117 | Time: 1648.42 ms [2022-02-27 09:27:09 main:574] : INFO : Epoch 1936 | loss: 0.0311659 | val_loss: 0.0311715 | Time: 1634 ms [2022-02-27 09:27:11 main:574] : INFO : Epoch 1937 | loss: 0.0311646 | val_loss: 0.031169 | Time: 1633.93 ms [2022-02-27 09:27:13 main:574] : INFO : Epoch 1938 | loss: 0.0311636 | val_loss: 0.0311679 | Time: 1634.71 ms [2022-02-27 09:27:14 main:574] : INFO : Epoch 1939 | loss: 0.0311654 | val_loss: 0.0311673 | Time: 1634.1 ms [2022-02-27 09:27:16 main:574] : INFO : Epoch 1940 | loss: 0.0311651 | val_loss: 0.031169 | Time: 1634.03 ms [2022-02-27 09:27:18 main:574] : INFO : Epoch 1941 | loss: 0.0311669 | val_loss: 0.0311693 | Time: 1646.09 ms [2022-02-27 09:27:19 main:574] : INFO : Epoch 1942 | loss: 0.0311668 | val_loss: 0.0311686 | Time: 1639.23 ms [2022-02-27 09:27:21 main:574] : INFO : Epoch 1943 | loss: 0.0311653 | val_loss: 0.0311677 | Time: 1632.56 ms [2022-02-27 09:27:23 main:574] : INFO : Epoch 1944 | loss: 0.0311656 | val_loss: 0.0311684 | Time: 1628.39 ms [2022-02-27 09:27:24 main:574] : INFO : Epoch 1945 | loss: 0.0311644 | val_loss: 0.0311681 | Time: 1634.87 ms [2022-02-27 09:27:26 main:574] : INFO : Epoch 1946 | loss: 0.0311649 | val_loss: 0.0311658 | Time: 1639.43 ms [2022-02-27 09:27:28 main:574] : INFO : Epoch 1947 | loss: 0.0311644 | val_loss: 0.0311671 | Time: 1645.85 ms [2022-02-27 09:27:29 main:574] : INFO : Epoch 1948 | loss: 0.031164 | val_loss: 0.0311663 | Time: 1642.96 ms [2022-02-27 09:27:31 main:574] : INFO : Epoch 1949 | loss: 0.0311636 | val_loss: 0.0311659 | Time: 1640.77 ms [2022-02-27 09:27:32 main:574] : INFO : Epoch 1950 | loss: 0.0311634 | val_loss: 0.0311656 | Time: 1637.73 ms [2022-02-27 09:27:34 main:574] : INFO : Epoch 1951 | loss: 0.0311623 | val_loss: 0.0311688 | Time: 1640.4 ms [2022-02-27 09:27:36 main:574] : INFO : Epoch 1952 | loss: 0.0311624 | val_loss: 0.0311666 | Time: 1639.67 ms [2022-02-27 09:27:37 main:574] : INFO : Epoch 1953 | loss: 0.0311632 | val_loss: 0.0311677 | Time: 1638.79 ms [2022-02-27 09:27:39 main:574] : INFO : Epoch 1954 | loss: 0.0311672 | val_loss: 0.0311793 | Time: 1644.55 ms [2022-02-27 09:27:41 main:574] : INFO : Epoch 1955 | loss: 0.0311735 | val_loss: 0.0311758 | Time: 1634.58 ms [2022-02-27 09:27:42 main:574] : INFO : Epoch 1956 | loss: 0.0311725 | val_loss: 0.0311757 | Time: 1631.71 ms [2022-02-27 09:27:44 main:574] : INFO : Epoch 1957 | loss: 0.03117 | val_loss: 0.0311713 | Time: 1636.35 ms [2022-02-27 09:27:46 main:574] : INFO : Epoch 1958 | loss: 0.0311696 | val_loss: 0.0311736 | Time: 1635.37 ms [2022-02-27 09:27:47 main:574] : INFO : Epoch 1959 | loss: 0.0311706 | val_loss: 0.0311729 | Time: 1642.94 ms [2022-02-27 09:27:49 main:574] : INFO : Epoch 1960 | loss: 0.0311695 | val_loss: 0.0311703 | Time: 1648.49 ms [2022-02-27 09:27:51 main:574] : INFO : Epoch 1961 | loss: 0.0311688 | val_loss: 0.0311702 | Time: 1636.01 ms [2022-02-27 09:27:52 main:574] : INFO : Epoch 1962 | loss: 0.0311684 | val_loss: 0.03117 | Time: 1635.59 ms [2022-02-27 09:27:54 main:574] : INFO : Epoch 1963 | loss: 0.0311688 | val_loss: 0.0311697 | Time: 1631.34 ms [2022-02-27 09:27:55 main:574] : INFO : Epoch 1964 | loss: 0.0311674 | val_loss: 