Task 10958924
| Name | ParityModified-1639960567-27190-2-0_0 |
| Workunit | 8251676 |
| Created | 22 Jan 2022, 20:15:47 UTC |
| Sent | 7 Feb 2022, 19:10:04 UTC |
| Report deadline | 15 Feb 2022, 19:10:04 UTC |
| Received | 8 Feb 2022, 20:39:20 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1182 |
| Run time | 4 hours 52 min 52 sec |
| CPU time | 4 hours 30 min 59 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,702.10 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.60 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 19:22:04 main:574] : INFO : Epoch 1599 | loss: 0.0311639 | val_loss: 0.0311695 | Time: 7462.17 ms [2022-02-08 19:22:11 main:574] : INFO : Epoch 1600 | loss: 0.0311634 | val_loss: 0.0311713 | Time: 7428.14 ms [2022-02-08 19:22:19 main:574] : INFO : Epoch 1601 | loss: 0.0311643 | val_loss: 0.0311716 | Time: 7545.03 ms [2022-02-08 19:22:26 main:574] : INFO : Epoch 1602 | loss: 0.0311659 | val_loss: 0.0311718 | Time: 7579.48 ms [2022-02-08 19:22:34 main:574] : INFO : Epoch 1603 | loss: 0.0311676 | val_loss: 0.0311744 | Time: 7463.24 ms [2022-02-08 19:22:41 main:574] : INFO : Epoch 1604 | loss: 0.0311678 | val_loss: 0.0311727 | Time: 7418.66 ms [2022-02-08 19:22:49 main:574] : INFO : Epoch 1605 | loss: 0.0311663 | val_loss: 0.0311704 | Time: 7503.25 ms [2022-02-08 19:22:56 main:574] : INFO : Epoch 1606 | loss: 0.031166 | val_loss: 0.0311701 | Time: 7503.34 ms [2022-02-08 19:23:04 main:574] : INFO : Epoch 1607 | loss: 0.0311655 | val_loss: 0.0311696 | Time: 7257.77 ms [2022-02-08 19:23:11 main:574] : INFO : Epoch 1608 | loss: 0.0311661 | val_loss: 0.031172 | Time: 7330.98 ms [2022-02-08 19:23:18 main:574] : INFO : Epoch 1609 | loss: 0.0311667 | val_loss: 0.0311696 | Time: 7313.52 ms [2022-02-08 19:23:26 main:574] : INFO : Epoch 1610 | loss: 0.0311664 | val_loss: 0.0311679 | Time: 7285.6 ms [2022-02-08 19:23:33 main:574] : INFO : Epoch 1611 | loss: 0.0311654 | val_loss: 0.0311676 | Time: 7381.29 ms [2022-02-08 19:23:40 main:574] : INFO : Epoch 1612 | loss: 0.0311639 | val_loss: 0.0311682 | Time: 7158.99 ms [2022-02-08 19:23:48 main:574] : INFO : Epoch 1613 | loss: 0.0311642 | val_loss: 0.0311685 | Time: 7125.92 ms [2022-02-08 19:23:55 main:574] : INFO : Epoch 1614 | loss: 0.031164 | val_loss: 0.0311699 | Time: 7258.54 ms [2022-02-08 19:24:02 main:574] : INFO : Epoch 1615 | loss: 0.031163 | val_loss: 0.0311697 | Time: 7332.02 ms [2022-02-08 19:24:10 main:574] : INFO : Epoch 1616 | loss: 0.0311644 | val_loss: 0.0311677 | Time: 7165.06 ms [2022-02-08 19:24:17 main:574] : INFO : Epoch 1617 | loss: 0.0311637 | val_loss: 0.0311667 | Time: 7177.17 ms [2022-02-08 19:24:24 main:574] : INFO : Epoch 1618 | loss: 0.0311639 | val_loss: 0.0311707 | Time: 7286.05 ms [2022-02-08 19:24:32 main:574] : INFO : Epoch 1619 | loss: 0.0311703 | val_loss: 0.0311665 | Time: 7493.24 ms [2022-02-08 19:24:39 main:574] : INFO : Epoch 1620 | loss: 0.0311671 | val_loss: 0.0311661 | Time: 7731.89 ms [2022-02-08 19:24:47 main:574] : INFO : Epoch 1621 | loss: 0.031166 | val_loss: 0.0311661 | Time: 7233.68 ms [2022-02-08 19:24:54 main:574] : INFO : Epoch 1622 | loss: 0.031165 | val_loss: 0.0311656 | Time: 7263.13 ms [2022-02-08 19:25:02 main:574] : INFO : Epoch 1623 | loss: 0.031165 | val_loss: 0.0311658 | Time: 7383.08 ms [2022-02-08 19:25:09 main:574] : INFO : Epoch 1624 | loss: 0.0311644 | val_loss: 0.0311681 | Time: 7212.09 ms [2022-02-08 19:25:16 main:574] : INFO : Epoch 1625 | loss: 0.0311668 | val_loss: 0.0311657 | Time: 7233.98 ms [2022-02-08 19:25:23 main:574] : INFO : Epoch 1626 | loss: 0.0311638 | val_loss: 0.0311643 | Time: 7285.03 ms [2022-02-08 19:25:31 main:574] : INFO : Epoch 1627 | loss: 0.0311644 | val_loss: 0.0311674 | Time: 7343.65 ms [2022-02-08 19:25:38 main:574] : INFO : Epoch 1628 | loss: 0.0311646 | val_loss: 0.0311693 | Time: 7166.13 ms [2022-02-08 19:25:45 main:574] : INFO : Epoch 1629 | loss: 0.0311639 | val_loss: 0.0311683 | Time: 7270.51 ms [2022-02-08 19:25:53 main:574] : INFO : Epoch 1630 | loss: 0.0311695 | val_loss: 0.0311705 | Time: 7217.48 ms [2022-02-08 19:26:00 main:574] : INFO : Epoch 1631 | loss: 0.0311695 | val_loss: 0.0311677 | Time: 7189.81 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB) [2022-02-08 20:24:07 main:435] : INFO : Set logging level to 1 [2022-02-08 20:24:07 main:441] : INFO : Running in BOINC Client mode [2022-02-08 20:24:07 main:444] : INFO : Resolving all filenames [2022-02-08 20:24:07 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-08 20:24:08 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-08 20:24:08 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-08 20:24:08 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-08 20:24:08 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-08 20:24:08 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-08 20:24:08 main:474] : INFO : Configuration: [2022-02-08 20:24:08 main:475] : INFO : Model type: GRU [2022-02-08 20:24:08 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-08 20:24:08 main:477] : INFO : Max Epochs: 2048 [2022-02-08 20:24:08 main:478] : INFO : Batch Size: 128 [2022-02-08 20:24:08 main:479] : INFO : Learning Rate: 0.01 [2022-02-08 20:24:08 main:480] : INFO : Patience: 10 [2022-02-08 20:24:08 main:481] : INFO : Hidden Width: 12 [2022-02-08 20:24:08 main:482] : INFO : # Recurrent Layers: 4 [2022-02-08 20:24:08 main:483] : INFO : # Backend Layers: 4 [2022-02-08 20:24:08 main:484] : INFO : # Threads: 1 [2022-02-08 20:24:08 main:486] : INFO : Preparing Dataset [2022-02-08 20:24:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-08 20:24:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-08 20:24:20 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-08 20:24:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-08 20:24:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-08 20:24:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-08 20:24:20 main:494] : INFO : Creating Model [2022-02-08 20:24:20 main:507] : INFO : Preparing config file [2022-02-08 20:24:20 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-08 20:24:20 main:512] : INFO : Loading config [2022-02-08 20:24:20 main:514] : INFO : Loading state [2022-02-08 20:24:28 main:559] : INFO : Loading DataLoader into Memory [2022-02-08 20:24:28 main:562] : INFO : Starting Training [2022-02-08 20:24:40 main:574] : INFO : Epoch 1626 | loss: 0.0319253 | val_loss: 0.031346 | Time: 11373.4 ms [2022-02-08 20:24:48 main:574] : INFO : Epoch 1627 | loss: 0.0312982 | val_loss: 0.0312452 | Time: 8702.34 ms [2022-02-08 20:24:58 main:574] : INFO : Epoch 1628 | loss: 0.0312273 | val_loss: 0.0312086 | Time: 8992.14 ms [2022-02-08 20:25:06 main:574] : INFO : Epoch 1629 | loss: 0.0311982 | val_loss: 0.0311832 | Time: 8674.64 ms [2022-02-08 20:25:15 main:574] : INFO : Epoch 1630 | loss: 0.0311752 | val_loss: 0.0311737 | Time: 8782.9 ms [2022-02-08 20:25:24 main:574] : INFO : Epoch 1631 | loss: 