Task 10858621
| Name | ParityModified-1639957456-15765-2-0_0 |
| Workunit | 8165048 |
| Created | 18 Jan 2022, 0:09:04 UTC |
| Sent | 5 Feb 2022, 2:50:57 UTC |
| Report deadline | 13 Feb 2022, 2:50:57 UTC |
| Received | 5 Feb 2022, 13:22:32 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 11317 |
| Run time | 3 hours 17 min 4 sec |
| CPU time | 2 hours 55 min 51 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 6,856.70 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.63 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> [2022-02-05 12:07:29 main:574] : INFO : Epoch 1625 | loss: 0.0311566 | val_loss: 0.0311614 | Time: 5648.5 ms [2022-02-05 12:07:35 main:574] : INFO : Epoch 1626 | loss: 0.0311575 | val_loss: 0.0311637 | Time: 5785.83 ms [2022-02-05 12:07:41 main:574] : INFO : Epoch 1627 | loss: 0.0311589 | val_loss: 0.0311629 | Time: 5661.81 ms [2022-02-05 12:07:47 main:574] : INFO : Epoch 1628 | loss: 0.0311581 | val_loss: 0.0311646 | Time: 5621.06 ms [2022-02-05 12:07:52 main:574] : INFO : Epoch 1629 | loss: 0.0311573 | val_loss: 0.0311628 | Time: 5799.09 ms [2022-02-05 12:07:58 main:574] : INFO : Epoch 1630 | loss: 0.0311549 | val_loss: 0.031163 | Time: 5620.71 ms [2022-02-05 12:08:04 main:574] : INFO : Epoch 1631 | loss: 0.0311544 | val_loss: 0.0311638 | Time: 5687.8 ms [2022-02-05 12:08:10 main:574] : INFO : Epoch 1632 | loss: 0.0311552 | val_loss: 0.0311627 | Time: 5780.25 ms [2022-02-05 12:08:16 main:574] : INFO : Epoch 1633 | loss: 0.0311558 | val_loss: 0.0311653 | Time: 5669.61 ms [2022-02-05 12:08:21 main:574] : INFO : Epoch 1634 | loss: 0.0311543 | val_loss: 0.0311649 | Time: 5756.74 ms [2022-02-05 12:08:27 main:574] : INFO : Epoch 1635 | loss: 0.0311539 | val_loss: 0.0311631 | Time: 5712.31 ms [2022-02-05 12:08:33 main:574] : INFO : Epoch 1636 | loss: 0.0311553 | val_loss: 0.031164 | Time: 5597.92 ms [2022-02-05 12:08:39 main:574] : INFO : Epoch 1637 | loss: 0.0311571 | val_loss: 0.0311641 | Time: 5732.26 ms [2022-02-05 12:08:44 main:574] : INFO : Epoch 1638 | loss: 0.0311554 | val_loss: 0.0311639 | Time: 5555.07 ms [2022-02-05 12:08:50 main:574] : INFO : Epoch 1639 | loss: 0.031156 | val_loss: 0.0311628 | Time: 5559.1 ms [2022-02-05 12:08:56 main:574] : INFO : Epoch 1640 | loss: 0.0311561 | val_loss: 0.0311628 | Time: 5680.12 ms [2022-02-05 12:09:02 main:574] : INFO : Epoch 1641 | loss: 0.0311557 | val_loss: 0.0311616 | Time: 5788.11 ms [2022-02-05 12:09:07 main:574] : INFO : Epoch 1642 | loss: 0.0311551 | val_loss: 0.0311609 | Time: 5579.28 ms [2022-02-05 12:09:13 main:574] : INFO : Epoch 1643 | loss: 0.0311554 | val_loss: 0.0311708 | Time: 5671.19 ms [2022-02-05 12:09:19 main:574] : INFO : Epoch 1644 | loss: 0.0311549 | val_loss: 0.0311701 | Time: 5667.81 ms [2022-02-05 12:09:24 main:574] : INFO : Epoch 1645 | loss: 0.0311579 | val_loss: 0.0311596 | Time: 5593.84 ms [2022-02-05 12:09:30 main:574] : INFO : Epoch 1646 | loss: 0.0311582 | val_loss: 0.0311625 | Time: 5661.13 ms [2022-02-05 12:09:36 main:574] : INFO : Epoch 1647 | loss: 0.0311583 | val_loss: 0.0311604 | Time: 5712.22 ms [2022-02-05 12:09:42 main:574] : INFO : Epoch 1648 | loss: 0.0311589 | val_loss: 0.031162 | Time: 5581.25 ms [2022-02-05 12:09:47 main:574] : INFO : Epoch 1649 | loss: 0.0311596 | val_loss: 0.0311602 | Time: 5537.4 ms [2022-02-05 12:09:53 main:574] : INFO : Epoch 1650 | loss: 0.0311572 | val_loss: 0.0311587 | Time: 5784 ms [2022-02-05 12:09:59 main:574] : INFO : Epoch 1651 | loss: 0.0311567 | val_loss: 0.0311615 | Time: 5661.33 ms [2022-02-05 12:10:05 main:574] : INFO : Epoch 1652 | loss: 0.0311566 | val_loss: 0.0311618 | Time: 5650.67 ms [2022-02-05 12:10:10 main:574] : INFO : Epoch 1653 | loss: 0.0311546 | val_loss: 0.0311643 | Time: 5688.31 ms [2022-02-05 12:10:16 main:574] : INFO : Epoch 1654 | loss: 0.0311564 | val_loss: 0.031163 | Time: 5692.83 ms [2022-02-05 12:10:22 main:574] : INFO : Epoch 1655 | loss: 0.0311547 | val_loss: 0.0311635 | Time: 5653.34 ms [2022-02-05 12:10:28 main:574] : INFO : Epoch 1656 | loss: 0.0311576 | val_loss: 0.0311636 | Time: 5691.86 ms [2022-02-05 12:10:33 main:574] : INFO : Epoch 1657 | loss: 0.0311532 | val_loss: 0.031162 | Time: 5650.2 ms [2022-02-05 12:10:39 main:574] : INFO : Epoch 1658 | loss: 0.0311531 | val_loss: 0.0311611 | Time: 5609.43 ms [2022-02-05 12:10:45 main:574] : INFO : Epoch 1659 | loss: 0.031152 | val_loss: 0.0311627 | Time: 5581.36 ms [2022-02-05 12:10:50 main:574] : INFO : Epoch 1660 | loss: 0.0311517 | val_loss: 0.0311603 | Time: 5622 ms [2022-02-05 12:10:56 main:574] : INFO : Epoch 1661 | loss: 0.0311517 | val_loss: 0.0311608 | Time: 5662.2 ms [2022-02-05 12:11:02 main:574] : INFO : Epoch 1662 | loss: 0.031152 | val_loss: 0.0311622 | Time: 5687.89 ms [2022-02-05 12:11:08 main:574] : INFO : Epoch 1663 | loss: 0.031153 | val_loss: 0.0311634 | Time: 5686.23 ms [2022-02-05 12:11:13 main:574] : INFO : Epoch 1664 | loss: 0.0311536 | val_loss: 0.0311626 | Time: 5637.72 ms [2022-02-05 12:11:19 main:574] : INFO : Epoch 1665 | loss: 0.0311513 | val_loss: 0.0311654 | Time: 5607.4 ms [2022-02-05 12:11:25 main:574] : INFO : Epoch 1666 | loss: 0.0311522 | val_loss: 0.031163 | Time: 5686.55 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1070) [2022-02-05 12:21:17 main:435] : INFO : Set logging level to 1 [2022-02-05 12:21:18 main:441] : INFO : Running in BOINC Client mode [2022-02-05 12:21:18 main:444] : INFO : Resolving all filenames [2022-02-05 12:21:18 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-05 12:21:18 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-05 12:21:18 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-05 12:21:18 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-05 12:21:18 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-05 12:21:18 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-05 12:21:18 main:474] : INFO : Configuration: [2022-02-05 12:21:18 main:475] : INFO : Model type: GRU [2022-02-05 12:21:18 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-05 12:21:18 main:477] : INFO : Max Epochs: 2048 [2022-02-05 12:21:18 main:478] : INFO : Batch Size: 128 [2022-02-05 12:21:18 main:479] : INFO : Learning Rate: 0.01 [2022-02-05 12:21:18 main:480] : INFO : Patience: 10 [2022-02-05 12:21:19 main:481] : INFO : Hidden Width: 12 [2022-02-05 12:21:19 main:482] : INFO : # Recurrent Layers: 4 [2022-02-05 12:21:19 main:483] : INFO : # Backend Layers: 4 [2022-02-05 12:21:19 main:484] : INFO : # Threads: 1 [2022-02-05 12:21:19 main:486] : INFO : Preparing Dataset [2022-02-05 12:21:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-05 12:21:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-05 12:21:21 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-05 12:21:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-05 12:21:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-05 12:21:21 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-05 12:21:21 main:494] : INFO : Creating Model [2022-02-05 12:21:21 main:507] : INFO : Preparing config file [2022-02-05 12:21:21 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-05 12:21:21 main:512] : INFO : Loading config [2022-02-05 12:21:22 main:514] : INFO : Loading state [2022-02-05 12:21:22 main:559] : INFO : Loading DataLoader into Memory [2022-02-05 12:21:23 main:562] : INFO : Starting Training [2022-02-05 12:21:29 main:574] : INFO : Epoch 1653 | loss: 0.0316146 | val_loss: 0.031406 | Time: 6417.89 ms [2022-02-05 12:21:35 main:574] : INFO : Epoch 1654 | loss: 0.0312913 | val_loss: 0.0312408 | Time: 5964.41 ms [2022-02-05 12:21:41 main:574] : INFO : Epoch 1655 | loss: 0.031228 | val_loss: 0.031208 | Time: 5897.27 ms [2022-02-05 12:21:47 main:574] : INFO : Epoch 1656 | loss: 0.0311968 | val_loss: 0.0311823 | Time: 5869.94 ms [2022-02-05 12:21:53 main:574] : INFO : Epoch 1657 | loss: 0.0311797 | val_loss: 0.0311785 | Time: 5745.87 ms [2022-02-05 12:21:59 main:574] : INFO : Epoch 1658 | loss: 0.0311755 | val_loss: 0.0311734 | Time: 6085.26 ms [2022-02-05 12:22:05 main:574] : INFO : Epoch 1659 | loss: 0.0311657 | val_loss: 0.0311682 | Time: 5776.7 ms [2022-02-05 12:22:11 main:574] : INFO : Epoch 1660 | loss: 0.0311704 | val_loss: 0.0311719 | Time: 5696.54 ms [2022-02-05 12:22:17 main:574] : INFO : Epoch 1661 | loss: 0.0311686 | val_loss: 0.0311662 | Time: 6203.35 ms [2022-02-05 12:22:24 main:574] : INFO : Epoch 1662 | loss: 0.0311586 | val_loss: 0.0311676 | Time: 6682.46 ms [2022-02-05 12:22:30 main:574] : INFO : Epoch 1663 | loss: 0.0311599 | val_loss: 0.0311643 | Time: 5754.54 ms [2022-02-05 12:22:35 main:574] : INFO : Epoch 1664 | loss: 0.0311562 | val_loss: 0.0311649 | Time: 5890.38 ms [2022-02-05 12:22:41 main:574] : INFO : Epoch 1665 | loss: 0.0311578 | val_loss: 0.0311644 | Time: 5837.28 ms [2022-02-05 12:22:48 main:574] : INFO : Epoch 1666 | loss: 0.0311581 | val_loss: 0.0311657 | Time: 6171.81 ms [2022-02-05 12:22:53 main:574] : INFO : Epoch 1667 | loss: 0.0311588 | val_loss: 0.0311646 | Time: 5609.89 ms [2022-02-05 12:22:59 main:574] : INFO : Epoch 1668 | loss: 0.0311563 | val_loss: 0.0311626 | Time: 5885.72 ms [2022-02-05 12:23:05 main:574] : INFO : Epoch 1669 | loss: 0.0311569 | val_loss: 0.0311618 | Time: 5924.05 ms [2022-02-05 12:23:11 main:574] : INFO : Epoch 1670 | loss: 0.0311565 | val_loss: 0.0311639 | Time: 5840.79 ms [2022-02-05 12:23:17 main:574] : INFO : Epoch 1671 | loss: 0.0311551 | val_loss: 0.0311607 | Time: 5966.22 ms [2022-02-05 12:23:23 main:574] : INFO : Epoch 1672 | loss: 0.0311575 | val_loss: 0.0311606 | Time: 5850.76 ms [2022-02-05 12:23:29 main:574] : INFO : Epoch 1673 | loss: 0.0311533 | val_loss: 0.0311632 | Time: 5497.25 ms [2022-02-05 12:23:34 main:574] : INFO : Epoch 1674 | loss: 0.0311545 | val_loss: 0.0311618 | Time: 5515.78 ms [2022-02-05 12:23:40 main:574] : INFO : Epoch 1675 | loss: 0.0311558 | val_loss: 0.0311644 | Time: 5768.74 ms [2022-02-05 12:23:46 main:574] : INFO : Epoch 1676 | loss: 0.0311536 | val_loss: 0.031165 | Time: 5279.3 ms [2022-02-05 12:23:51 main:574] : INFO : Epoch 1677 | loss: 0.0311532 | val_loss: 0.0311609 | Time: 5206.05 ms [2022-02-05 12:23:56 main:574] : INFO : Epoch 1678 | loss: 0.0311509 | val_loss: 0.031161 | Time: 5541.55 ms [2022-02-05 12:24:02 main:574] : INFO : Epoch 1679 | loss: 0.0311533 | val_loss: 0.0311655 | Time: 5522.16 ms [2022-02-05 12:24:08 main:574] : INFO : Epoch 1680 | loss: 0.0311545 | val_loss: 0.031161 | Time: 5692.59 ms [2022-02-05 12:24:14 main:574] : INFO : Epoch 1681 | loss: 0.0311502 | val_loss: 0.031161 | Time: 5665.21 ms [2022-02-05 12:24:19 main:574] : INFO : Epoch 1682 | loss: 0.031151 | val_loss: 0.0311598 | Time: 5744.4 ms [2022-02-05 12:24:25 main:574] : INFO : Epoch 1683 | loss: 0.031151 | val_loss: 0.0311574 | Time: 5426.96 ms [2022-02-05 12:24:31 main:574] : INFO : Epoch 1684 | loss: 0.0311509 | val_loss: 0.0311591 | Time: 5618.45 ms [2022-02-05 12:24:36 main:574] : INFO : Epoch 1685 | loss: 0.0311501 | val_loss: 0.0311597 | Time: 5753.42 ms [2022-02-05 12:24:42 main:574] : INFO : Epoch 1686 | loss: 0.0311505 | val_loss: 0.0311555 | Time: 5522.8 ms [2022-02-05 12:24:48 main:574] : INFO : Epoch 1687 | loss: 0.03115 | val_loss: 0.0311552 | Time: 5402.35 ms [2022-02-05 12:24:53 main:574] : INFO : Epoch 1688 | loss: 0.0311513 | val_loss: 0.031165 | Time: 5699.73 ms [2022-02-05 12:24:59 main:574] : INFO : Epoch 1689 | loss: 0.0311516 | val_loss: 0.031157 | Time: 5486.81 ms [2022-02-05 12:25:04 main:574] : INFO : Epoch 1690 | loss: 0.0311499 | val_loss: 0.0311595 | Time: 5381.44 ms [2022-02-05 12:25:10 main:574] : INFO : Epoch 1691 | loss: 0.0311511 | val_loss: 0.0311589 | Time: 5422.47 ms [2022-02-05 12:25:15 main:574] : INFO : Epoch 1692 | loss: 0.0311491 | val_loss: 0.0311606 | Time: 5310.95 ms [2022-02-05 12:25:21 main:574] : INFO : Epoch 1693 | loss: 0.0311474 | val_loss: 0.0311564 | Time: 5515.5 ms [2022-02-05 12:25:26 main:574] : INFO : Epoch 1694 | loss: 0.0311481 | val_loss: 0.0311602 | Time: 5540.43 ms [2022-02-05 12:25:32 main:574] : INFO : Epoch 1695 | loss: 0.0311481 | val_loss: 0.0311599 | Time: 5573.52 ms [2022-02-05 12:25:37 main:574] : INFO : Epoch 1696 | loss: 0.0311476 | val_loss: 0.0311565 | Time: 5294.88 ms [2022-02-05 12:25:43 main:574] : INFO : Epoch 1697 | loss: 0.0311456 | val_loss: 0.0311576 | Time: 5347.73 ms [2022-02-05 12:25:49 main:574] : INFO : Epoch 1698 | loss: 0.0311469 | val_loss: 0.0311567 | Time: 5545.86 ms [2022-02-05 12:25:54 main:574] : INFO : Epoch 1699 | loss: 0.0311473 | val_loss: 0.0311591 | Time: 5545.68 ms [2022-02-05 12:26:00 main:574] : INFO : Epoch 1700 | loss: 0.0311489 | val_loss: 0.0311609 | Time: 5468.66 ms [2022-02-05 12:26:05 main:574] : INFO : Epoch 1701 | loss: 0.0311472 | val_loss: 0.0311599 | Time: 5593.43 ms [2022-02-05 12:26:11 main:574] : INFO : Epoch 1702 | loss: 0.0311477 | val_loss: 0.0311561 | Time: 5382.85 ms [2022-02-05 12:26:17 main:574] : INFO : Epoch 1703 | loss: 0.0311476 | val_loss: 0.0311548 | Time: 5576.99 ms [2022-02-05 12:26:22 main:574] : INFO : Epoch 1704 | loss: 0.0311483 | val_loss: 0.0311554 | Time: 5575.85 ms [2022-02-05 12:26:28 main:574] : INFO : Epoch 1705 | loss: 0.0311439 | val_loss: 0.0311561 | Time: 5451.25 ms [2022-02-05 12:26:34 main:574] : INFO : Epoch 1706 | loss: 0.0311444 | val_loss: 0.031155 | Time: 5713.23 ms [2022-02-05 12:26:40 main:574] : INFO : Epoch 1707 | loss: 0.0311458 | val_loss: 0.0311547 | Time: 6037.69 ms [2022-02-05 12:26:45 main:574] : INFO : Epoch 1708 | loss: 0.0311459 | val_loss: 0.0311571 | Time: 5611.72 ms [2022-02-05 12:26:51 main:574] : INFO : Epoch 1709 | loss: 0.0311452 | val_loss: 0.0311576 | Time: 5588.13 ms [2022-02-05 12:26:57 main:574] : INFO : Epoch 1710 | loss: 0.0311427 | val_loss: 0.0311598 | Time: 5527.48 ms [2022-02-05 12:27:02 main:574] : INFO : Epoch 1711 | loss: 0.0311449 | val_loss: 0.0311543 | Time: 5372.21 ms [2022-02-05 12:27:08 main:574] : INFO : Epoch 