0.0311685 | Time: 1631.88 ms [2022-02-27 09:27:57 main:574] : INFO : Epoch 1965 | loss: 0.0311658 | val_loss: 0.0311673 | Time: 1641.42 ms [2022-02-27 09:27:59 main:574] : INFO : Epoch 1966 | loss: 0.0311658 | val_loss: 0.0311673 | Time: 1645.83 ms [2022-02-27 09:28:00 main:574] : INFO : Epoch 1967 | loss: 0.0311649 | val_loss: 0.0311651 | Time: 1636.51 ms [2022-02-27 09:28:02 main:574] : INFO : Epoch 1968 | loss: 0.0311645 | val_loss: 0.0311661 | Time: 1639.1 ms [2022-02-27 09:28:04 main:574] : INFO : Epoch 1969 | loss: 0.0311643 | val_loss: 0.0311654 | Time: 1632.26 ms [2022-02-27 09:28:05 main:574] : INFO : Epoch 1970 | loss: 0.0311643 | val_loss: 0.0311711 | Time: 1635.02 ms [2022-02-27 09:28:07 main:574] : INFO : Epoch 1971 | loss: 0.031171 | val_loss: 0.0311716 | Time: 1642.1 ms [2022-02-27 09:28:09 main:574] : INFO : Epoch 1972 | loss: 0.0311705 | val_loss: 0.0311742 | Time: 1646.55 ms [2022-02-27 09:28:10 main:574] : INFO : Epoch 1973 | loss: 0.0311705 | val_loss: 0.0311699 | Time: 1634.88 ms [2022-02-27 09:28:12 main:574] : INFO : Epoch 1974 | loss: 0.0311712 | val_loss: 0.0311754 | Time: 1634.2 ms [2022-02-27 09:28:14 main:574] : INFO : Epoch 1975 | loss: 0.0311773 | val_loss: 0.0311748 | Time: 1632.57 ms [2022-02-27 09:28:15 main:574] : INFO : Epoch 1976 | loss: 0.0311765 | val_loss: 0.0311746 | Time: 1632.41 ms [2022-02-27 09:28:17 main:574] : INFO : Epoch 1977 | loss: 0.0311761 | val_loss: 0.0311768 | Time: 1647.11 ms [2022-02-27 09:28:18 main:574] : INFO : Epoch 1978 | loss: 0.0311748 | val_loss: 0.0311742 | Time: 1652.7 ms [2022-02-27 09:28:20 main:574] : INFO : Epoch 1979 | loss: 0.0311733 | val_loss: 0.0311732 | Time: 1638.99 ms [2022-02-27 09:28:22 main:574] : INFO : Epoch 1980 | loss: 0.0311722 | val_loss: 0.0311745 | Time: 1635.34 ms [2022-02-27 09:28:23 main:574] : INFO : Epoch 1981 | loss: 0.0311731 | val_loss: 0.0311742 | Time: 1634.31 ms [2022-02-27 09:28:25 main:574] : INFO : Epoch 1982 | loss: 0.0311719 | val_loss: 0.0311749 | Time: 1637.35 ms [2022-02-27 09:28:27 main:574] : INFO : Epoch 1983 | loss: 0.0311712 | val_loss: 0.0311738 | Time: 1640.57 ms [2022-02-27 09:28:28 main:574] : INFO : Epoch 1984 | loss: 0.0311714 | val_loss: 0.0311722 | Time: 1648.79 ms [2022-02-27 09:28:30 main:574] : INFO : Epoch 1985 | loss: 0.0311699 | val_loss: 0.0311719 | Time: 1633.25 ms [2022-02-27 09:28:32 main:574] : INFO : Epoch 1986 | loss: 0.0311704 | val_loss: 0.0311717 | Time: 1640.59 ms [2022-02-27 09:28:33 main:574] : INFO : Epoch 1987 | loss: 0.0311688 | val_loss: 0.0311713 | Time: 1634.52 ms [2022-02-27 09:28:35 main:574] : INFO : Epoch 1988 | loss: 0.0311684 | val_loss: 0.0311705 | Time: 1640.57 ms [2022-02-27 09:28:37 main:574] : INFO : Epoch 1989 | loss: 0.0311692 | val_loss: 0.0311711 | Time: 1634.57 ms [2022-02-27 09:28:38 main:574] : INFO : Epoch 1990 | loss: 0.0311686 | val_loss: 0.0311695 | Time: 1649.48 ms [2022-02-27 09:28:40 main:574] : INFO : Epoch 1991 | loss: 0.0311691 | val_loss: 0.0311711 | Time: 1631.46 ms [2022-02-27 09:28:42 main:574] : INFO : Epoch 1992 | loss: 0.0311695 | val_loss: 0.03117 | Time: 1636.88 ms [2022-02-27 09:28:43 main:574] : INFO : Epoch 1993 | loss: 0.0311696 | val_loss: 