0.0311695 | val_loss: 0.0311702 | Time: 8862.82 ms [2022-02-08 20:25:33 main:574] : INFO : Epoch 1632 | loss: 0.0311693 | val_loss: 0.0311696 | Time: 8538.82 ms [2022-02-08 20:25:42 main:574] : INFO : Epoch 1633 | loss: 0.031166 | val_loss: 0.0311649 | Time: 9069.37 ms [2022-02-08 20:25:50 main:574] : INFO : Epoch 1634 | loss: 0.0311646 | val_loss: 0.0311639 | Time: 8470.58 ms [2022-02-08 20:25:59 main:574] : INFO : Epoch 1635 | loss: 0.0311652 | val_loss: 0.0311639 | Time: 8609.23 ms [2022-02-08 20:26:08 main:574] : INFO : Epoch 1636 | loss: 0.0311644 | val_loss: 0.031164 | Time: 8590.21 ms [2022-02-08 20:26:17 main:574] : INFO : Epoch 1637 | loss: 0.0311643 | val_loss: 0.0311642 | Time: 8540.44 ms [2022-02-08 20:26:25 main:574] : INFO : Epoch 1638 | loss: 0.0311643 | val_loss: 0.0311671 | Time: 8768.54 ms [2022-02-08 20:26:34 main:574] : INFO : Epoch 1639 | loss: 0.0311657 | val_loss: 0.0311645 | Time: 8381.74 ms [2022-02-08 20:26:42 main:574] : INFO : Epoch 1640 | loss: 0.0311635 | val_loss: 0.0311662 | Time: 8498.68 ms [2022-02-08 20:26:51 main:574] : INFO : Epoch 1641 | loss: 0.0311645 | val_loss: 0.0311698 | Time: 8765.86 ms [2022-02-08 20:27:00 main:574] : INFO : Epoch 1642 | loss: 0.0311667 | val_loss: 0.0311713 | Time: 8527.87 ms [2022-02-08 20:27:09 main:574] : INFO : Epoch 1643 | loss: 0.0311677 | val_loss: 0.0311701 | Time: 8767.76 ms [2022-02-08 20:27:17 main:574] : INFO : Epoch 1644 | loss: 0.0311667 | val_loss: 0.0311668 | Time: 8611.17 ms [2022-02-08 20:27:26 main:574] : INFO : Epoch 1645 | loss: 0.0311633 | val_loss: 0.0311662 | Time: 8524.51 ms [2022-02-08 20:27:35 main:574] : INFO : Epoch 1646 | loss: 0.0311635 | val_loss: 0.031162 | Time: 8970.73 ms [2022-02-08 20:27:44 main:574] : INFO : Epoch 1647 | loss: 0.0311638 | val_loss: 0.031163 | Time: 8612.79 ms [2022-02-08 20:27:52 main:574] : INFO : Epoch 1648 | loss: 0.0311634 | val_loss: 0.0311619 | Time: 8628.19 ms [2022-02-08 20:28:01 main:574] : INFO : Epoch 1649 | loss: 0.0311638 | val_loss: 0.0311648 | Time: 8343.68 ms [2022-02-08 20:28:09 main:574] : INFO : Epoch 1650 | loss: 0.0311633 | val_loss: 0.0311618 | Time: 8294.42 ms [2022-02-08 20:28:17 main:574] : INFO : Epoch 1651 | loss: 0.0311627 | val_loss: 0.0311642 | Time: 8187.37 ms [2022-02-08 20:28:26 main:574] : INFO : Epoch 1652 | loss: 0.0311623 | val_loss: 0.0311624 | Time: 8223.87 ms [2022-02-08 20:28:34 main:574] : INFO : Epoch 1653 | loss: 0.0311632 | val_loss: 0.0311619 | Time: 8415.57 ms [2022-02-08 20:28:43 main:574] : INFO : Epoch 1654 | loss: 0.0311634 | val_loss: 0.0311593 | Time: 8520.48 ms [2022-02-08 20:28:51 main:574] : INFO : Epoch 1655 | loss: 0.0311634 | val_loss: 0.0311663 | Time: 8447.34 ms [2022-02-08 20:29:00 main:574] : INFO : Epoch 1656 | loss: 0.0311636 | val_loss: 0.031165 | Time: 8647.24 ms [2022-02-08 20:29:08 main:574] : INFO : Epoch 1657 | loss: 0.0311655 | val_loss: 0.0311665 | Time: 8501.51 ms [2022-02-08 20:29:17 main:574] : INFO : Epoch 1658 | loss: 0.0311648 | val_loss: 0.0311637 | Time: 8396.09 ms [2022-02-08 20:29:25 main:574] : INFO : Epoch 1659 | loss: 0.0311634 | val_loss: 0.0311609 | Time: 8499.53 ms [2022-02-08 20:29:34 main:574] : INFO : Epoch 1660 | loss: 0.0311624 | val_loss: 0.0311628 | Time: 8445.41 ms [2022-02-08 20:29:42 main:574] : INFO : Epoch 1661 | loss: 0.0311657 | val_loss: 0.0311648 | Time: 8395.01 ms [2022-02-08 20:29:51 main:574] : INFO : Epoch 1662 | loss: 0.0311634 | val_loss: 0.0311621 | Time: 8490.83 ms [2022-02-08 20:29:59 main:574] : INFO : Epoch 1663 | loss: 0.0311629 | val_loss: 0.031165 | Time: 8353.82 ms [2022-02-08 20:30:08 main:574] : INFO : Epoch 1664 | loss: 0.0311654 | val_loss: 0.0311638 | Time: 8540.07 ms [2022-02-08 20:30:16 main:574] : INFO : Epoch 1665 | loss: 0.0311644 | val_loss: 0.031165 | Time: 8361.05 ms [2022-02-08 20:30:25 main:574] : INFO : Epoch 1666 | loss: 0.0311644 | val_loss: 0.0311739 | Time: 8435.24 ms [2022-02-08 20:30:33 main:574] : INFO : Epoch 1667 | loss: 0.0311652 | val_loss: 0.0311623 | Time: 8391.46 ms [2022-02-08 20:30:42 main:574] : INFO : Epoch 1668 | loss: 0.0311626 | val_loss: 0.031163 | Time: 8278.52 ms [2022-02-08 20:30:50 main:574] : INFO : Epoch 1669 | loss: 0.0311606 | val_loss: 0.031162 | Time: 8207.37 ms [2022-02-08 20:30:58 main:574] : INFO : Epoch 1670 | loss: 0.0311629 | val_loss: 0.0311637 | Time: 8250.4 ms [2022-02-08 20:31:07 main:574] : INFO : Epoch 1671 | loss: 0.0311661 | val_loss: 0.0311724 | Time: 8655.62 ms [2022-02-08 20:31:16 main:574] : INFO : Epoch 1672 | loss: 0.0311627 | val_loss: 0.031162 | Time: 8678.41 ms [2022-02-08 20:31:24 main:574] : INFO : Epoch 1673 | loss: 0.0311599 | val_loss: 0.0311616 | Time: 8343.96 ms [2022-02-08 20:31:32 main:574] : INFO : Epoch 1674 | loss: 0.0311619 | val_loss: 0.0311635 | Time: 8378.53 ms [2022-02-08 20:31:41 main:574] : INFO : Epoch 1675 | loss: 0.0311573 | val_loss: 0.0311616 | Time: 8370.01 ms [2022-02-08 20:31:49 main:574] : INFO : Epoch 1676 | loss: 0.0311598 | val_loss: 0.031169 | Time: 8512.26 ms [2022-02-08 20:31:58 main:574] : INFO : Epoch 1677 | loss: 0.0311587 | val_loss: 0.0311661 | Time: 8339.97 ms [2022-02-08 20:32:06 main:574] : INFO : Epoch 1678 | loss: 0.0311594 | val_loss: 0.0311645 | Time: 8431.68 ms [2022-02-08 20:32:15 main:574] : INFO : Epoch 1679 | loss: 0.0311598 | val_loss: 0.0311629 | Time: 9004.96 ms [2022-02-08 20:32:24 main:574] : INFO : Epoch 1680 | loss: 0.031159 | val_loss: 0.0311663 | Time: 8079.02 ms [2022-02-08 20:32:32 main:574] : INFO : Epoch 1681 | loss: 0.0311593 | val_loss: 0.0311651 | Time: 8433.29 ms [2022-02-08 20:32:40 main:574] : INFO : Epoch 1682 | loss: 0.0311589 | val_loss: 0.0311623 | Time: 8332.58 ms [2022-02-08 20:32:49 main:574] : INFO : Epoch 1683 | loss: 0.0311584 | val_loss: 0.0311608 | Time: 8158.47 ms [2022-02-08 20:32:57 main:574] : INFO : Epoch 1684 | loss: 0.0311585 | val_loss: 0.0311642 | Time: 8349.53 ms [2022-02-08 20:33:06 main:574] : INFO : Epoch 1685 | loss: 0.0311579 | val_loss: 0.0311613 | Time: 8427.02 ms [2022-02-08 20:33:14 main:574] : INFO : Epoch 1686 | loss: 0.0311569 | val_loss: 0.031161 | Time: 8751.94 ms [2022-02-08 20:33:23 main:574] : INFO : Epoch 1687 | loss: 0.0311562 | val_loss: 0.0311624 | Time: 8779.44 ms [2022-02-08 20:33:32 main:574] : INFO : Epoch 1688 | loss: 0.0311569 | val_loss: 0.0311644 | Time: 8515.07 ms [2022-02-08 20:33:40 main:574] : INFO : Epoch 1689 | loss: 0.0311585 | val_loss: 0.0311659 | Time: 8561.5 ms [2022-02-08 20:33:49 main:574] : INFO : Epoch 1690 | loss: 0.031157 | val_loss: 0.0311659 | Time: 8868.54 ms [2022-02-08 20:33:58 main:574] : INFO : Epoch 1691 | loss: 0.0311573 | val_loss: 0.0311629 | Time: 8659.79 ms [2022-02-08 20:34:06 main:574] : INFO : Epoch 1692 | loss: 0.0311614 | val_loss: 0.0311629 | Time: 8471.85 ms [2022-02-08 20:34:15 main:574] : INFO : Epoch 1693 | loss: 0.0311601 | val_loss: 0.031162 | Time: 8071.75 ms [2022-02-08 20:34:23 main:574] : INFO : Epoch 