1712 | loss: 0.0311484 | val_loss: 0.0311581 | Time: 5692.36 ms [2022-02-05 12:27:13 main:574] : INFO : Epoch 1713 | loss: 0.0311498 | val_loss: 0.0311589 | Time: 5414.13 ms [2022-02-05 12:27:19 main:574] : INFO : Epoch 1714 | loss: 0.031144 | val_loss: 0.0311549 | Time: 5514.77 ms [2022-02-05 12:27:25 main:574] : INFO : Epoch 1715 | loss: 0.0311417 | val_loss: 0.0311582 | Time: 5611.83 ms [2022-02-05 12:27:30 main:574] : INFO : Epoch 1716 | loss: 0.0311438 | val_loss: 0.0311549 | Time: 5419.96 ms [2022-02-05 12:27:36 main:574] : INFO : Epoch 1717 | loss: 0.031143 | val_loss: 0.0311565 | Time: 5590.76 ms [2022-02-05 12:27:42 main:574] : INFO : Epoch 1718 | loss: 0.0311435 | val_loss: 0.0311588 | Time: 5714 ms [2022-02-05 12:27:47 main:574] : INFO : Epoch 1719 | loss: 0.0311411 | val_loss: 0.0311628 | Time: 5537.87 ms [2022-02-05 12:27:53 main:574] : INFO : Epoch 1720 | loss: 0.0311425 | val_loss: 0.031156 | Time: 5461.72 ms [2022-02-05 12:27:58 main:574] : INFO : Epoch 1721 | loss: 0.0311423 | val_loss: 0.0311565 | Time: 5704.54 ms [2022-02-05 12:28:04 main:574] : INFO : Epoch 1722 | loss: 0.0311425 | val_loss: 0.0311569 | Time: 5434.6 ms [2022-02-05 12:28:10 main:574] : INFO : Epoch 1723 | loss: 0.0311436 | val_loss: 0.0311561 | Time: 5430.43 ms [2022-02-05 12:28:15 main:574] : INFO : Epoch 1724 | loss: 0.0311453 | val_loss: 0.0311566 | Time: 5458.38 ms [2022-02-05 12:28:21 main:574] : INFO : Epoch 1725 | loss: 0.0311449 | val_loss: 0.0311559 | Time: 5494.22 ms [2022-02-05 12:28:26 main:574] : INFO : Epoch 1726 | loss: 0.0311435 | val_loss: 0.0311562 | Time: 5514.51 ms [2022-02-05 12:28:32 main:574] : INFO : Epoch 1727 | loss: 0.0311422 | val_loss: 0.0311555 | Time: 5771.56 ms [2022-02-05 12:28:38 main:574] : INFO : Epoch 1728 | loss: 0.0311433 | val_loss: 0.0311592 | Time: 5581.95 ms [2022-02-05 12:28:43 main:574] : INFO : Epoch 1729 | loss: 0.0311446 | val_loss: 0.0311548 | Time: 5460.83 ms [2022-02-05 12:28:49 main:574] : INFO : Epoch 1730 | loss: 0.0311435 | val_loss: 0.0311577 | Time: 5650.94 ms [2022-02-05 12:28:55 main:574] : INFO : Epoch 1731 | loss: 0.0311437 | val_loss: 0.0311603 | Time: 5452.03 ms [2022-02-05 12:29:00 main:574] : INFO : Epoch 1732 | loss: 0.0311447 | val_loss: 0.031157 | Time: 5662.56 ms [2022-02-05 12:29:06 main:574] : INFO : Epoch 1733 | loss: 0.0311416 | val_loss: 0.0311605 | Time: 5595.14 ms [2022-02-05 12:29:11 main:574] : INFO : Epoch 1734 | loss: 0.0311423 | val_loss: 0.0311551 | Time: 5430.67 ms [2022-02-05 12:29:17 main:574] : INFO : Epoch 1735 | loss: 0.0311422 | val_loss: 0.0311545 | Time: 5424.34 ms [2022-02-05 12:29:23 main:574] : INFO : Epoch 1736 | loss: 0.0311445 | val_loss: 0.0311536 | Time: 5676.97 ms [2022-02-05 12:29:28 main:574] : INFO : Epoch 1737 | loss: 0.0311455 | val_loss: 0.0311532 | Time: 5427.23 ms [2022-02-05 12:29:34 main:574] : INFO : Epoch 1738 | loss: 0.0311434 | val_loss: 0.0311582 | Time: 5450.46 ms [2022-02-05 12:29:39 main:574] : INFO : Epoch 1739 | loss: 0.0311419 | val_loss: 0.0311566 | Time: 5663.98 ms [2022-02-05 12:29:45 main:574] : INFO : Epoch 1740 | loss: 0.031141 | val_loss: 0.0311564 | Time: 5513.34 ms [2022-02-05 12:29:51 main:574] : INFO : Epoch 1741 | loss: 0.0311423 | val_loss: 0.0311565 | Time: 5568.24 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1070) [2022-02-05 12:51:40 main:435] : INFO : Set logging level to 1 [2022-02-05 12:51:40 main:441] : INFO : Running in BOINC Client mode [2022-02-05 12:51:40 main:444] : INFO : Resolving all filenames [2022-02-05 12:51:40 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-05 12:51:40 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-05 12:51:40 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-05 12:51:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-05 12:51:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-05 12:51:40 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-05 12:51:40 main:474] : INFO : Configuration: [2022-02-05 12:51:41 main:475] : INFO : Model type: GRU [2022-02-05 12:51:41 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-05 12:51:41 main:477] : INFO : Max Epochs: 2048 [2022-02-05 12:51:41 main:478] : INFO : Batch Size: 128 [2022-02-05 12:51:41 main:479] : INFO : Learning Rate: 0.01 [2022-02-05 12:51:41 main:480] : INFO : Patience: 10 [2022-02-05 12:51:41 main:481] : INFO : Hidden Width: 12 [2022-02-05 12:51:41 main:482] : INFO : # Recurrent Layers: 4 [2022-02-05 12:51:41 main:483] : INFO : # Backend Layers: 4 [2022-02-05 12:51:41 main:484] : INFO : # Threads: 1 [2022-02-05 12:51:41 main:486] : INFO : Preparing Dataset [2022-02-05 12:51:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-05 12:51:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-05 12:51:43 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-05 12:51:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-05 12:51:44 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-05 12:51:44 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-05 12:51:44 main:494] : INFO : Creating Model [2022-02-05 12:51:44 main:507] : INFO : Preparing config file [2022-02-05 12:51:44 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-05 12:51:44 main:512] : INFO : Loading config [2022-02-05 12:51:44 main:514] : INFO : Loading state [2022-02-05 12:51:45 main:559] : INFO : Loading DataLoader into Memory [2022-02-05 12:51:45 main:562] : INFO : Starting Training [2022-02-05 12:51:51 main:574] : INFO : Epoch 1723 | loss: 0.031385 | val_loss: 0.0312245 | Time: 5686.14 ms [2022-02-05 12:51:56 main:574] : INFO : Epoch 1724 | loss: 0.0311719 | val_loss: 0.0311618 | Time: 5412.95 ms [2022-02-05 12:52:02 main:574] : INFO : Epoch 1725 | loss: 0.0311477 | val_loss: 0.031158 | Time: 5675.49 ms [2022-02-05 12:52:08 main:574] : INFO : Epoch 1726 | loss: 0.0311423 | val_loss: 0.0311552 | Time: 5564.5 ms [2022-02-05 12:52:13 main:574] : INFO : Epoch 1727 | loss: 0.0311407 | val_loss: 0.0311563 | Time: 5509.09 ms [2022-02-05 12:52:19 main:574] : INFO : Epoch 1728 | loss: 0.0311431 | val_loss: 0.0311611 | Time: 5504.6 ms [2022-02-05 12:52:25 main:574] : INFO : Epoch 1729 | loss: 0.0311444 | val_loss: 0.0311564 | Time: 5794.96 ms [2022-02-05 12:52:30 main:574] : INFO : Epoch 1730 | loss: 0.0311409 | val_loss: 0.0311549 | Time: 5569.03 ms [2022-02-05 12:52:36 main:574] : INFO : Epoch 1731 | loss: 0.0311399 | val_loss: 0.0311602 | Time: 5546.55 ms [2022-02-05 12:52:42 main:574] : INFO : Epoch 1732 | loss: 0.0311432 | val_loss: 0.0311591 | Time: 5710.94 ms [2022-02-05 12:52:47 main:574] : INFO : Epoch 1733 | loss: 0.0311411 | val_loss: 0.0311572 | Time: 5506.71 ms [2022-02-05 12:52:53 main:574] : INFO : Epoch 1734 | loss: 0.031141 | val_loss: 0.0311535 | Time: 5426.98 ms [2022-02-05 12:52:59 main:574] : INFO : Epoch 1735 | loss: 0.0311415 | val_loss: 0.0311594 | Time: 5562.61 ms [2022-02-05 12:53:04 main:574] : INFO : Epoch 1736 | loss: 0.0311406 | val_loss: 0.0311537 | Time: 5670.49 ms [2022-02-05 12:53:10 main:574] : INFO : Epoch 1737 | loss: 0.0311398 | val_loss: 0.0311553 | Time: 5465.77 ms [2022-02-05 12:53:16 main:574] : INFO : Epoch 1738 | loss: 0.0311386 | val_loss: 0.0311568 | Time: 5563.99 ms [2022-02-05 12:53:21 main:574] : INFO : Epoch 1739 | loss: 0.0311397 | val_loss: 0.0311597 | Time: 5641.3 ms [2022-02-05 12:53:27 main:574] : INFO : Epoch 1740 | loss: 0.0311389 | val_loss: 0.0311601 | Time: 5618.78 ms [2022-02-05 12:53:32 main:574] : INFO : Epoch 1741 | loss: 0.0311384 | val_loss: 0.0311599 | Time: 5484.79 ms [2022-02-05 12:53:38 main:574] : INFO : Epoch 1742 | loss: 0.0311408 | val_loss: 0.0311594 | Time: 5784.72 ms [2022-02-05 12:53:44 main:574] : INFO : Epoch 1743 | loss: 0.0311409 | val_loss: 0.0311621 | Time: 5480.72 ms [2022-02-05 12:53:50 main:574] : INFO : Epoch 1744 | loss: 0.0311415 | val_loss: 0.0311554 | Time: 5619.5 ms [2022-02-05 12:53:55 main:574] : INFO : Epoch 1745 | loss: 0.0311429 | val_loss: 0.0311551 | Time: 5704.23 ms [2022-02-05 12:54:01 main:574] : INFO : Epoch 1746 | loss: 0.0311401 | val_loss: 0.0311581 | Time: 5629.21 ms [2022-02-05 12:54:07 main:574] : INFO : Epoch 1747 | loss: 0.0311433 | val_loss: 0.0311575 | Time: 5839.67 ms [2022-02-05 12:54:13 main:574] : INFO : Epoch 1748 | loss: 0.0311427 | val_loss: 0.0311593 | Time: 5467.54 ms [2022-02-05 12:54:18 main:574] : INFO : Epoch 1749 | loss: 0.0311415 | val_loss: 0.03116 | Time: 5433.27 ms [2022-02-05 12:54:24 main:574] : INFO : Epoch 1750 | loss: 0.0311432 | val_loss: 0.031158 | Time: 5460.64 ms [2022-02-05 12:54:30 main:574] : INFO : Epoch 1751 | loss: 0.0311414 | val_loss: 0.0311586 | Time: 5770.23 ms [2022-02-05 12:54:35 main:574] : INFO : Epoch 1752 | loss: 0.0311405 | val_loss: 0.0311586 | Time: 5454.11 ms [2022-02-05 12:54:41 main:574] : INFO : Epoch 1753 | loss: 0.0311406 | val_loss: 0.0311599 | Time: 5589.89 ms [2022-02-05 12:54:46 main:574] : INFO : Epoch 1754 | loss: 0.0311393 | val_loss: 0.0311565 | Time: 5472.03 ms [2022-02-05 12:54:52 main:574] : INFO : Epoch 1755 | loss: 0.0311409 | val_loss: 0.0311641 | Time: 5465.85 ms [2022-02-05 12:54:58 main:574] : INFO : Epoch 1756 | loss: 0.0311416 | val_loss: 0.031157 | Time: 5741.24 ms [2022-02-05 12:55:03 main:574] : INFO : Epoch 1757 | loss: 0.0311393 | val_loss: 0.0311582 | Time: 5515.65 ms [2022-02-05 12:55:09 main:574] : INFO : Epoch 1758 | loss: 0.0311398 | val_loss: 0.0311589 | Time: 5511.5 ms [2022-02-05 12:55:15 main:574] : INFO : Epoch 1759 | loss: 0.0311429 | val_loss: 0.0311571 | Time: 5663.65 ms [2022-02-05 12:55:20 main:574] : INFO : Epoch 1760 | loss: 0.0311424 | val_loss: 0.0311605 | Time: 5533.25 ms [2022-02-05 12:55:26 main:574] : INFO : Epoch 1761 | loss: 0.0311434 | val_loss: 0.0311584 | Time: 5493.54 ms [2022-02-05 12:55:31 main:574] : INFO : Epoch 1762 | loss: 0.0311483 | val_loss: 0.0311613 | Time: 5626.19 ms [2022-02-05 12:55:37 main:574] : INFO : Epoch 1763 | loss: 0.0311418 | val_loss: 0.031156 | Time: 5787.08 ms [2022-02-05 12:55:43 main:574] : INFO : Epoch 1764 | loss: 0.0311399 | val_loss: 0.0311563 | Time: 5650.84 ms [2022-02-05 12:55:49 main:574] : INFO : Epoch 1765 | loss: 0.0311401 | val_loss: 0.0311608 | Time: 5496.38 ms [2022-02-05 12:55:54 main:574] : INFO : Epoch 1766 | loss: 0.0311393 | val_loss: 0.0311561 | Time: 5355.2 ms [2022-02-05 12:56:00 main:574] : INFO : Epoch 1767 | loss: 0.0311394 | val_loss: 0.0311569 | Time: 5669.67 ms [2022-02-05 12:56:06 main:574] : INFO : Epoch 1768 | loss: 0.0311402 | val_loss: 0.031157 | Time: 5553.55 ms [2022-02-05 12:56:11 main:574] : INFO : Epoch 1769 | loss: 0.0311418 | val_loss: 0.0311571 | Time: 5507.98 ms [2022-02-05 12:56:17 main:574] : INFO : Epoch 1770 | loss: 0.0311389 | val_loss: 0.0311573 | Time: 5646.28 ms [2022-02-05 12:56:22 main:574] : INFO : Epoch 1771 | loss: 0.0311396 | val_loss: 0.0311589 | Time: 5508.39 ms [2022-02-05 12:56:28 main:574] : INFO : Epoch 1772 | loss: 0.0311408 | val_loss: 0.0311553 | Time: 5365.67 ms [2022-02-05 12:56:34 main:574] : INFO : Epoch 1773 | loss: 0.0311396 | val_loss: 0.0311601 | Time: 5575.64 ms [2022-02-05 12:56:39 main:574] : INFO : Epoch 1774 | loss: 0.0311423 | val_loss: 0.0311567 | Time: 5664.22 ms [2022-02-05 12:56:45 main:574] : INFO : Epoch 1775 | loss: 0.0311386 | val_loss: 0.0311622 | Time: 5669.61 ms [2022-02-05 12:56:51 main:574] : INFO : Epoch 1776 | loss: 0.0311395 | val_loss: 0.0311549 | Time: 5759.55 ms [2022-02-05 12:56:56 main:574] : INFO : Epoch 1777 | loss: 0.0311373 | val_loss: 0.0311583 | Time: 5514.61 ms [2022-02-05 12:57:02 main:574] : INFO : Epoch 1778 | loss: 0.0311374 | val_loss: 0.0311538 | Time: 5527.69 ms [2022-02-05 12:57:08 main:574] : INFO : Epoch 1779 | loss: 0.0311389 | val_loss: 0.0311618 | Time: 5678.09 ms [2022-02-05 12:57:13 main:574] : INFO : Epoch 1780 | loss: 0.0311386 | val_loss: 0.0311556 | Time: 5491.94 ms [2022-02-05 12:57:19 main:574] : INFO : Epoch 1781 | loss: 0.0311414 | val_loss: 0.03116 | Time: 5486.02 ms [2022-02-05 12:57:24 main:574] : INFO : Epoch 1782 | loss: 0.0311425 | val_loss: 0.0311607 | Time: 5410.02 ms [2022-02-05 12:57:30 main:574] : INFO : Epoch 1783 | loss: 0.0311526 | val_loss: 0.0311674 | Time: 5702.62 ms [2022-02-05 12:57:36 main:574] : INFO : Epoch 1784 | loss: 0.0311483 | val_loss: 0.0311583 | Time: 5615.37 ms [2022-02-05 12:57:42 main:574] : INFO : Epoch 1785 | loss: 0.031147 | val_loss: 0.0311564 | Time: 5726.49 ms [2022-02-05 12:57:47 main:574] : INFO : Epoch 1786 | loss: 0.0311441 | val_loss: 0.0311566 | Time: 5371.17 ms [2022-02-05 12:57:53 main:574] : INFO : Epoch 1787 | loss: 0.0311424 | val_loss: 0.0311549 | Time: 5417.99 ms [2022-02-05 12:57:58 main:574] : INFO : Epoch 1788 | loss: 0.031144 | val_loss: 0.0311604 | Time: 5674.56 ms [2022-02-05 12:58:04 main:574] : INFO : Epoch 1789 | loss: 0.0311448 | val_loss: 0.0311589 | Time: 5522.05 ms [2022-02-05 12:58:10 main:574] : INFO : Epoch 1790 | loss: 0.0311449 | val_loss: 0.0311601 | Time: 5391.28 ms [2022-02-05 12:58:15 main:574] : INFO : Epoch 1791 | loss: 0.0311443 | val_loss: 0.0311583 | Time: 5498.23 ms [2022-02-05 12:58:21 main:574] : INFO : Epoch 1792 | loss: 0.0311423 | val_loss: 0.0311547 | Time: 5592.79 ms [2022-02-05 12:58:26 main:574] : INFO : Epoch 1793 | loss: 0.0311413 | val_loss: 0.0311538 | Time: 5512.39 ms [2022-02-05 12:58:32 main:574] : INFO : Epoch 1794 | loss: 0.0311407 | val_loss: 0.0311554 | Time: 5553.57 ms [2022-02-05 12:58:38 main:574] : INFO : Epoch 1795 | loss: 0.0311413 | val_loss: 0.031157 | Time: 5631.04 ms [2022-02-05 12:58:44 main:574] : INFO : Epoch 1796 | loss: 0.0311407 | val_loss: 0.0311658 | Time: 5696.42 ms [2022-02-05 12:58:49 main:574] : INFO : Epoch 1797 | loss: 0.0311422 | val_loss: 0.0311549 | Time: 5371.94 ms [2022-02-05 12:58:55 main:574] : INFO : Epoch 1798 | loss: 0.0311409 | val_loss: 0.0311558 | Time: 5478.65 ms [2022-02-05 12:59:00 main:574] : INFO : Epoch 1799 | loss: 0.0311396 | val_loss: 