0.0311704 | Time: 1632.98 ms [2022-02-27 09:28:45 main:574] : INFO : Epoch 1994 | loss: 0.0311687 | val_loss: 0.0311697 | Time: 1638.94 ms [2022-02-27 09:28:46 main:574] : INFO : Epoch 1995 | loss: 0.0311718 | val_loss: 0.0311703 | Time: 1643.89 ms [2022-02-27 09:28:48 main:574] : INFO : Epoch 1996 | loss: 0.0311709 | val_loss: 0.0311697 | Time: 1650.42 ms [2022-02-27 09:28:50 main:574] : INFO : Epoch 1997 | loss: 0.0311702 | val_loss: 0.0311694 | Time: 1643.65 ms [2022-02-27 09:28:51 main:574] : INFO : Epoch 1998 | loss: 0.031172 | val_loss: 0.0311711 | Time: 1639.83 ms [2022-02-27 09:28:53 main:574] : INFO : Epoch 1999 | loss: 0.031172 | val_loss: 0.0311739 | Time: 1634.68 ms [2022-02-27 09:28:55 main:574] : INFO : Epoch 2000 | loss: 0.0311723 | val_loss: 0.0311757 | Time: 1637.55 ms [2022-02-27 09:28:56 main:574] : INFO : Epoch 2001 | loss: 0.0311717 | val_loss: 0.0311738 | Time: 1648.8 ms [2022-02-27 09:28:58 main:574] : INFO : Epoch 2002 | loss: 0.0311717 | val_loss: 0.0311753 | Time: 1648.92 ms [2022-02-27 09:29:00 main:574] : INFO : Epoch 2003 | loss: 0.0311709 | val_loss: 0.0311725 | Time: 1639.02 ms [2022-02-27 09:29:01 main:574] : INFO : Epoch 2004 | loss: 0.0311702 | val_loss: 0.0311707 | Time: 1642.75 ms [2022-02-27 09:29:03 main:574] : INFO : Epoch 2005 | loss: 0.0311739 | val_loss: 0.0311745 | Time: 1625.52 ms [2022-02-27 09:29:05 main:574] : INFO : Epoch 2006 | loss: 0.0311766 | val_loss: 0.031175 | Time: 1641.53 ms [2022-02-27 09:29:06 main:574] : INFO : Epoch 2007 | loss: 0.0311752 | val_loss: 0.0311713 | Time: 1638.43 ms [2022-02-27 09:29:08 main:574] : INFO : Epoch 2008 | loss: 0.0311754 | val_loss: 0.0311774 | Time: 1645.96 ms [2022-02-27 09:29:10 main:574] : INFO : Epoch 2009 | loss: 0.0311809 | val_loss: 0.0311773 | Time: 1639.92 ms [2022-02-27 09:29:11 main:574] : INFO : Epoch 2010 | loss: 0.0311801 | val_loss: 0.031178 | Time: 1635.84 ms [2022-02-27 09:29:13 main:574] : INFO : Epoch 2011 | loss: 0.0311769 | val_loss: 0.0311764 | Time: 1630.29 ms [2022-02-27 09:29:14 main:574] : INFO : Epoch 2012 | loss: 0.0311777 | val_loss: 0.0311763 | Time: 1636.16 ms [2022-02-27 09:29:16 main:574] : INFO : Epoch 2013 | loss: 0.0311766 | val_loss: 0.0311778 | Time: 1655.19 ms [2022-02-27 09:29:18 main:574] : INFO : Epoch 2014 | loss: 0.0311775 | val_loss: 0.0311741 | Time: 1643.26 ms [2022-02-27 09:29:19 main:574] : INFO : Epoch 2015 | loss: 0.0311768 | val_loss: 0.0311762 | Time: 1645.86 ms [2022-02-27 09:29:21 main:574] : INFO : Epoch 2016 | loss: 0.0311758 | val_loss: 0.031173 | Time: 1632.56 ms [2022-02-27 09:29:23 main:574] : INFO : Epoch 2017 | loss: 0.0311762 | val_loss: 0.0311747 | Time: 1640.83 ms [2022-02-27 09:29:24 main:574] : INFO : Epoch 2018 | loss: 0.0311758 | val_loss: 0.0311733 | Time: 1637.11 ms [2022-02-27 09:29:26 main:574] : INFO : Epoch 2019 | loss: 0.0311756 | val_loss: 0.0311733 | Time: 1640.31 ms [2022-02-27 09:29:28 main:574] : INFO : Epoch 2020 | loss: 0.0311747 | val_loss: 0.031173 | Time: 1637.45 ms [2022-02-27 09:29:29 main:574] : INFO : Epoch 2021 | loss: 0.031176 | val_loss: 0.0311768 | Time: 1643.12 ms [2022-02-27 09:29:31 main:574] : INFO : Epoch 2022 | loss: 0.031177 | val_loss: 0.0311769 | Time: 1633.3 ms [2022-02-27 09:29:33 main:574] : INFO : Epoch 2023 | loss: 0.031175 | val_loss: 0.0311729 | Time: 1652.49 ms [2022-02-27 09:29:34 main:574] : INFO : Epoch 2024 | loss: 0.0311736 | val_loss: 0.031176 | Time: 1641.83 ms [2022-02-27 09:29:36 main:574] : INFO : Epoch 2025 | loss: 0.0311747 | val_loss: 0.0311735 | Time: 1636.27 ms [2022-02-27 09:29:37 main:574] : INFO : Epoch 2026 | loss: 0.0311758 | val_loss: 0.0311774 | Time: 1640.28 ms [2022-02-27 09:29:39 main:574] : INFO : Epoch 2027 | loss: 0.0311743 | val_loss: 0.0311731 | Time: 1634.67 ms [2022-02-27 09:29:41 main:574] : INFO : Epoch 2028 | loss: 0.0311734 | val_loss: 0.0311731 | Time: 1635.95 ms [2022-02-27 09:29:42 main:574] : INFO : Epoch 2029 | loss: 0.0311716 | val_loss: 0.0311732 | Time: 1637.6 ms [2022-02-27 09:29:44 main:574] : INFO : Epoch 2030 | loss: 0.0311718 | val_loss: 0.031173 | Time: 1629.55 ms [2022-02-27 09:29:46 main:574] : INFO : Epoch 2031 | loss: 0.031172 | val_loss: 0.0311721 | Time: 1635.38 ms [2022-02-27 09:29:47 main:574] : INFO : Epoch 2032 | loss: 0.0311711 | val_loss: 0.0311718 | Time: 1642.11 ms [2022-02-27 09:29:49 main:574] : INFO : Epoch 2033 | loss: 0.0311694 | val_loss: 0.0311725 | Time: 1639.71 ms [2022-02-27 09:29:51 main:574] : INFO : Epoch 2034 | loss: 0.0311688 | val_loss: 0.0311718 | Time: 1636.54 ms [2022-02-27 09:29:52 main:574] : INFO : Epoch 2035 | loss: 0.0311693 | val_loss: 0.0311716 | Time: 1634.21 ms [2022-02-27 09:29:54 main:574] : INFO : Epoch 2036 | loss: 0.0311692 | val_loss: 0.0311723 | Time: 1632.55 ms [2022-02-27 09:29:56 main:574] : INFO : Epoch 2037 | loss: 0.0311687 | val_loss: 0.0311709 | Time: 1642.45 ms [2022-02-27 09:29:57 main:574] : INFO : Epoch 2038 | loss: 0.0311679 | val_loss: 0.0311718 | Time: 1649.8 ms [2022-02-27 09:29:59 main:574] : INFO : Epoch 2039 | loss: 0.0311677 | val_loss: 0.0311717 | Time: 1646.91 ms [2022-02-27 09:30:00 main:574] : INFO : Epoch 2040 | loss: 0.0311679 | val_loss: 0.0311708 | Time: 1628.39 ms [2022-02-27 09:30:02 main:574] : INFO : Epoch 2041 | loss: 0.0311681 | val_loss: 0.0311719 | Time: 1640.85 ms [2022-02-27 09:30:04 main:574] : INFO : Epoch 2042 | loss: 0.0311674 | val_loss: 0.0311711 | Time: 1631.52 ms [2022-02-27 09:30:05 main:574] : INFO : Epoch 2043 | loss: 0.0311677 | val_loss: 0.0311704 | Time: 1634.84 ms [2022-02-27 09:30:07 main:574] : INFO : Epoch 2044 | loss: 0.0311675 | val_loss: 0.0311714 | Time: 1632.47 ms [2022-02-27 09:30:09 main:574] : INFO : Epoch 2045 | loss: 0.0311683 | val_loss: 0.0311722 | Time: 1659.9 ms [2022-02-27 09:30:10 main:574] : INFO : Epoch 2046 | loss: 0.0311683 | val_loss: 0.0311718 | Time: 1628.34 ms [2022-02-27 09:30:12 main:574] : INFO : Epoch 2047 | loss: 0.0311675 | val_loss: 0.0311733 | Time: 1638.09 ms [2022-02-27 09:30:14 main:574] : INFO : Epoch 2048 | loss: 0.0311684 | val_loss: 0.0311726 | Time: 1630.88 ms [2022-02-27 09:30:14 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311726 [2022-02-27 09:30:14 main:603] : INFO : Saving end state to config to file [2022-02-27 09:30:14 main:608] : INFO : Success, exiting.. 09:30:14 (16736): 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)