1694 | loss: 0.0311591 | val_loss: 0.0311609 | Time: 8354.94 ms [2022-02-08 20:34:31 main:574] : INFO : Epoch 1695 | loss: 0.0311576 | val_loss: 0.0311598 | Time: 8391.07 ms [2022-02-08 20:34:40 main:574] : INFO : Epoch 1696 | loss: 0.0311578 | val_loss: 0.0311616 | Time: 8398.82 ms [2022-02-08 20:34:49 main:574] : INFO : Epoch 1697 | loss: 0.0311578 | val_loss: 0.0311603 | Time: 8769.93 ms [2022-02-08 20:34:57 main:574] : INFO : Epoch 1698 | loss: 0.0311574 | val_loss: 0.03116 | Time: 8331.83 ms [2022-02-08 20:35:06 main:574] : INFO : Epoch 1699 | loss: 0.0311569 | val_loss: 0.0311609 | Time: 8516.99 ms [2022-02-08 20:35:14 main:574] : INFO : Epoch 1700 | loss: 0.0311587 | val_loss: 0.0311614 | Time: 8740.77 ms [2022-02-08 20:35:23 main:574] : INFO : Epoch 1701 | loss: 0.0311555 | val_loss: 0.0311599 | Time: 8791.47 ms [2022-02-08 20:35:32 main:574] : INFO : Epoch 1702 | loss: 0.031155 | val_loss: 0.0311631 | Time: 8692.42 ms [2022-02-08 20:35:41 main:574] : INFO : Epoch 1703 | loss: 0.0311599 | val_loss: 0.0311631 | Time: 8555.24 ms [2022-02-08 20:35:49 main:574] : INFO : Epoch 1704 | loss: 0.0311562 | val_loss: 0.0311614 | Time: 8644.39 ms [2022-02-08 20:35:58 main:574] : INFO : Epoch 1705 | loss: 0.0311575 | val_loss: 0.0311624 | Time: 8450.76 ms [2022-02-08 20:36:06 main:574] : INFO : Epoch 1706 | loss: 0.0311596 | val_loss: 0.0311655 | Time: 8202.86 ms [2022-02-08 20:36:15 main:574] : INFO : Epoch 1707 | loss: 0.0311638 | val_loss: 0.0311639 | Time: 8803.54 ms [2022-02-08 20:36:24 main:574] : INFO : Epoch 1708 | loss: 0.0311624 | val_loss: 0.0311617 | Time: 8844.3 ms [2022-02-08 20:36:32 main:574] : INFO : Epoch 1709 | loss: 0.0311588 | val_loss: 0.0311586 | Time: 8422.66 ms [2022-02-08 20:36:41 main:574] : INFO : Epoch 1710 | loss: 0.0311599 | val_loss: 0.0311635 | Time: 8375.57 ms [2022-02-08 20:36:49 main:574] : INFO : Epoch 1711 | loss: 0.0311585 | val_loss: 0.0311602 | Time: 8490.62 ms [2022-02-08 20:36:58 main:574] : INFO : Epoch 1712 | loss: 0.0311602 | val_loss: 0.0311675 | Time: 8245.96 ms [2022-02-08 20:37:06 main:574] : INFO : Epoch 1713 | loss: 0.0311675 | val_loss: 0.0311661 | Time: 8485.41 ms [2022-02-08 20:37:15 main:574] : INFO : Epoch 1714 | loss: 0.0311624 | val_loss: 0.03117 | Time: 8670.94 ms [2022-02-08 20:37:23 main:574] : INFO : Epoch 1715 | loss: 0.0311637 | val_loss: 0.031162 | Time: 8333.6 ms [2022-02-08 20:37:32 main:574] : INFO : Epoch 1716 | loss: 0.0311595 | val_loss: 0.0311642 | Time: 8388.77 ms [2022-02-08 20:37:40 main:574] : INFO : Epoch 1717 | loss: 0.0311632 | val_loss: 0.0311626 | Time: 8375.93 ms [2022-02-08 20:37:49 main:574] : INFO : Epoch 1718 | loss: 0.0311593 | val_loss: 0.0311591 | Time: 8721.85 ms [2022-02-08 20:37:58 main:574] : INFO : Epoch 1719 | loss: 0.031157 | val_loss: 0.0311602 | Time: 8706.39 ms [2022-02-08 20:38:06 main:574] : INFO : Epoch 1720 | loss: 0.0311571 | val_loss: 0.0311589 | Time: 8242.13 ms [2022-02-08 20:38:15 main:574] : INFO : Epoch 1721 | loss: 0.031157 | val_loss: 0.0311585 | Time: 8618.37 ms [2022-02-08 20:38:23 main:574] : INFO : Epoch 1722 | loss: 0.031156 | val_loss: 0.0311631 | Time: 8456.01 ms [2022-02-08 20:38:32 main:574] : INFO : Epoch 1723 | loss: 0.0311567 | val_loss: 0.0311609 | Time: 8287.44 ms [2022-02-08 20:38:40 main:574] : INFO : Epoch 1724 | loss: 0.0311568 | val_loss: 0.0311604 | Time: 8578.63 ms [2022-02-08 20:38:49 main:574] : INFO : Epoch 1725 | loss: 0.031155 | val_loss: 0.0311605 | Time: 8752.29 ms [2022-02-08 20:38:58 main:574] : INFO : Epoch 1726 | loss: 0.031155 | val_loss: 0.0311567 | Time: 8795.62 ms [2022-02-08 20:39:06 main:574] : INFO : Epoch 1727 | loss: 0.0311538 | val_loss: 0.0311583 | Time: 8369.45 ms [2022-02-08 20:39:15 main:574] : INFO : Epoch 1728 | loss: 0.0311548 | val_loss: 0.0311615 | Time: 8733.05 ms [2022-02-08 20:39:24 main:574] : INFO : Epoch 1729 | loss: 0.031159 | val_loss: 0.0311618 | Time: 8639.95 ms [2022-02-08 20:39:32 main:574] : INFO : Epoch 1730 | loss: 0.0311551 | val_loss: 0.031159 | Time: 8238.52 ms [2022-02-08 20:39:41 main:574] : INFO : Epoch 1731 | loss: 0.0311545 | val_loss: 0.0311586 | Time: 8569.44 ms [2022-02-08 20:39:49 main:574] : INFO : Epoch 1732 | loss: 0.0311562 | val_loss: 0.0311614 | Time: 8400.82 ms [2022-02-08 20:39:58 main:574] : INFO : Epoch 1733 | loss: 0.0311595 | val_loss: 0.0311618 | Time: 8399.83 ms [2022-02-08 20:40:06 main:574] : INFO : Epoch 1734 | loss: 0.0311579 | val_loss: 0.0311594 | Time: 8393.84 ms [2022-02-08 20:40:14 main:574] : INFO : Epoch 1735 | loss: 0.0311563 | val_loss: 0.0311595 | Time: 8225.89 ms [2022-02-08 20:40:23 main:574] : INFO : Epoch 1736 | loss: 0.0311569 | val_loss: 0.031161 | Time: 8317.49 ms [2022-02-08 20:40:31 main:574] : INFO : Epoch 1737 | loss: 0.0311543 | val_loss: 0.0311578 | Time: 8319.91 ms [2022-02-08 20:40:40 main:574] : INFO : Epoch 1738 | loss: 0.0311556 | val_loss: 0.0311585 | Time: 8454.58 ms [2022-02-08 20:40:48 main:574] : INFO : Epoch 1739 | loss: 0.031156 | val_loss: 0.0311572 | Time: 8568.01 ms [2022-02-08 20:40:57 main:574] : INFO : Epoch 1740 | loss: 0.0311559 | val_loss: 0.0311593 | Time: 8387.41 ms [2022-02-08 20:41:05 main:574] : INFO : Epoch 1741 | loss: 0.031156 | val_loss: 0.0311635 | Time: 8416.56 ms [2022-02-08 20:41:14 main:574] : INFO : Epoch 1742 | loss: 0.0311563 | val_loss: 0.0311585 | Time: 8403.83 ms [2022-02-08 20:41:22 main:574] : INFO : Epoch 1743 | loss: 0.0311539 | val_loss: 0.0311568 | Time: 8472.45 ms [2022-02-08 20:41:31 main:574] : INFO : Epoch 1744 | loss: 0.0311545 | val_loss: 0.0311598 | Time: 8613.37 ms [2022-02-08 20:41:39 main:574] : INFO : Epoch 1745 | loss: 0.0311558 | val_loss: 0.0311569 | Time: 8304.85 ms [2022-02-08 20:41:48 main:574] : INFO : Epoch 1746 | loss: 0.031154 | val_loss: 0.0311571 | Time: 8778.68 ms [2022-02-08 20:41:57 main:574] : INFO : Epoch 1747 | loss: 0.0311562 | val_loss: 0.0311607 | Time: 8860.55 ms [2022-02-08 20:42:06 main:574] : INFO : Epoch 1748 | loss: 0.0311572 | val_loss: 0.0311592 | Time: 8652.41 ms [2022-02-08 20:42:14 main:574] : INFO : Epoch 1749 | loss: 0.0311571 | val_loss: 0.031165 | Time: 8461.7 ms [2022-02-08 20:42:23 main:574] : INFO : Epoch 1750 | loss: 0.0311596 | val_loss: 0.0311617 | Time: 8528.96 ms [2022-02-08 20:42:32 main:574] : INFO : Epoch 1751 | loss: 0.0311607 | val_loss: 0.0311587 | Time: 8616.34 ms [2022-02-08 20:42:40 main:574] : INFO : Epoch 1752 | loss: 0.031159 | val_loss: 0.0311551 | Time: 8298.17 ms [2022-02-08 20:42:49 main:574] : INFO : Epoch 1753 | loss: 0.0311558 | val_loss: 0.0311572 | Time: 8616.02 ms [2022-02-08 20:42:57 main:574] : INFO : Epoch 1754 | loss: 0.0311549 | val_loss: 0.0311546 | Time: 8658.26 ms [2022-02-08 20:43:06 main:574] : INFO : Epoch 1755 | loss: 0.031153 | val_loss: 0.0311534 | Time: 8837.19 ms [2022-02-08 20:43:15 main:574] : INFO : Epoch 1756 | loss: 0.0311537 | val_loss: 0.0311531 | Time: 8328.82 ms [2022-02-08 20:43:23 main:574] : INFO : Epoch 1757 | loss: 0.0311554 | val_loss: 0.0311565 | Time: 8444.63 ms [2022-02-08 20:43:32 main:574] : INFO : Epoch 1758 | loss: 0.0311564 | val_loss: 0.0311561 | Time: 8510.35 ms [2022-02-08 20:43:40 main:574] : INFO : Epoch 1759 | loss: 0.0311546 | val_loss: 0.0311541 | Time: 8516.02 ms [2022-02-08 20:43:49 main:574] : INFO : Epoch 1760 | loss: 0.0311534 | val_loss: 0.0311546 | Time: 8532 ms [2022-02-08 20:43:58 main:574] : INFO : Epoch 1761 | loss: 0.0311529 | val_loss: 0.0311552 | Time: 9015.5 ms [2022-02-08 20:44:06 main:574] : INFO : Epoch 1762 | loss: 0.031156 | val_loss: 0.0311628 | Time: 8554.52 ms [2022-02-08 20:44:15 main:574] : INFO : Epoch 1763 | loss: 0.0311585 | val_loss: 0.0311652 | Time: 8841.04 ms [2022-02-08 20:44:24 main:574] : INFO : Epoch 1764 | loss: 0.0311553 | val_loss: 0.0311561 | Time: 8537.91 ms [2022-02-08 20:44:33 main:574] : INFO : Epoch 1765 | loss: 0.0311541 | val_loss: 0.0311565 | Time: 8499.12 ms [2022-02-08 20:44:41 main:574] : INFO : Epoch 1766 | loss: 0.0311533 | val_loss: 0.0311558 | Time: 8796.87 ms [2022-02-08 20:44:50 main:574] : INFO : Epoch 1767 | loss: 0.0311546 | val_loss: 0.0311582 | Time: 8239.03 ms [2022-02-08 20:44:58 main:574] : INFO : Epoch 1768 | loss: 0.0311538 | val_loss: 0.0311554 | Time: 8281.29 ms [2022-02-08 20:45:07 main:574] : INFO : Epoch 1769 | loss: 0.0311549 | val_loss: 0.0311596 | Time: 8739.12 ms [2022-02-08 20:45:15 main:574] : INFO : Epoch 1770 | loss: 0.0311591 | val_loss: 0.0311579 | Time: 8320.02 ms [2022-02-08 20:45:24 main:574] : INFO : Epoch 1771 | loss: 0.0311595 | val_loss: 0.031158 | Time: 8570.33 ms [2022-02-08 20:45:32 main:574] : INFO : Epoch 1772 | loss: 0.0311554 | val_loss: 0.0311582 | Time: 8602.82 ms [2022-02-08 20:45:41 main:574] : INFO : Epoch 1773 | loss: 0.0311555 | val_loss: 0.0311597 | Time: 8531.15 ms [2022-02-08 20:45:50 main:574] : INFO : Epoch 1774 | loss: 0.0311672 | val_loss: 0.0311767 | Time: 8571.67 ms [2022-02-08 20:45:58 main:574] : INFO : Epoch 1775 | loss: 0.0311725 | val_loss: 0.0311684 | Time: 8383.39 ms [2022-02-08 20:46:07 main:574] : INFO : Epoch 1776 | loss: 0.0311684 | val_loss: 0.0311669 | Time: 8456.01 ms [2022-02-08 20:46:15 main:574] : INFO : Epoch 1777 | loss: 0.0311691 | val_loss: 0.0311698 | Time: 8405.23 ms [2022-02-08 20:46:24 main:574] : INFO : Epoch 1778 | loss: 0.0311661 | val_loss: 0.0311668 | Time: 8683.66 ms [2022-02-08 20:46:32 main:574] : INFO : Epoch 1779 | loss: 0.0311668 | val_loss: 0.0311759 | Time: 8500.07 ms [2022-02-08 20:46:41 main:574] : INFO : Epoch 1780 | loss: 0.0311797 | val_loss: 0.0311901 | Time: 8427.35 ms [2022-02-08 20:46:50 main:574] : INFO : Epoch 1781 | loss: 0.0311917 | val_loss: 0.0311849 | Time: 8577.53 ms [2022-02-08 20:46:58 main:574] : INFO : Epoch 1782 | loss: 0.031191 | val_loss: 0.0311826 | Time: 8667.52 ms [2022-02-08 20:47:07 main:574] : INFO : Epoch 1783 | loss: 0.0311881 | val_loss: 0.031182 | Time: 8787.25 ms [2022-02-08 20:47:16 main:574] : INFO : Epoch 1784 | loss: 0.0311853 | val_loss: 0.0311839 | Time: 9046.8 ms [2022-02-08 20:47:25 main:574] : INFO : Epoch 1785 | loss: 0.0311831 | val_loss: 0.0311769 | Time: 8493.31 ms [2022-02-08 20:47:33 main:574] : INFO : Epoch 1786 | loss: 0.0311793 | val_loss: 0.0311733 | Time: 8430.27 ms [2022-02-08 20:47:42 main:574] : INFO : Epoch 1787 | loss: 0.0311776 | val_loss: 0.0311725 | Time: 8245.46 ms [2022-02-08 20:47:50 main:574] : INFO : Epoch 1788 | loss: 0.0311774 | val_loss: 0.031174 | Time: 8568.68 ms [2022-02-08 20:47:59 main:574] : INFO : Epoch 1789 | loss: 0.0311769 | val_loss: 0.0311735 | Time: 8343.4 ms [2022-02-08 20:48:07 main:574] : INFO : Epoch 1790 | loss: 0.0311742 | val_loss: 0.0311723 | Time: 8673.72 ms [2022-02-08 20:48:16 main:574] : INFO : Epoch 1791 | loss: 0.0311736 | val_loss: 0.0311735 | Time: 8138.44 ms [2022-02-08 20:48:24 main:574] : INFO : Epoch 1792 | loss: 0.0311739 | val_loss: 0.0311725 | Time: 8191.7 ms [2022-02-08 20:48:32 main:574] : INFO : Epoch 1793 | loss: 0.0311751 | val_loss: 0.0311729 | Time: 8519.29 ms [2022-02-08 20:48:41 main:574] : INFO : Epoch 1794 | loss: 0.0311741 | val_loss: 0.0311717 | Time: 8372.4 ms [2022-02-08 20:48:50 main:574] : INFO : Epoch 1795 | loss: 0.031173 | val_loss: 0.0311715 | Time: 8691.63 ms [2022-02-08 20:48:58 main:574] : INFO : Epoch 1796 | loss: 0.0311717 | val_loss: 0.0311691 | Time: 8431.7 ms [2022-02-08 20:49:07 main:574] : INFO : Epoch 1797 | loss: 0.031172 | val_loss: 0.0311685 | Time: 8442.91 ms [2022-02-08 20:49:15 main:574] : INFO : Epoch 1798 | loss: 0.0311709 | val_loss: 0.0311689 | Time: 8529.98 ms [2022-02-08 20:49:24 main:574] : INFO : Epoch 1799 | loss: 0.0311701 | val_loss: 0.0311687 | Time: 9018.31 ms [2022-02-08 20:49:33 main:574] : INFO : Epoch 1800 | loss: 0.0311717 | val_loss: 0.0311693 | Time: 8483.55 ms [2022-02-08 20:49:42 main:574] : INFO : Epoch 1801 | loss: 0.0311712 | val_loss: 0.0311709 | Time: 8739.28 ms [2022-02-08 20:49:51 main:574] : INFO : Epoch 1802 | loss: 0.0311705 | val_loss: 0.0311686 | Time: 9032.58 ms [2022-02-08 20:50:00 main:574] : INFO : Epoch 1803 | loss: 0.0311696 | val_loss: 0.0311695 | Time: 9219.49 ms [2022-02-08 20:50:09 main:574] : INFO : Epoch 1804 | loss: 0.0311685 | val_loss: 0.0311684 | Time: 9300.67 ms [2022-02-08 20:50:18 main:574] : INFO : Epoch 1805 | loss: 0.0311676 | val_loss: 0.0311671 | Time: 8245.38 ms [2022-02-08 20:50:26 main:574] : INFO : Epoch 1806 | loss: 0.0311679 | val_loss: 0.031168 | Time: 8536.83 ms [2022-02-08 20:50:35 main:574] : INFO : Epoch 1807 | loss: 0.0311674 | val_loss: 0.0311691 | Time: 8449.84 ms [2022-02-08 20:50:43 main:574] : INFO : Epoch 1808 | loss: 0.0311697 | val_loss: 0.0311717 | Time: 8522.82 ms [2022-02-08 20:50:52 main:574] : INFO : Epoch 1809 | loss: 0.0311681 | val_loss: 0.0311667 | Time: 8593.36 ms [2022-02-08 20:51:01 main:574] : INFO : Epoch 1810 | loss: 0.0311667 | val_loss: 0.0311668 | Time: 8608.53 ms [2022-02-08 20:51:10 main:574] : INFO : Epoch 1811 | loss: 0.0311659 | val_loss: 0.0311705 | Time: 8801.31 ms [2022-02-08 20:51:18 main:574] : INFO : Epoch 1812 | loss: 0.0311666 | val_loss: 0.0311675 | Time: 8528.16 ms [2022-02-08 20:51:27 main:574] : INFO : Epoch 1813 | loss: 0.0311672 | val_loss: 0.0311681 | Time: 8823.34 ms [2022-02-08 20:51:35 main:574] : INFO : Epoch 1814 | loss: 0.0311658 | val_loss: 0.0311672 | Time: 8313.85 ms [2022-02-08 20:51:44 main:574] : INFO : Epoch 1815 | loss: 0.031166 | val_loss: 0.0311697 | Time: 8263.61 ms [2022-02-08 20:51:52 main:574] : INFO : Epoch 1816 | loss: 0.0311663 | val_loss: 0.0311674 | Time: 8355.23 ms [2022-02-08 20:52:01 main:574] : INFO : Epoch 1817 | loss: 0.0311658 | val_loss: 0.0311671 | Time: 8966.88 ms [2022-02-08 20:52:10 main:574] : INFO : Epoch 1818 | loss: 0.0311682 | val_loss: 0.0311706 | Time: 8509.52 ms [2022-02-08 20:52:19 main:574] : INFO : Epoch 1819 | loss: 0.0311704 | val_loss: 0.0311701 | Time: 8784.66 ms [2022-02-08 20:52:27 