0.0311561 | Time: 5372.35 ms [2022-02-05 12:59:06 main:574] : INFO : Epoch 1800 | loss: 0.0311414 | val_loss: 0.0311548 | Time: 5522.08 ms [2022-02-05 12:59:11 main:574] : INFO : Epoch 1801 | loss: 0.0311419 | val_loss: 0.0311616 | Time: 5463.25 ms [2022-02-05 12:59:17 main:574] : INFO : Epoch 1802 | loss: 0.0311406 | val_loss: 0.031154 | Time: 5581.36 ms [2022-02-05 12:59:22 main:574] : INFO : Epoch 1803 | loss: 0.0311402 | val_loss: 0.0311539 | Time: 5441.07 ms [2022-02-05 12:59:28 main:574] : INFO : Epoch 1804 | loss: 0.0311384 | val_loss: 0.0311554 | Time: 5498.6 ms [2022-02-05 12:59:34 main:574] : INFO : Epoch 1805 | loss: 0.0311412 | val_loss: 0.0311624 | Time: 5832.96 ms [2022-02-05 12:59:39 main:574] : INFO : Epoch 1806 | loss: 0.0311407 | val_loss: 0.0311531 | Time: 5249.26 ms [2022-02-05 12:59:45 main:574] : INFO : Epoch 1807 | loss: 0.031138 | val_loss: 0.0311555 | Time: 5668.71 ms [2022-02-05 12:59:50 main:574] : INFO : Epoch 1808 | loss: 0.0311386 | val_loss: 0.0311537 | Time: 5540.04 ms [2022-02-05 12:59:56 main:574] : INFO : Epoch 1809 | loss: 0.03114 | val_loss: 0.0311566 | Time: 5594.77 ms [2022-02-05 13:00:02 main:574] : INFO : Epoch 1810 | loss: 0.0311419 | val_loss: 0.0311546 | Time: 5478.24 ms [2022-02-05 13:00:07 main:574] : INFO : Epoch 1811 | loss: 0.0311396 | val_loss: 0.0311585 | Time: 5680.37 ms [2022-02-05 13:00:13 main:574] : INFO : Epoch 1812 | loss: 0.0311386 | val_loss: 0.0311558 | Time: 5527.21 ms [2022-02-05 13:00:19 main:574] : INFO : Epoch 1813 | loss: 0.0311374 | val_loss: 0.0311563 | Time: 5347.86 ms [2022-02-05 13:00:24 main:574] : INFO : Epoch 1814 | loss: 0.031137 | val_loss: 0.0311586 | Time: 5513.87 ms [2022-02-05 13:00:30 main:574] : INFO : Epoch 1815 | loss: 0.0311369 | val_loss: 0.031156 | Time: 5561.52 ms [2022-02-05 13:00:35 main:574] : INFO : Epoch 1816 | loss: 0.0311385 | val_loss: 0.0311567 | Time: 5394 ms [2022-02-05 13:00:41 main:574] : INFO : Epoch 1817 | loss: 0.0311415 | val_loss: 0.031154 | Time: 5459.1 ms [2022-02-05 13:00:46 main:574] : INFO : Epoch 1818 | loss: 0.0311385 | val_loss: 0.0311564 | Time: 5576.03 ms [2022-02-05 13:00:52 main:574] : INFO : Epoch 1819 | loss: 0.0311382 | val_loss: 0.0311543 | Time: 5271.31 ms [2022-02-05 13:00:57 main:574] : INFO : Epoch 1820 | loss: 0.0311411 | val_loss: 0.0311678 | Time: 5595.59 ms [2022-02-05 13:01:03 main:574] : INFO : Epoch 1821 | loss: 0.03114 | val_loss: 0.0311574 | Time: 5532.35 ms [2022-02-05 13:01:09 main:574] : INFO : Epoch 1822 | loss: 0.0311357 | val_loss: 0.0311562 | Time: 5388.68 ms [2022-02-05 13:01:14 main:574] : INFO : Epoch 1823 | loss: 0.0311361 | val_loss: 0.0311578 | Time: 5424.37 ms [2022-02-05 13:01:20 main:574] : INFO : Epoch 1824 | loss: 0.0311354 | val_loss: 0.0311553 | Time: 5646.1 ms [2022-02-05 13:01:26 main:574] : INFO : Epoch 1825 | loss: 0.0311364 | val_loss: 0.0311548 | Time: 5686.55 ms [2022-02-05 13:01:31 main:574] : INFO : Epoch 1826 | loss: 0.0311382 | val_loss: 0.031157 | Time: 5415.6 ms [2022-02-05 13:01:37 main:574] : INFO : Epoch 1827 | loss: 0.031139 | val_loss: 0.0311606 | Time: 5615.55 ms [2022-02-05 13:01:43 main:574] : INFO : Epoch 1828 | loss: 0.0311386 | val_loss: 0.0311555 | Time: 5695.23 ms [2022-02-05 13:01:48 main:574] : INFO : Epoch 1829 | loss: 0.0311403 | val_loss: 0.0311576 | Time: 5617.26 ms [2022-02-05 13:01:54 main:574] : INFO : Epoch 1830 | loss: 0.0311407 | val_loss: 0.031158 | Time: 5548.24 ms [2022-02-05 13:02:00 main:574] : INFO : Epoch 1831 | loss: 0.0311407 | val_loss: 0.0311521 | Time: 5646.24 ms [2022-02-05 13:02:05 main:574] : INFO : Epoch 1832 | loss: 0.0311409 | val_loss: 0.0311535 | Time: 5460.99 ms [2022-02-05 13:02:11 main:574] : INFO : Epoch 1833 | loss: 0.0311375 | val_loss: 0.0311562 | Time: 5467.18 ms [2022-02-05 13:02:16 main:574] : INFO : Epoch 1834 | loss: 0.0311357 | val_loss: 0.0311561 | Time: 5674.22 ms [2022-02-05 13:02:22 main:574] : INFO : Epoch 1835 | loss: 0.0311382 | val_loss: 0.0311539 | Time: 5396.59 ms [2022-02-05 13:02:27 main:574] : INFO : Epoch 1836 | loss: 0.0311375 | val_loss: 0.0311575 | Time: 5380.45 ms [2022-02-05 13:02:33 main:574] : INFO : Epoch 1837 | loss: 0.031138 | val_loss: 0.0311545 | Time: 5370.63 ms [2022-02-05 13:02:38 main:574] : INFO : Epoch 1838 | loss: 0.0311378 | val_loss: 0.0311625 | Time: 5407.47 ms [2022-02-05 13:02:44 main:574] : INFO : Epoch 1839 | loss: 0.0311385 | val_loss: 0.0311566 | Time: 5462.48 ms [2022-02-05 13:02:49 main:574] : INFO : Epoch 1840 | loss: 0.0311375 | val_loss: 0.0311578 | Time: 5405.17 ms [2022-02-05 13:02:55 main:574] : INFO : Epoch 1841 | loss: 0.0311403 | val_loss: 0.0311554 | Time: 5655.31 ms [2022-02-05 13:03:01 main:574] : INFO : Epoch 1842 | loss: 0.0311371 | val_loss: 0.031156 | Time: 5445.54 ms [2022-02-05 13:03:06 main:574] : INFO : Epoch 1843 | loss: 0.0311371 | val_loss: 0.0311551 | Time: 5347.3 ms [2022-02-05 13:03:12 main:574] : INFO : Epoch 1844 | loss: 0.031136 | val_loss: 0.031154 | Time: 5456.39 ms [2022-02-05 13:03:17 main:574] : INFO : Epoch 1845 | loss: 0.0311342 | val_loss: 0.0311586 | Time: 5701.33 ms [2022-02-05 13:03:23 main:574] : INFO : Epoch 1846 | loss: 0.0311365 | val_loss: 0.0311575 | Time: 5649.72 ms [2022-02-05 13:03:29 main:574] : INFO : Epoch 1847 | loss: 0.031135 | val_loss: 0.031159 | Time: 5387.67 ms [2022-02-05 13:03:34 main:574] : INFO : Epoch 1848 | loss: 0.0311356 | val_loss: 0.0311586 | Time: 5509.82 ms [2022-02-05 13:03:40 main:574] : INFO : Epoch 1849 | loss: 0.0311348 | val_loss: 0.0311598 | Time: 5596.76 ms [2022-02-05 13:03:46 main:574] : INFO : Epoch 1850 | loss: 0.0311347 | val_loss: 0.0311551 | Time: 5447.99 ms [2022-02-05 13:03:51 main:574] : INFO : Epoch 1851 | loss: 0.0311331 | val_loss: 0.0311574 | Time: 5443.72 ms [2022-02-05 13:03:57 main:574] : INFO : Epoch 1852 | loss: 0.0311334 | val_loss: 0.0311575 | Time: 5652.57 ms [2022-02-05 13:04:02 main:574] : INFO : Epoch 1853 | loss: 0.0311369 | val_loss: 0.0311621 | Time: 5412.54 ms [2022-02-05 13:04:08 main:574] : INFO : Epoch 1854 | loss: 0.031136 | val_loss: 0.0311561 | Time: 5563.73 ms [2022-02-05 13:04:13 main:574] : INFO : Epoch 1855 | loss: 0.0311366 | val_loss: 0.0311562 | Time: 5412.54 ms [2022-02-05 13:04:19 main:574] : INFO : Epoch 1856 | loss: 0.0311349 | val_loss: 0.0311594 | Time: 5746.32 ms [2022-02-05 13:04:25 main:574] : INFO : Epoch 1857 | loss: 0.0311353 | val_loss: 0.0311569 | Time: 5493.46 ms [2022-02-05 13:04:30 main:574] : INFO : Epoch 1858 | loss: 0.0311349 | val_loss: 0.0311562 | Time: 5486.38 ms [2022-02-05 13:04:36 main:574] : INFO : Epoch 1859 | loss: 0.0311361 | val_loss: 0.0311558 | Time: 5377.6 ms [2022-02-05 13:04:42 main:574] : INFO : Epoch 1860 | loss: 0.0311362 | val_loss: 0.0311599 | Time: 5656.73 ms [2022-02-05 13:04:47 main:574] : INFO : Epoch 1861 | loss: 0.031141 | val_loss: 0.031161 | Time: 5480.62 ms [2022-02-05 13:04:53 main:574] : INFO : Epoch 1862 | loss: 0.0311398 | val_loss: 