main:574] : INFO : Epoch 1820 | loss: 0.0311671 | val_loss: 0.0311677 | Time: 8356.73 ms [2022-02-08 20:52:36 main:574] : INFO : Epoch 1821 | loss: 0.0311671 | val_loss: 0.0311667 | Time: 8877.34 ms [2022-02-08 20:52:45 main:574] : INFO : Epoch 1822 | loss: 0.0311669 | val_loss: 0.0311682 | Time: 8656.85 ms [2022-02-08 20:52:53 main:574] : INFO : Epoch 1823 | loss: 0.0311673 | val_loss: 0.0311722 | Time: 8396.78 ms [2022-02-08 20:53:02 main:574] : INFO : Epoch 1824 | loss: 0.0311695 | val_loss: 0.0311722 | Time: 9018.15 ms [2022-02-08 20:53:11 main:574] : INFO : Epoch 1825 | loss: 0.031167 | val_loss: 0.0311672 | Time: 8384.6 ms [2022-02-08 20:53:19 main:574] : INFO : Epoch 1826 | loss: 0.0311663 | val_loss: 0.0311674 | Time: 8406.31 ms [2022-02-08 20:53:28 main:574] : INFO : Epoch 1827 | loss: 0.0311657 | val_loss: 0.0311669 | Time: 8463.4 ms [2022-02-08 20:53:37 main:574] : INFO : Epoch 1828 | loss: 0.0311656 | val_loss: 0.0311685 | Time: 8932.87 ms [2022-02-08 20:53:45 main:574] : INFO : Epoch 1829 | loss: 0.0311655 | val_loss: 0.0311672 | Time: 8481.5 ms [2022-02-08 20:53:54 main:574] : INFO : Epoch 1830 | loss: 0.0311647 | val_loss: 0.031169 | Time: 8763.78 ms [2022-02-08 20:54:03 main:574] : INFO : Epoch 1831 | loss: 0.0311661 | val_loss: 0.0311687 | Time: 8536.82 ms [2022-02-08 20:54:11 main:574] : INFO : Epoch 1832 | loss: 0.031164 | val_loss: 0.0311687 | Time: 8527.74 ms [2022-02-08 20:54:20 main:574] : INFO : Epoch 1833 | loss: 0.0311642 | val_loss: 0.0311674 | Time: 8669.72 ms [2022-02-08 20:54:29 main:574] : INFO : Epoch 1834 | loss: 0.0311645 | val_loss: 0.0311678 | Time: 8492.34 ms [2022-02-08 20:54:37 main:574] : INFO : Epoch 1835 | loss: 0.0311645 | val_loss: 0.0311668 | Time: 8374.18 ms [2022-02-08 20:54:46 main:574] : INFO : Epoch 1836 | loss: 0.0311639 | val_loss: 0.0311705 | Time: 8406.91 ms [2022-02-08 20:54:54 main:574] : INFO : Epoch 1837 | loss: 0.0311667 | val_loss: 0.0311733 | Time: 8542.85 ms [2022-02-08 20:55:03 main:574] : INFO : Epoch 1838 | loss: 0.0311662 | val_loss: 0.0311695 | Time: 8386.36 ms [2022-02-08 20:55:11 main:574] : INFO : Epoch 1839 | loss: 0.031165 | val_loss: 0.0311664 | Time: 8407.06 ms [2022-02-08 20:55:20 main:574] : INFO : Epoch 1840 | loss: 0.0311649 | val_loss: 0.031167 | Time: 8499.29 ms [2022-02-08 20:55:28 main:574] : INFO : Epoch 1841 | loss: 0.031165 | val_loss: 0.0311674 | Time: 8474.84 ms [2022-02-08 20:55:37 main:574] : INFO : Epoch 1842 | loss: 0.031163 | val_loss: 0.0311664 | Time: 8448.75 ms [2022-02-08 20:55:45 main:574] : INFO : Epoch 1843 | loss: 0.0311629 | val_loss: 0.0311668 | Time: 8335.75 ms [2022-02-08 20:55:54 main:574] : INFO : Epoch 1844 | loss: 0.0311643 | val_loss: 0.0311681 | Time: 8608.36 ms [2022-02-08 20:56:02 main:574] : INFO : Epoch 1845 | loss: 0.0311666 | val_loss: 0.0311664 | Time: 8419.82 ms [2022-02-08 20:56:11 main:574] : INFO : Epoch 1846 | loss: 0.031167 | val_loss: 0.0311698 | Time: 8551.31 ms [2022-02-08 20:56:19 main:574] : INFO : Epoch 1847 | loss: 0.0311677 | val_loss: 0.0311716 | Time: 8503.85 ms [2022-02-08 20:56:28 main:574] : INFO : Epoch 1848 | loss: 0.031166 | val_loss: 0.0311689 | Time: 8383.36 ms [2022-02-08 20:56:36 main:574] : INFO : Epoch 1849 | loss: 0.031166 | val_loss: 0.0311671 | Time: 8567.77 ms [2022-02-08 20:56:45 main:574] : INFO : Epoch 1850 | loss: 0.031166 | val_loss: 0.0311687 | Time: 8544.29 ms [2022-02-08 20:56:54 main:574] : INFO : Epoch 1851 | loss: 0.0311666 | val_loss: 0.0311673 | Time: 9007.67 ms [2022-02-08 20:57:03 main:574] : INFO : Epoch 1852 | loss: 0.0311678 | val_loss: 0.0311686 | Time: 8398.5 ms [2022-02-08 20:57:11 main:574] : INFO : Epoch 1853 | loss: 0.0311681 | val_loss: 0.0311671 | Time: 8428.7 ms [2022-02-08 20:57:19 main:574] : INFO : Epoch 1854 | loss: 0.0311673 | val_loss: 0.0311664 | Time: 8230.97 ms [2022-02-08 20:57:28 main:574] : INFO : Epoch 1855 | loss: 0.0311656 | val_loss: 0.0311673 | Time: 8587.34 ms [2022-02-08 20:57:37 main:574] : INFO : Epoch 1856 | loss: 0.0311651 | val_loss: 0.0311658 | Time: 8847.45 ms [2022-02-08 20:57:45 main:574] : INFO : Epoch 1857 | loss: 0.0311657 | val_loss: 0.0311688 | Time: 8318.94 ms [2022-02-08 20:57:54 main:574] : INFO : Epoch 1858 | loss: 0.0311669 | val_loss: 0.0311728 | Time: 8518.01 ms [2022-02-08 20:58:03 main:574] : INFO : Epoch 1859 | loss: 0.0311705 | val_loss: 0.0311819 | Time: 8659.51 ms [2022-02-08 20:58:12 main:574] : INFO : Epoch 1860 | loss: 0.031169 | val_loss: 0.0311682 | Time: 8892.1 ms [2022-02-08 20:58:20 main:574] : INFO : Epoch 1861 | loss: 0.0311658 | val_loss: 0.0311674 | Time: 8383.78 ms [2022-02-08 20:58:29 main:574] : INFO : Epoch 1862 | loss: 0.0311637 | val_loss: 0.0311691 | Time: 8847.48 ms [2022-02-08 20:58:37 main:574] : INFO : Epoch 1863 | loss: 0.0311635 | val_loss: 0.0311672 | Time: 8186.38 ms [2022-02-08 20:58:46 main:574] : INFO : Epoch 1864 | loss: 0.0311639 | val_loss: 0.031167 | Time: 9008.5 ms [2022-02-08 20:58:55 main:574] : INFO : Epoch 1865 | loss: 0.031163 | val_loss: 0.0311694 | Time: 8816.65 ms [2022-02-08 20:59:03 main:574] : INFO : Epoch 1866 | loss: 0.0311654 | val_loss: 0.031174 | Time: 8281.77 ms [2022-02-08 20:59:12 main:574] : INFO : Epoch 1867 | loss: 0.0311656 | val_loss: 0.0311723 | Time: 8292.61 ms [2022-02-08 20:59:20 main:574] : INFO : Epoch 1868 | loss: 0.0311669 | val_loss: 0.0311663 | Time: 8441.03 ms [2022-02-08 20:59:29 main:574] : INFO : Epoch 1869 | loss: 0.0311802 | val_loss: 0.0311787 | Time: 8558.67 ms [2022-02-08 20:59:38 main:574] : INFO : Epoch 1870 | loss: 0.0311804 | val_loss: 0.0311715 | Time: 8534.57 ms [2022-02-08 20:59:46 main:574] : INFO : Epoch 1871 | loss: 0.0311711 | val_loss: 0.0311682 | Time: 8341.1 ms [2022-02-08 20:59:55 main:574] : INFO : Epoch 1872 | loss: 0.031166 | val_loss: 0.0311682 | Time: 8532.53 ms [2022-02-08 21:00:03 main:574] : INFO : Epoch 1873 | loss: 0.0311666 | val_loss: 0.0311661 | Time: 8573.01 ms [2022-02-08 21:00:12 main:574] : INFO : Epoch 1874 | loss: 0.031165 | val_loss: 0.0311663 | Time: 8342.41 ms [2022-02-08 21:00:20 main:574] : INFO : Epoch 1875 | loss: 0.0311647 | val_loss: 0.0311669 | Time: 8447.49 ms [2022-02-08 21:00:29 main:574] : INFO : Epoch 1876 | loss: 0.0311655 | val_loss: 0.0311688 | Time: 9064.85 ms [2022-02-08 21:00:38 main:574] : INFO : Epoch 1877 | loss: 0.0311642 | val_loss: 0.0311664 | Time: 8749.02 ms [2022-02-08 21:00:47 main:574] : INFO : Epoch 1878 | loss: 0.0311654 | val_loss: 0.0311663 | Time: 8490.03 ms [2022-02-08 21:00:55 main:574] : INFO : Epoch 1879 | loss: 0.0311655 | val_loss: 0.0311733 | Time: 8579.88 ms [2022-02-08 21:01:04 main:574] : INFO : Epoch 1880 | loss: 0.0311631 | val_loss: 0.0311662 | Time: 8386.7 ms [2022-02-08 21:01:12 main:574] : INFO : Epoch 1881 | loss: 0.0311624 | val_loss: 0.0311657 | Time: 8398.62 ms [2022-02-08 21:01:21 main:574] : INFO : Epoch 1882 | loss: 0.0311615 | val_loss: 0.0311678 | Time: 8806.76 ms [2022-02-08 21:01:29 