0.0311567 | Time: 5513.87 ms [2022-02-05 13:04:59 main:574] : INFO : Epoch 1863 | loss: 0.0311361 | val_loss: 0.0311567 | Time: 5699 ms [2022-02-05 13:05:04 main:574] : INFO : Epoch 1864 | loss: 0.0311364 | val_loss: 0.0311576 | Time: 5432.43 ms [2022-02-05 13:05:10 main:574] : INFO : Epoch 1865 | loss: 0.0311346 | val_loss: 0.0311562 | Time: 5504.8 ms [2022-02-05 13:05:15 main:574] : INFO : Epoch 1866 | loss: 0.0311341 | val_loss: 0.0311604 | Time: 5695.47 ms [2022-02-05 13:05:21 main:574] : INFO : Epoch 1867 | loss: 0.0311356 | val_loss: 0.0311578 | Time: 5391.52 ms [2022-02-05 13:05:26 main:574] : INFO : Epoch 1868 | loss: 0.0311368 | val_loss: 0.031161 | Time: 5343.22 ms [2022-02-05 13:05:32 main:574] : INFO : Epoch 1869 | loss: 0.0311359 | val_loss: 0.0311588 | Time: 5351.68 ms [2022-02-05 13:05:38 main:574] : INFO : Epoch 1870 | loss: 0.0311354 | val_loss: 0.0311575 | Time: 5620.7 ms [2022-02-05 13:05:43 main:574] : INFO : Epoch 1871 | loss: 0.0311351 | val_loss: 0.0311565 | Time: 5567.51 ms [2022-02-05 13:05:49 main:574] : INFO : Epoch 1872 | loss: 0.0311357 | val_loss: 0.0311572 | Time: 5397.61 ms [2022-02-05 13:05:54 main:574] : INFO : Epoch 1873 | loss: 0.0311333 | val_loss: 0.0311578 | Time: 5705.67 ms [2022-02-05 13:06:00 main:574] : INFO : Epoch 1874 | loss: 0.0311333 | val_loss: 0.0311614 | Time: 5504.73 ms [2022-02-05 13:06:06 main:574] : INFO : Epoch 1875 | loss: 0.031135 | val_loss: 0.0311617 | Time: 5489.41 ms [2022-02-05 13:06:11 main:574] : INFO : Epoch 1876 | loss: 0.0311332 | val_loss: 0.0311656 | Time: 5529.55 ms [2022-02-05 13:06:17 main:574] : INFO : Epoch 1877 | loss: 0.0311335 | val_loss: 0.0311588 | Time: 5320.54 ms [2022-02-05 13:06:22 main:574] : INFO : Epoch 1878 | loss: 0.0311395 | val_loss: 0.0311599 | Time: 5409.88 ms [2022-02-05 13:06:28 main:574] : INFO : Epoch 1879 | loss: 0.0311384 | val_loss: 0.0311567 | Time: 5667.84 ms [2022-02-05 13:06:33 main:574] : INFO : Epoch 1880 | loss: 0.0311354 | val_loss: 0.0311579 | Time: 5409.77 ms [2022-02-05 13:06:39 main:574] : INFO : Epoch 1881 | loss: 0.0311344 | val_loss: 0.0311575 | Time: 5358.11 ms [2022-02-05 13:06:44 main:574] : INFO : Epoch 1882 | loss: 0.0311337 | val_loss: 0.0311565 | Time: 5443.22 ms [2022-02-05 13:06:50 main:574] : INFO : Epoch 1883 | loss: 0.0311338 | val_loss: 0.0311627 | Time: 5554.87 ms [2022-02-05 13:06:55 main:574] : INFO : Epoch 1884 | loss: 0.0311333 | val_loss: 0.0311611 | Time: 5423.67 ms [2022-02-05 13:07:01 main:574] : INFO : Epoch 1885 | loss: 0.0311365 | val_loss: 0.0311545 | Time: 5474.83 ms [2022-02-05 13:07:07 main:574] : INFO : Epoch 1886 | loss: 0.0311349 | val_loss: 0.0311554 | Time: 5563.37 ms [2022-02-05 13:07:12 main:574] : INFO : Epoch 1887 | loss: 0.0311348 | val_loss: 0.0311617 | Time: 5542.78 ms [2022-02-05 13:07:18 main:574] : INFO : Epoch 1888 | loss: 0.031136 | val_loss: 0.0311632 | Time: 5371.17 ms [2022-02-05 13:07:23 main:574] : INFO : Epoch 1889 | loss: 0.0311373 | val_loss: 0.0311583 | Time: 5517.16 ms [2022-02-05 13:07:29 main:574] : INFO : Epoch 1890 | loss: 0.0311385 | val_loss: 0.0311621 | Time: 5760.53 ms [2022-02-05 13:07:35 main:574] : INFO : Epoch 1891 | loss: 0.0311377 | val_loss: 0.031156 | Time: 5497.67 ms [2022-02-05 13:07:40 main:574] : INFO : Epoch 1892 | loss: 0.0311362 | val_loss: 0.0311604 | Time: 5424.06 ms [2022-02-05 13:07:46 main:574] : INFO : Epoch 1893 | loss: 0.0311484 | val_loss: 0.0311619 | Time: 5355.39 ms [2022-02-05 13:07:51 main:574] : INFO : Epoch 1894 | loss: 0.0311552 | val_loss: 0.0311664 | Time: 5464.46 ms [2022-02-05 13:07:57 main:574] : INFO : Epoch 1895 | loss: 0.0311534 | val_loss: 0.0311665 | Time: 5379.6 ms [2022-02-05 13:08:02 main:574] : INFO : Epoch 1896 | loss: 0.03115 | val_loss: 0.0311596 | Time: 5605.92 ms [2022-02-05 13:08:08 main:574] : INFO : Epoch 1897 | loss: 0.0311486 | val_loss: 0.0311612 | Time: 5361.98 ms [2022-02-05 13:08:13 main:574] : INFO : Epoch 1898 | loss: 0.0311498 | val_loss: 0.0311568 | Time: 5471.34 ms [2022-02-05 13:08:19 main:574] : INFO : Epoch 1899 | loss: 0.0311472 | val_loss: 0.0311597 | Time: 5495.18 ms [2022-02-05 13:08:25 main:574] : INFO : Epoch 1900 | loss: 0.0311475 | val_loss: 0.0311585 | Time: 5769.06 ms [2022-02-05 13:08:30 main:574] : INFO : Epoch 1901 | loss: 0.0311484 | val_loss: 0.0311579 | Time: 5373.51 ms [2022-02-05 13:08:36 main:574] : INFO : Epoch 1902 | loss: 0.0311511 | val_loss: 0.0311584 | Time: 5376.03 ms [2022-02-05 13:08:42 main:574] : INFO : Epoch 1903 | loss: 0.0311493 | val_loss: 0.031156 | Time: 5842.28 ms [2022-02-05 13:08:47 main:574] : INFO : Epoch 1904 | loss: 0.03115 | val_loss: 0.0311599 | Time: 5567.54 ms [2022-02-05 13:08:53 main:574] : INFO : Epoch 1905 | loss: 0.0311468 | val_loss: 0.0311607 | Time: 5336.76 ms [2022-02-05 13:08:58 main:574] : INFO : Epoch 1906 | loss: 0.0311482 | val_loss: 0.0311574 | Time: 5517.83 ms [2022-02-05 13:09:04 main:574] : INFO : Epoch 1907 | loss: 0.0311465 | val_loss: 0.031158 | Time: 5474.62 ms [2022-02-05 13:09:09 main:574] : INFO : Epoch 1908 | loss: 0.0311454 | val_loss: 0.0311595 | Time: 5396.17 ms [2022-02-05 13:09:15 main:574] : INFO : Epoch 1909 | loss: 0.0311469 | val_loss: 0.0311578 | Time: 5355.97 ms [2022-02-05 13:09:20 main:574] : INFO : Epoch 1910 | loss: 0.0311454 | val_loss: 0.0311576 | Time: 5362.55 ms [2022-02-05 13:09:26 main:574] : INFO : Epoch 1911 | loss: 0.0311475 | val_loss: 0.0311646 | Time: 5438.41 ms [2022-02-05 13:09:31 main:574] : INFO : Epoch 1912 | loss: 0.0311485 | val_loss: 0.0311599 | Time: 5275.1 ms [2022-02-05 13:09:36 main:574] : INFO : Epoch 1913 | loss: 0.0311475 | val_loss: 0.0311685 | Time: 5283.45 ms [2022-02-05 13:09:42 main:574] : INFO : Epoch 1914 | loss: 0.0311523 | val_loss: 0.0311651 | Time: 5504.44 ms [2022-02-05 13:09:47 main:574] : INFO : Epoch 1915 | loss: 0.0311569 | val_loss: 0.0311626 | Time: 5337.21 ms [2022-02-05 13:09:53 main:574] : INFO : Epoch 1916 | loss: 0.0311594 | val_loss: 0.031164 | Time: 5516.35 ms [2022-02-05 13:09:59 main:574] : INFO : Epoch 1917 | loss: 0.0311569 | val_loss: 0.031162 | Time: 5527.99 ms [2022-02-05 13:10:04 main:574] : INFO : Epoch 1918 | loss: 0.0311528 | val_loss: 0.0311619 | Time: 5558.96 ms [2022-02-05 13:10:10 main:574] : INFO : Epoch 1919 | loss: 0.0311516 | val_loss: 0.03116 | Time: 5534.44 ms [2022-02-05 13:10:16 main:574] : INFO : Epoch 1920 | loss: 0.031153 | val_loss: 0.0311598 | Time: 5528.53 ms [2022-02-05 13:10:21 main:574] : INFO : Epoch 1921 | loss: 0.0311517 | val_loss: 0.0311645 | Time: 5520.53 ms [2022-02-05 13:10:27 main:574] : INFO : Epoch 1922 | loss: 0.0311543 | val_loss: 0.0311598 | Time: 5696.99 ms [2022-02-05 13:10:32 main:574] : INFO : Epoch 1923 | loss: 0.0311525 | val_loss: 0.0311607 | Time: 5356.93 ms [2022-02-05 13:10:38 main:574] : INFO : Epoch 1924 | loss: 0.0311507 | val_loss: 0.0311603 | Time: 5402.05 ms [2022-02-05 13:10:43 main:574] : INFO : Epoch 1925 | loss: 0.0311498 | val_loss: 0.0311593 | Time: 5473.69 ms [2022-02-05 13:10:49 main:574] : INFO : Epoch 1926 | loss: 0.031149 | val_loss: 0.0311606 | Time: 5497.75 ms [2022-02-05 13:10:54 main:574] : INFO : Epoch 1927 | loss: 0.0311489 | val_loss: 0.031161 | Time: 5205.24 ms [2022-02-05 13:11:00 main:574] : INFO : Epoch 1928 | loss: 0.0311495 | val_loss: 0.0311607 | Time: 5446.29 ms [2022-02-05 13:11:05 main:574] : INFO : Epoch 1929 | loss: 0.0311482 | val_loss: 0.0311625 | Time: 5381.34 ms [2022-02-05 13:11:11 main:574] : INFO : Epoch 1930 | loss: 0.0311464 | val_loss: 0.0311608 | Time: 5601.46 ms [2022-02-05 13:11:17 main:574] : INFO : Epoch 1931 | loss: 0.0311472 | val_loss: 0.0311605 | Time: 5576.86 ms [2022-02-05 13:11:22 main:574] : INFO : Epoch 1932 | loss: 0.0311474 | val_loss: 0.0311595 | Time: 5554.52 ms [2022-02-05 13:11:28 main:574] : INFO : Epoch 1933 | loss: 0.0311476 | val_loss: 0.031165 | Time: 5436.35 ms [2022-02-05 13:11:33 main:574] : INFO : Epoch 1934 | loss: 0.0311469 | val_loss: 0.0311621 | Time: 5460.42 ms [2022-02-05 13:11:39 main:574] : INFO : Epoch 1935 | loss: 0.0311486 | val_loss: 0.0311608 | Time: 5433.69 ms [2022-02-05 13:11:44 main:574] : INFO : Epoch 1936 | loss: 0.0311467 | val_loss: 0.0311641 | Time: 5553.48 ms [2022-02-05 13:11:50 main:574] : INFO : Epoch 1937 | loss: 0.0311464 | val_loss: 0.0311609 | Time: 5417.08 ms [2022-02-05 13:11:56 main:574] : INFO : Epoch 1938 | loss: 0.0311464 | val_loss: 0.0311617 | Time: 5533.68 ms [2022-02-05 13:12:01 main:574] : INFO : Epoch 1939 | loss: 0.0311484 | val_loss: 0.0311628 | Time: 5722.07 ms [2022-02-05 13:12:07 main:574] : INFO : Epoch 1940 | loss: 0.0311554 | val_loss: 0.0311719 | Time: 5488.12 ms [2022-02-05 13:12:13 main:574] : INFO : Epoch 1941 | loss: 0.0311592 | val_loss: 0.031161 | Time: 5521.12 ms [2022-02-05 13:12:18 main:574] : INFO : Epoch 1942 | loss: 0.031155 | val_loss: 0.0311594 | Time: 5755.67 ms [2022-02-05 13:12:24 main:574] : INFO : Epoch 1943 | loss: 0.0311538 | val_loss: 0.03116 | Time: 5505.07 ms [2022-02-05 13:12:30 main:574] : INFO : Epoch 1944 | loss: 0.0311535 | val_loss: 0.0311617 | Time: 5582.76 ms [2022-02-05 13:12:35 main:574] : INFO : Epoch 1945 | loss: 0.0311524 | val_loss: 0.0311604 | Time: 5500.97 ms [2022-02-05 13:12:41 main:574] : INFO : Epoch 1946 | loss: 0.0311549 | val_loss: 0.0311627 | Time: 5636.07 ms [2022-02-05 13:12:47 main:574] : INFO : Epoch 1947 | loss: 0.0311528 | val_loss: 0.0311613 | Time: 5643.83 ms [2022-02-05 13:12:52 main:574] : INFO : Epoch 1948 | loss: 0.0311501 | val_loss: 0.0311599 | Time: 5672.19 ms [2022-02-05 13:12:58 main:574] : INFO : Epoch 1949 | loss: 0.0311503 | val_loss: 0.0311587 | Time: 5595.9 ms [2022-02-05 13:13:04 main:574] : INFO : Epoch 1950 | loss: 0.0311499 | val_loss: 0.0311652 | Time: 5662.55 ms [2022-02-05 13:13:09 main:574] : INFO : Epoch 1951 | loss: 0.0311494 | val_loss: 0.0311589 | Time: 5542.59 ms [2022-02-05 13:13:15 main:574] : INFO : Epoch 1952 | loss: 0.031148 | val_loss: 0.0311596 | Time: 5387.01 ms [2022-02-05 13:13:20 main:574] : INFO : Epoch 1953 | loss: 0.0311496 | val_loss: 0.0311626 | Time: 5377.39 ms [2022-02-05 13:13:26 main:574] : INFO : Epoch 1954 | loss: 0.0311518 | val_loss: 0.0311603 | Time: 5621.84 ms [2022-02-05 13:13:32 main:574] : INFO : Epoch 1955 | loss: 0.0311505 | val_loss: 0.0311628 | Time: 5443.36 ms [2022-02-05 13:13:37 main:574] : INFO : Epoch 1956 | loss: 0.0311524 | val_loss: 0.031169 | Time: 5564.06 ms [2022-02-05 13:13:43 main:574] : INFO : Epoch 1957 | loss: 0.031153 | val_loss: 0.0311643 | Time: 5736.85 ms [2022-02-05 13:13:49 main:574] : INFO : Epoch 1958 | loss: 0.0311515 | val_loss: 0.0311617 | Time: 5531.15 ms [2022-02-05 13:13:54 main:574] : INFO : Epoch 1959 | loss: 0.031155 | val_loss: 0.0311637 | Time: 5500.07 ms [2022-02-05 13:14:00 main:574] : INFO : Epoch 1960 | loss: 0.0311543 | val_loss: 0.0311686 | Time: 5535.04 ms [2022-02-05 13:14:05 main:574] : INFO : Epoch 1961 | loss: 0.0311619 | val_loss: 0.0311675 | Time: 5496.34 ms [2022-02-05 13:14:11 main:574] : INFO : Epoch 1962 | loss: 0.0311556 | val_loss: 0.0311624 | Time: 5364.66 ms [2022-02-05 13:14:17 main:574] : INFO : Epoch 1963 | loss: 0.031153 | val_loss: 0.0311678 | Time: 5561.74 ms [2022-02-05 13:14:22 main:574] : INFO : Epoch 1964 | loss: 0.0311516 | val_loss: 0.0311605 | Time: 5362 ms [2022-02-05 13:14:28 main:574] : INFO : Epoch 1965 | loss: 0.0311492 | val_loss: 0.0311586 | Time: 5567.95 ms [2022-02-05 13:14:33 main:574] : INFO : Epoch 1966 | loss: 0.0311511 | val_loss: 0.0311608 | Time: 5428.36 ms [2022-02-05 13:14:39 main:574] : INFO : Epoch 1967 | loss: 0.0311512 | val_loss: 0.0311585 | Time: 5547.08 ms [2022-02-05 13:14:44 main:574] : INFO : Epoch 1968 | loss: 0.0311498 | val_loss: 0.0311593 | Time: 5431.46 ms [2022-02-05 13:14:50 main:574] : INFO : Epoch 1969 | loss: 0.0311537 | val_loss: 0.0311626 | Time: 5537.84 ms [2022-02-05 13:14:55 main:574] : INFO : Epoch 1970 | loss: 0.0311543 | val_loss: 0.0311612 | Time: 5481.42 ms [2022-02-05 13:15:01 main:574] : INFO : Epoch 1971 | loss: 0.0311509 | val_loss: 0.0311621 | Time: 5624.52 ms [2022-02-05 13:15:07 main:574] : INFO : Epoch 1972 | loss: 0.031153 | val_loss: 0.0311594 | Time: 5327.97 ms [2022-02-05 13:15:12 main:574] : INFO : Epoch 1973 | loss: 0.0311484 | val_loss: 0.0311579 | Time: 5543.5 ms [2022-02-05 13:15:18 main:574] : INFO : Epoch 1974 | loss: 0.0311485 | val_loss: 0.0311608 | Time: 5660.46 ms [2022-02-05 13:15:24 main:574] : INFO : Epoch 1975 | loss: 0.031147 | val_loss: 0.0311591 | Time: 5394.48 ms [2022-02-05 13:15:29 main:574] : INFO : Epoch 1976 | loss: 0.0311475 | val_loss: 0.0311576 | Time: 5549.77 ms [2022-02-05 13:15:35 main:574] : INFO : Epoch 1977 | loss: 0.0311478 | val_loss: 0.0311576 | Time: 5425.95 ms [2022-02-05 13:15:40 main:574] : INFO : Epoch 1978 | loss: 0.031147 | val_loss: 0.0311582 | Time: 5666.69 ms [2022-02-05 13:15:46 main:574] : INFO : Epoch 1979 | loss: 0.0311478 | val_loss: 0.0311603 | Time: 5247.65 ms [2022-02-05 13:15:51 main:574] : INFO : Epoch 1980 | loss: 0.0311465 | val_loss: 0.0311602 | Time: 5435.02 ms [2022-02-05 13:15:57 main:574] : INFO : Epoch 1981 | loss: 0.0311469 | val_loss: 0.0311581 | Time: 5749.42 ms [2022-02-05 13:16:03 main:574] : INFO : Epoch 1982 | loss: 0.0311481 | val_loss: 0.0311628 | Time: 5393.99 ms [2022-02-05 13:16:08 main:574] : INFO : Epoch 1983 | loss: 0.031148 | val_loss: 0.0311584 | Time: 5602.69 ms [2022-02-05 13:16:14 main:574] : INFO : Epoch 1984 | loss: 0.031149 | val_loss: 0.0311575 | Time: 5677.57 ms [2022-02-05 13:16:20 main:574] : INFO : Epoch 1985 | loss: 0.0311462 | val_loss: 0.0311579 | Time: 5559.99 ms [2022-02-05 13:16:25 main:574] : INFO : Epoch 1986 | loss: 0.0311456 | val_loss: 0.0311586 | Time: 5439.65 ms [2022-02-05 13:16:31 main:574] : INFO : Epoch 1987 | loss: 0.0311449 | val_loss: 0.0311622 | Time: 5571.3 ms [2022-02-05 13:16:36 main:574] : INFO : Epoch 1988 | loss: 0.0311456 | val_loss: 0.0311628 | Time: 5326.98 ms [2022-02-05 13:16:42 main:574] : INFO : Epoch 1989 | loss: 0.0311459 | val_loss: 0.0311609 | Time: 5383.86 ms [2022-02-05 13:16:47 main:574] : INFO : Epoch 1990 | loss: 0.0311451 | val_loss: 0.0311624 | Time: 5582.91 ms [2022-02-05 13:16:53 main:574] : INFO : Epoch 1991 | loss: 0.0311451 | val_loss: 0.031164 | Time: 5643.93 ms [2022-02-05 13:16:59 main:574] : INFO : Epoch 1992 | loss: 0.0311475 | val_loss: 0.0311627 | Time: 5599.1 ms [2022-02-05 13:17:04 main:574] : INFO : Epoch 1993 | loss: 0.0311463 | val_loss: 0.0311664 | Time: 5492.44 ms [2022-02-05 13:17:10 main:574] : INFO : Epoch 1994 | loss: 0.0311461 | val_loss: 0.0311631 | Time: 5673.79 ms [2022-02-05 13:17:16 main:574] : INFO : Epoch 1995 | loss: 0.0311457 | val_loss: 0.0311627 | Time: 5533.72 ms [2022-02-05 13:17:21 main:574] : INFO : Epoch 1996 | loss: 0.0311443 | val_loss: 0.0311618 | Time: 5445.06 ms [2022-02-05 13:17:27 main:574] : INFO : Epoch 1997 | loss: 0.0311442 | val_loss: 0.0311585 | Time: 5558.1 ms [2022-02-05 13:17:32 main:574] : INFO : Epoch 1998 | loss: 0.0311456 | val_loss: 0.0311613 | Time: 5491.85 ms [2022-02-05 13:17:38 main:574] : INFO : Epoch 1999 | loss: 0.0311455 | val_loss: 0.0311593 | Time: 5586.47 ms [2022-02-05 13:17:44 main:574] : INFO : Epoch 2000 | loss: 0.0311444 | val_loss: 0.031161 | Time: 5403.69 ms [2022-02-05 13:17:49 main:574] : INFO : Epoch 2001 | loss: 0.0311441 | val_loss: 0.0311589 | Time: 5531.84 ms [2022-02-05 13:17:55 main:574] : INFO : Epoch 2002 | loss: 0.0311452 | val_loss: 0.0311594 | Time: 5435.94 ms [2022-02-05 13:18:00 main:574] : INFO : Epoch 2003 | loss: 0.0311458 | val_loss: 0.0311593 | Time: 5674.65 ms [2022-02-05 13:18:06 main:574] : INFO : Epoch 2004 | loss: 0.0311441 | val_loss: 0.0311582 | Time: 5571.43 ms [2022-02-05 13:18:12 main:574] : INFO : Epoch 2005 | loss: 0.0311443 | val_loss: 0.0311592 | Time: 5442.43 ms [2022-02-05 13:18:17 main:574] : INFO : Epoch 2006 | loss: 0.0311518 | val_loss: 0.0311801 | Time: 5733.08 ms [2022-02-05 13:18:23 main:574] : INFO : Epoch 2007 | loss: 0.0331191 | val_loss: 0.0340524 | Time: 5502.29 ms [2022-02-05 13:18:29 main:574] : INFO : Epoch 2008 | loss: 0.0325176 | val_loss: 0.0316483 | Time: 5559.19 ms [2022-02-05 13:18:34 main:574] : INFO : Epoch 2009 | loss: 0.0314249 | val_loss: 0.0313222 | Time: 5610.35 ms [2022-02-05 13:18:40 main:574] : INFO : Epoch 2010 | loss: 0.0312729 | val_loss: 0.0312477 | Time: 5507.38 ms [2022-02-05 13:18:46 main:574] : INFO : Epoch 2011 | loss: 0.0312378 | val_loss: 0.0312264 | Time: 5560.78 ms [2022-02-05 13:18:51 main:574] : INFO : Epoch 2012 | loss: 0.0312211 | val_loss: 0.0312113 | Time: 5652.38 ms [2022-02-05 13:18:57 main:574] : INFO : Epoch 2013 | loss: 0.0312058 | val_loss: 0.0311951 | Time: 5489.9 ms [2022-02-05 13:19:03 main:574] : INFO : Epoch 2014 | loss: 0.0311953 | val_loss: 0.031189 | Time: 5520.04 ms [2022-02-05 13:19:08 main:574] : INFO : Epoch 2015 | loss: 0.0311907 | val_loss: 0.0311849 | Time: 5639.29 ms [2022-02-05 13:19:14 main:574] : INFO : Epoch 2016 | loss: 0.0311879 | val_loss: 0.0311843 | Time: 5531.2 ms [2022-02-05 13:19:19 main:574] : INFO : Epoch 2017 | loss: 0.0311875 | val_loss: 0.0311827 | Time: 5395.93 ms [2022-02-05 13:19:25 main:574] : INFO : Epoch 2018 | loss: 0.0311856 | val_loss: 0.0311821 | Time: 5546.27 ms [2022-02-05 13:19:30 main:574] : INFO : Epoch 2019 | loss: 0.0311848 | val_loss: 0.0311811 | Time: 5390.54 ms [2022-02-05 13:19:36 main:574] : INFO : Epoch 2020 | loss: 0.031183 | val_loss: 0.0311786 | Time: 5370.85 ms [2022-02-05 13:19:42 main:574] : INFO : Epoch 2021 | loss: 0.0311811 | val_loss: 0.0311776 | Time: 5511.5 ms [2022-02-05 13:19:47 main:574] : INFO : Epoch 2022 | loss: 0.0311756 | val_loss: 0.0311725 | Time: 5579.57 ms [2022-02-05 13:19:53 main:574] : INFO : Epoch 2023 | loss: 0.0311718 | val_loss: 0.0311747 | Time: 5518.79 ms [2022-02-05 13:19:58 main:574] : INFO : Epoch 2024 | loss: 0.0311714 | val_loss: 0.03117 | Time: 5325.02 ms [2022-02-05 13:20:04 main:574] : INFO : Epoch 2025 | loss: 0.0311694 | val_loss: 0.0311674 | Time: 5429.8 ms [2022-02-05 13:20:09 main:574] : INFO : Epoch 2026 | loss: 0.031168 | val_loss: 0.0311673 | Time: 5490.13 ms [2022-02-05 13:20:15 main:574] : INFO : Epoch 2027 | loss: 0.0311667 | val_loss: 0.031166 | Time: 5545.4 ms [2022-02-05 13:20:20 main:574] : INFO : Epoch 2028 | loss: 0.0311661 | val_loss: 0.0311682 | Time: 5515.48 ms [2022-02-05 13:20:26 main:574] : INFO : Epoch 2029 | loss: 0.0311672 | val_loss: 0.03117 | Time: 5418.52 ms [2022-02-05 13:20:31 main:574] : INFO : Epoch 2030 | loss: 0.0311674 | val_loss: 0.0311653 | Time: 5360.43 ms [2022-02-05 13:20:37 main:574] : INFO : Epoch 2031 | loss: 0.0311641 | val_loss: 0.0311642 | Time: 5621.9 ms [2022-02-05 13:20:43 main:574] : INFO : Epoch 2032 | loss: 0.0311628 | val_loss: 0.0311636 | Time: 5692.14 ms [2022-02-05 13:20:48 main:574] : INFO : Epoch 2033 | loss: 0.0311642 | val_loss: 0.0311689 | Time: 5423.43 ms [2022-02-05 13:20:54 main:574] : INFO : Epoch 2034 | loss: 0.0311625 | val_loss: 0.0311633 | Time: 5707.99 ms [2022-02-05 13:21:00 main:574] : INFO : Epoch 2035 | loss: 0.0311614 | val_loss: 0.0311646 | Time: 5639.48 ms [2022-02-05 13:21:06 main:574] : INFO : Epoch 2036 | loss: 0.0311603 | val_loss: 0.0311639 | Time: 5639.03 ms [2022-02-05 13:21:11 main:574] : INFO : Epoch 2037 | loss: 0.03116 | val_loss: 0.0311624 | Time: 5699.27 ms [2022-02-05 13:21:17 main:574] : INFO : Epoch 2038 | loss: 0.0311591 | val_loss: 0.031162 | Time: 5557.65 ms [2022-02-05 13:21:23 main:574] : INFO : Epoch 2039 | loss: 0.0311583 | val_loss: 0.031162 | Time: 5472.7 ms [2022-02-05 13:21:29 main:574] : INFO : Epoch 2040 | loss: 0.0311585 | val_loss: 0.0311627 | Time: 5879.22 ms [2022-02-05 13:21:34 main:574] : INFO : Epoch 2041 | loss: 0.031158 | val_loss: 0.0311622 | Time: 5648.04 ms [2022-02-05 13:21:40 main:574] : INFO : Epoch 2042 | loss: 0.0311579 | val_loss: 0.0311622 | Time: 5686.25 ms [2022-02-05 13:21:46 main:574] : INFO : Epoch 2043 | loss: 0.0311575 | val_loss: 0.0311622 | Time: 5357.67 ms [2022-02-05 13:21:51 main:574] : INFO : Epoch 2044 | loss: 0.0311571 | val_loss: 0.0311608 | Time: 5512.75 ms [2022-02-05 13:21:57 main:574] : INFO : Epoch 2045 | loss: 0.0311568 | val_loss: 0.0311623 | Time: 5528.32 ms [2022-02-05 13:22:02 main:574] : INFO : Epoch 2046 | loss: 0.0311566 | val_loss: 0.0311609 | Time: 5665.97 ms [2022-02-05 13:22:08 main:574] : INFO : Epoch 2047 | loss: 0.0311577 | val_loss: 0.0311602 | Time: 5676.32 ms [2022-02-05 13:22:14 main:574] : INFO : Epoch 2048 | loss: 0.0311574 | val_loss: 0.0311616 | Time: 5491.51 ms [2022-02-05 13:22:14 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311616 [2022-02-05 13:22:14 main:603] : INFO : Saving end state to config to file [2022-02-05 13:22:14 main:608] : INFO : Success, exiting.. 13:22:14 (5368): 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)