main:574] : INFO : Epoch 1883 | loss: 0.031163 | val_loss: 0.0311682 | Time: 8370.39 ms [2022-02-08 21:01:38 main:574] : INFO : Epoch 1884 | loss: 0.0311624 | val_loss: 0.0311671 | Time: 8642.65 ms [2022-02-08 21:01:46 main:574] : INFO : Epoch 1885 | loss: 0.0311618 | val_loss: 0.0311723 | Time: 8400.76 ms [2022-02-08 21:01:55 main:574] : INFO : Epoch 1886 | loss: 0.0311603 | val_loss: 0.0311673 | Time: 8462.82 ms [2022-02-08 21:02:03 main:574] : INFO : Epoch 1887 | loss: 0.031163 | val_loss: 0.0311667 | Time: 8403.36 ms [2022-02-08 21:02:12 main:574] : INFO : Epoch 1888 | loss: 0.0311604 | val_loss: 0.0311681 | Time: 8424.3 ms [2022-02-08 21:02:21 main:574] : INFO : Epoch 1889 | loss: 0.0311604 | val_loss: 0.0311667 | Time: 8618.56 ms [2022-02-08 21:02:29 main:574] : INFO : Epoch 1890 | loss: 0.0311608 | val_loss: 0.0311719 | Time: 8336.7 ms [2022-02-08 21:02:38 main:574] : INFO : Epoch 1891 | loss: 0.0311652 | val_loss: 0.0311665 | Time: 8551.92 ms [2022-02-08 21:02:46 main:574] : INFO : Epoch 1892 | loss: 0.0311659 | val_loss: 0.0311705 | Time: 8327.42 ms [2022-02-08 21:02:54 main:574] : INFO : Epoch 1893 | loss: 0.0311618 | val_loss: 0.0311669 | Time: 8413.89 ms [2022-02-08 21:03:03 main:574] : INFO : Epoch 1894 | loss: 0.0311615 | val_loss: 0.0311669 | Time: 8562.1 ms [2022-02-08 21:03:12 main:574] : INFO : Epoch 1895 | loss: 0.0311611 | val_loss: 0.031166 | Time: 8691.08 ms [2022-02-08 21:03:20 main:574] : INFO : Epoch 1896 | loss: 0.0311603 | val_loss: 0.0311684 | Time: 8464.73 ms [2022-02-08 21:03:29 main:574] : INFO : Epoch 1897 | loss: 0.0311613 | val_loss: 0.0311679 | Time: 9081.24 ms [2022-02-08 21:03:38 main:574] : INFO : Epoch 1898 | loss: 0.0311613 | val_loss: 0.0311672 | Time: 8648.06 ms [2022-02-08 21:03:47 main:574] : INFO : Epoch 1899 | loss: 0.0311617 | val_loss: 0.0311698 | Time: 8691.78 ms [2022-02-08 21:03:55 main:574] : INFO : Epoch 1900 | loss: 0.031162 | val_loss: 0.0311723 | Time: 8236.53 ms [2022-02-08 21:04:04 main:574] : INFO : Epoch 1901 | loss: 0.0311625 | val_loss: 0.031169 | Time: 8568.63 ms [2022-02-08 21:04:12 main:574] : INFO : Epoch 1902 | loss: 0.0311675 | val_loss: 0.0311693 | Time: 8531.14 ms [2022-02-08 21:04:21 main:574] : INFO : Epoch 1903 | loss: 0.0311616 | val_loss: 0.0311665 | Time: 8618.66 ms [2022-02-08 21:04:29 main:574] : INFO : Epoch 1904 | loss: 0.031161 | val_loss: 0.0311679 | Time: 8186.32 ms [2022-02-08 21:04:38 main:574] : INFO : Epoch 1905 | loss: 0.0311616 | val_loss: 0.0311732 | Time: 8221.76 ms [2022-02-08 21:04:46 main:574] : INFO : Epoch 1906 | loss: 0.031162 | val_loss: 0.0311671 | Time: 8460.15 ms [2022-02-08 21:04:55 main:574] : INFO : Epoch 1907 | loss: 0.0311605 | val_loss: 0.0311654 | Time: 8923.66 ms [2022-02-08 21:05:04 main:574] : INFO : Epoch 1908 | loss: 0.0311606 | val_loss: 0.031166 | Time: 8710.76 ms [2022-02-08 21:05:13 main:574] : INFO : Epoch 1909 | loss: 0.0311605 | val_loss: 0.0311737 | Time: 8599.93 ms [2022-02-08 21:05:21 main:574] : INFO : Epoch 1910 | loss: 0.0311616 | val_loss: 0.0311657 | Time: 8558.67 ms [2022-02-08 21:05:30 main:574] : INFO : Epoch 1911 | loss: 0.0311603 | val_loss: 0.0311677 | Time: 9099.39 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB) [2022-02-08 21:17:34 main:435] : INFO : Set logging level to 1 [2022-02-08 21:17:34 main:441] : INFO : Running in BOINC Client mode [2022-02-08 21:17:34 main:444] : INFO : Resolving all filenames [2022-02-08 21:17:34 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-08 21:17:34 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-08 21:17:34 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-08 21:17:35 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-08 21:17:35 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-08 21:17:35 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-08 21:17:35 main:474] : INFO : Configuration: [2022-02-08 21:17:35 main:475] : INFO : Model type: GRU [2022-02-08 21:17:35 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-08 21:17:36 main:477] : INFO : Max Epochs: 2048 [2022-02-08 21:17:36 main:478] : INFO : Batch Size: 128 [2022-02-08 21:17:36 main:479] : INFO : Learning Rate: 0.01 [2022-02-08 21:17:36 main:480] : INFO : Patience: 10 [2022-02-08 21:17:36 main:481] : INFO : Hidden Width: 12 [2022-02-08 21:17:36 main:482] : INFO : # Recurrent Layers: 4 [2022-02-08 21:17:36 main:483] : INFO : # Backend Layers: 4 [2022-02-08 21:17:37 main:484] : INFO : # Threads: 1 [2022-02-08 21:17:37 main:486] : INFO : Preparing Dataset [2022-02-08 21:17:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-08 21:17:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-08 21:17:40 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-08 21:17:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-08 21:17:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-08 21:17:40 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-08 21:17:40 main:494] : INFO : Creating Model [2022-02-08 21:17:40 main:507] : INFO : Preparing config file [2022-02-08 21:17:40 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-08 21:17:41 main:512] : INFO : Loading config [2022-02-08 21:17:41 main:514] : INFO : Loading state [2022-02-08 21:17:42 main:559] : INFO : Loading DataLoader into Memory [2022-02-08 21:17:45 main:562] : INFO : Starting Training [2022-02-08 21:17:57 main:574] : INFO : Epoch 1911 | loss: 0.0312968 | val_loss: 0.0311961 | Time: 12490.9 ms [2022-02-08 21:18:07 main:574] : INFO : Epoch 1912 | loss: 0.0311827 | val_loss: 0.0311753 | Time: 9216.81 ms [2022-02-08 21:18:16 main:574] : INFO : Epoch 1913 | loss: 0.0311679 | val_loss: 0.0311714 | Time: 9335.22 ms [2022-02-08 21:18:25 main:574] : INFO : Epoch 1914 | loss: 0.0311662 | val_loss: 0.0311649 | Time: 8597.46 ms [2022-02-08 21:18:34 main:574] : INFO : Epoch 1915 | loss: 0.0311659 | val_loss: 0.0311691 | Time: 8961.87 ms [2022-02-08 21:18:42 main:574] : INFO : Epoch 1916 | loss: 0.0311704 | val_loss: 0.031166 | Time: 8624.59 ms [2022-02-08 21:18:51 main:574] : INFO : Epoch 1917 | loss: 0.0311664 | val_loss: 0.0311666 | Time: 8723.44 ms [2022-02-08 21:19:00 main:574] : INFO : Epoch 1918 | loss: 0.0311653 | val_loss: 0.0311673 | Time: 9282.61 ms [2022-02-08 21:19:09 main:574] : INFO : Epoch 1919 | loss: 0.0311672 | val_loss: 0.031167 | Time: 8517.11 ms [2022-02-08 21:19:18 main:574] : INFO : Epoch 1920 | loss: 0.031168 | val_loss: 0.031172 | Time: 9005.3 ms [2022-02-08 21:19:27 main:574] : INFO : Epoch 1921 | loss: 0.0311699 | val_loss: 0.0311706 | Time: 8870.69 ms [2022-02-08 21:19:36 main:574] : INFO : Epoch 1922 | loss: 0.031169 | val_loss: 0.0311744 | Time: 9097.71 ms [2022-02-08 21:19:46 main:574] : INFO : Epoch 1923 | loss: 0.0311701 | val_loss: 0.0311716 | Time: 9358.16 ms [2022-02-08 21:19:55 main:574] : INFO : Epoch 1924 | loss: 0.031173 | val_loss: 0.0311718 | Time: 9068.04 ms [2022-02-08 21:20:05 main:574] : INFO : Epoch 1925 | loss: 0.0311729 | val_loss: 0.0311704 | Time: 10098.7 ms [2022-02-08 21:20:14 main:574] : INFO : Epoch 1926 | loss: 0.0311766 | val_loss: 0.031175 | Time: 9282.06 ms [2022-02-08 21:20:25 main:574] : INFO : Epoch 1927 | loss: 0.0311785 | val_loss: 0.0311769 | Time: 10169.8 ms [2022-02-08 21:20:33 main:574] : INFO : Epoch 1928 | loss: 0.0311774 | val_loss: 0.0311735 | Time: 8884.82 ms [2022-02-08 21:20:43 main:574] : INFO : Epoch 1929 | loss: 0.031223 | val_loss: 0.0312415 | Time: 9193.61 ms [2022-02-08 21:20:52 main:574] : INFO : Epoch 1930 | loss: 0.0312289 | val_loss: 0.0312125 | Time: 9030.97 ms [2022-02-08 21:21:02 main:574] : INFO : Epoch 1931 | loss: 0.0312024 | val_loss: 0.0311929 | Time: 9709.33 ms [2022-02-08 21:21:11 main:574] : INFO : Epoch 1932 | loss: 0.0311925 | val_loss: 0.0311878 | Time: 9463.5 ms [2022-02-08 21:21:21 main:574] : INFO : Epoch 1933 | loss: 0.0311896 | val_loss: 0.0311872 | Time: 9472.9 ms [2022-02-08 21:21:30 main:574] : INFO : Epoch 1934 | loss: 0.031187 | val_loss: 0.0311835 | Time: 9264.73 ms [2022-02-08 21:21:40 main:574] : INFO : Epoch 1935 | loss: 0.0311855 | val_loss: 0.0311848 | Time: 9761.87 ms [2022-02-08 21:21:49 main:574] : INFO : Epoch 1936 | loss: 0.0311851 | val_loss: 0.0311804 | Time: 9558.95 ms [2022-02-08 21:21:59 main:574] : INFO : Epoch 1937 | loss: 0.0311853 | val_loss: 0.0311793 | Time: 10021.3 ms [2022-02-08 21:22:09 main:574] : INFO : Epoch 1938 | loss: 0.0311825 | val_loss: 0.0311785 | Time: 9294.32 ms [2022-02-08 21:22:18 main:574] : INFO : Epoch 1939 | loss: 0.0311803 | val_loss: 0.0311781 | Time: 8930.4 ms [2022-02-08 21:22:27 main:574] : INFO : Epoch 1940 | loss: 0.0311806 | val_loss: 0.031181 | Time: 9286.24 ms [2022-02-08 21:22:36 main:574] : INFO : Epoch 1941 | loss: 0.0311821 | val_loss: 0.0311816 | Time: 9131.79 ms [2022-02-08 21:22:45 main:574] : INFO : Epoch 1942 | loss: 0.031183 | val_loss: 0.0311793 | Time: 8818.12 ms [2022-02-08 21:22:54 main:574] : INFO : Epoch 1943 | loss: 0.0311809 | val_loss: 0.03118 | Time: 9097.78 ms [2022-02-08 21:23:04 main:574] : INFO : Epoch 1944 | loss: 0.0311779 | val_loss: 0.0311784 | Time: 9001.53 ms [2022-02-08 21:23:13 main:574] : INFO : Epoch 1945 | loss: 0.0311778 | val_loss: 0.0311781 | Time: 9644.51 ms [2022-02-08 21:23:23 main:574] : INFO : Epoch 1946 | loss: 0.0311775 | val_loss: 0.0311773 | Time: 9536.92 ms [2022-02-08 21:23:32 main:574] : INFO : Epoch 1947 | loss: 0.0311767 | val_loss: 0.031178 | Time: 9064.9 ms [2022-02-08 21:23:41 main:574] : INFO : Epoch 1948 | loss: 0.0311762 | val_loss: 0.0311768 | Time: 9209.43 ms [2022-02-08 21:23:51 main:574] : INFO : Epoch 1949 | loss: 0.0311754 | val_loss: 0.03118 | Time: 9415.65 ms [2022-02-08 21:24:00 main:574] : INFO : Epoch 1950 | loss: 0.0311753 | val_loss: 0.0311772 | Time: 9443.6 ms [2022-02-08 21:24:10 main:574] : INFO : Epoch 1951 | loss: 0.0311747 | val_loss: 0.0311771 | Time: 9309.33 ms [2022-02-08 21:24:19 main:574] : INFO : Epoch 1952 | loss: 0.0311741 | val_loss: 0.0311762 | Time: 9251.98 ms [2022-02-08 21:24:28 main:574] : INFO : Epoch 1953 | loss: 0.0311747 | val_loss: 0.0311769 | Time: 9226.98 ms [2022-02-08 21:24:38 main:574] : INFO : Epoch 1954 | loss: 0.0311734 | val_loss: 0.0311766 | Time: 9401.57 ms [2022-02-08 21:24:47 main:574] : INFO : Epoch 1955 | loss: 0.031173 | val_loss: 0.031177 | Time: 9487.2 ms [2022-02-08 21:24:57 main:574] : INFO : Epoch 1956 | loss: 0.0311723 | val_loss: 0.0311763 | Time: 9331.12 ms [2022-02-08 21:25:06 main:574] : INFO : Epoch 1957 | loss: 0.0311731 | val_loss: 0.031177 | Time: 9152.55 ms [2022-02-08 21:25:15 main:574] : INFO : Epoch 1958 | loss: 0.0311739 | val_loss: 0.0311774 | Time: 9063.67 ms [2022-02-08 21:25:24 main:574] : INFO : Epoch 1959 | loss: 0.0311765 | val_loss: 0.0311799 | Time: 8939.91 ms [2022-02-08 21:25:33 main:574] : INFO : Epoch 1960 | loss: 0.0311758 | val_loss: 0.031177 | Time: 9217.54 ms [2022-02-08 21:25:42 main:574] : INFO : Epoch 1961 | loss: 0.031175 | val_loss: 0.0311825 | Time: 8907.28 ms [2022-02-08 21:25:52 main:574] : INFO : Epoch 1962 | loss: 0.0311758 | val_loss: 0.0311829 | Time: 9647.18 ms [2022-02-08 21:26:01 main:574] : INFO : Epoch 1963 | loss: 0.0311763 | val_loss: 0.031178 | Time: 9066.23 ms [2022-02-08 21:26:10 main:574] : INFO : Epoch 1964 | loss: 0.0311749 | val_loss: 0.0311763 | Time: 9119.24 ms [2022-02-08 21:26:20 main:574] : INFO : Epoch 1965 | loss: 0.031172 | val_loss: 0.031177 | Time: 9456.94 ms [2022-02-08 21:26:29 main:574] : INFO : Epoch 1966 | loss: 0.0311726 | val_loss: 0.0311773 | Time: 8882.67 ms [2022-02-08 21:26:38 main:574] : INFO : Epoch 1967 | loss: 0.0311733 | val_loss: 0.0311774 | Time: 8722.44 ms [2022-02-08 21:26:47 main:574] : INFO : Epoch 1968 | loss: 0.0311737 | val_loss: 0.0311798 | Time: 8846.82 ms [2022-02-08 21:26:56 main:574] : INFO : Epoch 1969 | loss: 0.0311759 | val_loss: 0.0311791 | Time: 9295.22 ms [2022-02-08 21:27:05 main:574] : INFO : Epoch 1970 | loss: 0.0311758 | val_loss: 0.0311804 | Time: 9050.75 ms [2022-02-08 21:27:15 main:574] : INFO : Epoch 1971 | loss: 0.0311773 | val_loss: 0.031178 | Time: 9325.21 ms [2022-02-08 21:27:24 main:574] : INFO : Epoch 1972 | loss: 0.0311768 | val_loss: 0.0311857 | Time: 9586.94 ms [2022-02-08 21:27:33 main:574] : INFO : Epoch 1973 | loss: 0.031178 | val_loss: 0.0311796 | Time: 9011.35 ms [2022-02-08 21:27:42 main:574] : INFO : Epoch 1974 | loss: 0.0311833 | val_loss: 0.0311982 | Time: 9173.19 ms [2022-02-08 21:27:52 main:574] : INFO : Epoch 1975 | loss: 0.0311995 | val_loss: 0.0312114 | Time: 9024.53 ms [2022-02-08 21:28:01 main:574] : INFO : Epoch 1976 | loss: 0.0312202 | val_loss: 0.031198 | Time: 9185.76 ms [2022-02-08 21:28:10 main:574] : INFO : Epoch 1977 | loss: 0.0311966 | val_loss: 0.0311916 | Time: 9270.27 ms [2022-02-08 21:28:19 main:574] : INFO : Epoch 1978 | loss: 0.031192 | val_loss: 0.0311877 | Time: 9210.73 ms [2022-02-08 21:28:28 main:574] : INFO : Epoch 1979 | loss: 0.03119 | val_loss: 0.0311873 | Time: 9023.23 ms [2022-02-08 21:28:38 main:574] : INFO : Epoch 1980 | loss: 0.0311895 | val_loss: 0.0311842 | Time: 9033.5 ms [2022-02-08 21:28:47 main:574] : INFO : Epoch 1981 | loss: 0.0311876 | val_loss: 0.0311827 | Time: 9139.99 ms [2022-02-08 21:28:56 main:574] : INFO : Epoch 1982 | loss: 0.0311862 | val_loss: 0.0311819 | Time: 9076.19 ms [2022-02-08 21:29:05 main:574] : INFO : Epoch 1983 | loss: 0.0311851 | val_loss: 0.0311821 | Time: 9116.91 ms [2022-02-08 21:29:14 main:574] : INFO : Epoch 1984 | loss: 0.0311841 | val_loss: 0.0311821 | Time: 8959.59 ms [2022-02-08 21:29:23 main:574] : INFO : Epoch 1985 | loss: 0.0311845 | val_loss: 0.0311822 | Time: 9097.82 ms [2022-02-08 21:29:33 main:574] : INFO : Epoch 1986 | loss: 0.031184 | val_loss: 0.0311833 | Time: 9372.3 ms [2022-02-08 21:29:42 main:574] : INFO : Epoch 1987 | loss: 0.0311834 | val_loss: 0.0311822 | Time: 8840.39 ms [2022-02-08 21:29:51 main:574] : INFO : Epoch 1988 | loss: 0.0311818 | val_loss: 0.0311808 | Time: 9061.5 ms [2022-02-08 21:30:00 main:574] : INFO : Epoch 1989 | loss: 0.0311812 | val_loss: 0.0311808 | Time: 8991.92 ms [2022-02-08 21:30:10 main:574] : INFO : Epoch 1990 | loss: 0.0311813 | val_loss: 0.0311852 | Time: 9756.97 ms [2022-02-08 21:30:20 main:574] : INFO : Epoch 1991 | loss: 0.0311853 | val_loss: 0.0311809 | Time: 9940.64 ms [2022-02-08 21:30:29 main:574] : INFO : Epoch 1992 | loss: 0.0311816 | val_loss: 0.0311813 | Time: 9385.04 ms [2022-02-08 21:30:38 main:574] : INFO : Epoch 1993 | loss: 0.0311831 | val_loss: 0.0311811 | Time: 9038.19 ms [2022-02-08 21:30:47 main:574] : INFO : Epoch 1994 | loss: 0.0311815 | val_loss: 0.0311813 | Time: 9180.34 ms [2022-02-08 21:30:57 main:574] : INFO : Epoch 1995 | loss: 0.0311805 | val_loss: 0.0311827 | Time: 9638.62 ms [2022-02-08 21:31:07 main:574] : INFO : Epoch 1996 | loss: 0.0311815 | val_loss: 0.0311843 | Time: 9451.23 ms [2022-02-08 21:31:16 main:574] : INFO : Epoch 1997 | loss: 0.0311813 | val_loss: 0.0311827 | Time: 9118.46 ms [2022-02-08 21:31:25 main:574] : INFO : Epoch 1998 | loss: 0.0311807 | val_loss: 0.0311848 | Time: 9111.63 ms [2022-02-08 21:31:34 main:574] : INFO : Epoch 1999 | loss: 0.0311791 | val_loss: 0.0311808 | Time: 9450.44 ms [2022-02-08 21:31:44 main:574] : INFO : Epoch 2000 | loss: 0.0311783 | val_loss: 0.0311798 | Time: 9078.48 ms [2022-02-08 21:31:53 main:574] : INFO : Epoch 2001 | loss: 0.0311781 | val_loss: 0.0311798 | Time: 9036.31 ms [2022-02-08 21:32:02 main:574] : INFO : Epoch 2002 | loss: 0.0311777 | val_loss: 0.0311803 | Time: 9013.57 ms [2022-02-08 21:32:11 main:574] : INFO : Epoch 2003 | loss: 0.0311787 | val_loss: 0.0311847 | Time: 8881.1 ms [2022-02-08 21:32:20 main:574] : INFO : Epoch 2004 | loss: 0.0311804 | val_loss: 0.0311851 | Time: 9158.29 ms [2022-02-08 21:32:29 main:574] : INFO : Epoch 2005 | loss: 0.0311802 | val_loss: 0.0311845 | Time: 9060.12 ms [2022-02-08 21:32:38 main:574] : INFO : Epoch 2006 | loss: 0.0311798 | val_loss: 0.0311877 | Time: 9104.22 ms [2022-02-08 21:32:47 main:574] : INFO : Epoch 2007 | loss: 0.0311804 | val_loss: 0.031182 | Time: 9041.2 ms [2022-02-08 21:32:57 main:574] : INFO : Epoch 2008 | loss: 0.0311785 | val_loss: 0.031181 | Time: 9356.5 ms [2022-02-08 21:33:06 main:574] : INFO : Epoch 2009 | loss: 0.0311776 | val_loss: 0.0311806 | Time: 9430.72 ms [2022-02-08 21:33:15 main:574] : INFO : Epoch 2010 | loss: 0.0311783 | val_loss: 0.0311804 | Time: 9075.6 ms [2022-02-08 21:33:25 main:574] : INFO : Epoch 2011 | loss: 0.0311773 | val_loss: 0.0311803 | Time: 9201.31 ms [2022-02-08 21:33:34 main:574] : INFO : Epoch 2012 | loss: 0.0311764 | val_loss: 0.0311793 | Time: 9143.31 ms [2022-02-08 21:33:43 main:574] : INFO : Epoch 2013 | loss: 0.0311758 | val_loss: 0.0311794 | Time: 9286.84 ms [2022-02-08 21:33:53 main:574] : INFO : Epoch 2014 | loss: 0.0311756 | val_loss: 0.0311813 | Time: 9290.19 ms [2022-02-08 21:34:02 main:574] : INFO : Epoch 2015 | loss: 0.0311754 | val_loss: 0.0311795 | Time: 8953.29 ms [2022-02-08 21:34:11 main:574] : INFO : Epoch 2016 | loss: 0.031174 | val_loss: 0.0311799 | Time: 9092.64 ms [2022-02-08 21:34:20 main:574] : INFO : Epoch 2017 | loss: 0.0311751 | val_loss: 0.0311902 | Time: 9049.92 ms [2022-02-08 21:34:29 main:574] : INFO : Epoch 2018 | loss: 0.0311773 | val_loss: 0.0311838 | Time: 8868.32 ms [2022-02-08 21:34:38 main:574] : INFO : Epoch 2019 | loss: 0.0311739 | val_loss: 0.0311796 | Time: 9231 ms [2022-02-08 21:34:48 main:574] : INFO : Epoch 2020 | loss: 0.0311735 | val_loss: 0.0311801 | Time: 9532.4 ms [2022-02-08 21:34:57 main:574] : INFO : Epoch 2021 | loss: 0.031176 | val_loss: 0.0311787 | Time: 9070.63 ms [2022-02-08 21:35:06 main:574] : INFO : Epoch 2022 | loss: 0.0311773 | val_loss: 0.0311762 | Time: 8878.86 ms [2022-02-08 21:35:15 main:574] : INFO : Epoch 2023 | loss: 0.0311766 | val_loss: 0.0311762 | Time: 9382.87 ms [2022-02-08 21:35:25 main:574] : INFO : Epoch 2024 | loss: 0.031176 | val_loss: 0.031182 | Time: 9394.54 ms [2022-02-08 21:35:34 main:574] : INFO : Epoch 2025 | loss: 0.0311753 | val_loss: 0.0311732 | Time: 9260.02 ms [2022-02-08 21:35:43 main:574] : INFO : Epoch 2026 | loss: 0.0311733 | val_loss: 0.0311761 | Time: 8974.35 ms [2022-02-08 21:35:52 main:574] : INFO : Epoch 2027 | loss: 0.0311743 | val_loss: 0.0311776 | Time: 8950.87 ms [2022-02-08 21:36:01 main:574] : INFO : Epoch 2028 | loss: 0.0311743 | val_loss: 0.031173 | Time: 8888.89 ms [2022-02-08 21:36:10 main:574] : INFO : Epoch 2029 | loss: 0.0311726 | val_loss: 0.0311735 | Time: 9386.15 ms [2022-02-08 21:36:20 main:574] : INFO : Epoch 2030 | loss: 0.0311726 | val_loss: 0.0311729 | Time: 9683.25 ms [2022-02-08 21:36:30 main:574] : INFO : Epoch 2031 | loss: 0.0311727 | val_loss: 0.0311744 | Time: 9637.14 ms [2022-02-08 21:36:39 main:574] : INFO : Epoch 2032 | loss: 0.0311717 | val_loss: 0.0311736 | Time: 9350.3 ms [2022-02-08 21:36:49 main:574] : INFO : Epoch 2033 | loss: 0.0311721 | val_loss: 0.0311729 | Time: 9507.96 ms [2022-02-08 21:36:58 main:574] : INFO : Epoch 2034 | loss: 0.0311711 | val_loss: 0.0311749 | Time: 9411.53 ms [2022-02-08 21:37:08 main:574] : INFO : Epoch 2035 | loss: 0.0311704 | val_loss: 0.0311763 | Time: 9800.27 ms [2022-02-08 21:37:17 main:574] : INFO : Epoch 2036 | loss: 0.031171 | val_loss: 0.0311734 | Time: 8654.49 ms [2022-02-08 21:37:26 main:574] : INFO : Epoch 2037 | loss: 0.0311701 | val_loss: 0.0311758 | Time: 8828.24 ms [2022-02-08 21:37:35 main:574] : INFO : Epoch 2038 | loss: 0.0311704 | val_loss: 0.0311718 | Time: 9203.92 ms [2022-02-08 21:37:44 main:574] : INFO : Epoch 2039 | loss: 0.031168 | val_loss: 0.0311712 | Time: 9005.53 ms [2022-02-08 21:37:53 main:574] : INFO : Epoch 2040 | loss: 0.031169 | val_loss: 0.0311718 | Time: 8988.38 ms [2022-02-08 21:38:03 main:574] : INFO : Epoch 2041 | loss: 0.0311697 | val_loss: 0.0311732 | Time: 9260.37 ms [2022-02-08 21:38:12 main:574] : INFO : Epoch 2042 | loss: 0.0311723 | val_loss: 0.0311749 | Time: 8995.41 ms [2022-02-08 21:38:21 main:574] : INFO : Epoch 2043 | loss: 0.0311689 | val_loss: 0.0311726 | Time: 8876.04 ms [2022-02-08 21:38:30 main:574] : INFO : Epoch 2044 | loss: 0.0311688 | val_loss: 0.0311739 | Time: 8881.51 ms [2022-02-08 21:38:39 main:574] : INFO : Epoch 2045 | loss: 0.0311701 | val_loss: 0.0311718 | Time: 9169.71 ms [2022-02-08 21:38:48 main:574] : INFO : Epoch 2046 | loss: 0.0311693 | val_loss: 0.0311713 | Time: 9142.45 ms [2022-02-08 21:38:57 main:574] : INFO : Epoch 2047 | loss: 0.0311705 | val_loss: 0.031173 | Time: 8849.14 ms [2022-02-08 21:39:06 main:574] : INFO : Epoch 2048 | loss: 0.0311675 | val_loss: 0.0311731 | Time: 9145.1 ms [2022-02-08 21:39:06 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311731 [2022-02-08 21:39:06 main:603] : INFO : Saving end state to config to file [2022-02-08 21:39:06 main:608] : INFO : Success, exiting.. 21:39:06 (3956): 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)