Task 11602538
| Name | ParityModified-1639958789-1761-3-0_0 |
| Workunit | 8820872 |
| Created | 16 Feb 2022, 9:18:05 UTC |
| Sent | 27 Feb 2022, 2:07:52 UTC |
| Report deadline | 7 Mar 2022, 2:07:52 UTC |
| Received | 1 Mar 2022, 13:30:13 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6020 |
| Run time | 4 hours 11 min 10 sec |
| CPU time | 3 hours 55 min 11 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,880.96 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 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> 0311676 | Time: 6986.48 ms [2022-02-28 20:37:45 main:574] : INFO : Epoch 1608 | loss: 0.0311458 | val_loss: 0.0311699 | Time: 6981.56 ms [2022-02-28 20:37:53 main:574] : INFO : Epoch 1609 | loss: 0.0311467 | val_loss: 0.0311688 | Time: 7602.79 ms [2022-02-28 20:38:00 main:574] : INFO : Epoch 1610 | loss: 0.0311466 | val_loss: 0.031168 | Time: 7092.8 ms [2022-02-28 20:38:07 main:574] : INFO : Epoch 1611 | loss: 0.031145 | val_loss: 0.0311647 | Time: 7500.93 ms [2022-02-28 20:38:15 main:574] : INFO : Epoch 1612 | loss: 0.0311463 | val_loss: 0.0311629 | Time: 7390.22 ms [2022-02-28 20:38:22 main:574] : INFO : Epoch 1613 | loss: 0.0311468 | val_loss: 0.0311758 | Time: 7598.71 ms [2022-02-28 20:38:29 main:574] : INFO : Epoch 1614 | loss: 0.0311498 | val_loss: 0.0311634 | Time: 7016.18 ms [2022-02-28 20:38:37 main:574] : INFO : Epoch 1615 | loss: 0.0311508 | val_loss: 0.0311671 | Time: 7235.72 ms [2022-02-28 20:38:44 main:574] : INFO : Epoch 1616 | loss: 0.031151 | val_loss: 0.0311661 | Time: 7190.36 ms [2022-02-28 20:38:52 main:574] : INFO : Epoch 1617 | loss: 0.031151 | val_loss: 0.0311669 | Time: 7675.99 ms [2022-02-28 20:38:59 main:574] : INFO : Epoch 1618 | loss: 0.0311536 | val_loss: 0.0311627 | Time: 7327.43 ms [2022-02-28 20:39:06 main:574] : INFO : Epoch 1619 | loss: 0.031149 | val_loss: 0.0311644 | Time: 6959.88 ms [2022-02-28 20:39:14 main:574] : INFO : Epoch 1620 | loss: 0.0311478 | val_loss: 0.0311612 | Time: 7777.06 ms [2022-02-28 20:39:21 main:574] : INFO : Epoch 1621 | loss: 0.0311519 | val_loss: 0.031165 | Time: 7504.53 ms [2022-02-28 20:39:28 main:574] : INFO : Epoch 1622 | loss: 0.0311497 | val_loss: 0.0311617 | Time: 6928.72 ms [2022-02-28 20:39:35 main:574] : INFO : Epoch 1623 | loss: 0.0311495 | val_loss: 0.0311639 | Time: 7301.31 ms [2022-02-28 20:39:43 main:574] : INFO : Epoch 1624 | loss: 0.0311508 | val_loss: 0.0311663 | Time: 7697.31 ms [2022-02-28 20:39:51 main:574] : INFO : Epoch 1625 | loss: 0.0311508 | val_loss: 0.031172 | Time: 7451.06 ms [2022-02-28 20:39:58 main:574] : INFO : Epoch 1626 | loss: 0.0311505 | val_loss: 0.031162 | Time: 7221.03 ms [2022-02-28 20:40:06 main:574] : INFO : Epoch 1627 | loss: 0.0311461 | val_loss: 0.0311628 | Time: 7718.11 ms [2022-02-28 20:40:13 main:574] : INFO : Epoch 1628 | loss: 0.0311459 | val_loss: 0.0311618 | Time: 7638.57 ms [2022-02-28 20:40:21 main:574] : INFO : Epoch 1629 | loss: 0.0311484 | val_loss: 0.0311682 | Time: 7444.55 ms [2022-02-28 20:40:28 main:574] : INFO : Epoch 1630 | loss: 0.031147 | val_loss: 0.0311602 | Time: 7226.96 ms [2022-02-28 20:40:35 main:574] : INFO : Epoch 1631 | loss: 0.0311457 | val_loss: 0.0311596 | Time: 7501.14 ms [2022-02-28 20:40:43 main:574] : INFO : Epoch 1632 | loss: 0.031148 | val_loss: 0.0311655 | Time: 7032.99 ms [2022-02-28 20:40:50 main:574] : INFO : Epoch 1633 | loss: 0.0311486 | val_loss: 0.0311577 | Time: 7339.56 ms [2022-02-28 20:40:57 main:574] : INFO : Epoch 1634 | loss: 0.0311505 | val_loss: 0.0311614 | Time: 7145.29 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce MX350) [2022-02-28 21:24:20 main:435] : INFO : Set logging level to 1 [2022-02-28 21:24:20 main:441] : INFO : Running in BOINC Client mode [2022-02-28 21:24:20 main:444] : INFO : Resolving all filenames [2022-02-28 21:24:20 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-28 21:24:20 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-28 21:24:20 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-28 21:24:20 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-28 21:24:20 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-28 21:24:20 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-28 21:24:20 main:474] : INFO : Configuration: [2022-02-28 21:24:20 main:475] : INFO : Model type: GRU [2022-02-28 21:24:20 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-28 21:24:20 main:477] : INFO : Max Epochs: 2048 [2022-02-28 21:24:20 main:478] : INFO : Batch Size: 128 [2022-02-28 21:24:20 main:479] : INFO : Learning Rate: 0.01 [2022-02-28 21:24:20 main:480] : INFO : Patience: 10 [2022-02-28 21:24:20 main:481] : INFO : Hidden Width: 12 [2022-02-28 21:24:20 main:482] : INFO : # Recurrent Layers: 4 [2022-02-28 21:24:20 main:483] : INFO : # Backend Layers: 4 [2022-02-28 21:24:20 main:484] : INFO : # Threads: 1 [2022-02-28 21:24:20 main:486] : INFO : Preparing Dataset [2022-02-28 21:24:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-28 21:24:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-28 21:24:23 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-28 21:24:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-28 21:24:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-28 21:24:24 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-28 21:24:24 main:494] : INFO : Creating Model [2022-02-28 21:24:24 main:507] : INFO : Preparing config file [2022-02-28 21:24:24 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-28 21:24:24 main:512] : INFO : Loading config [2022-02-28 21:24:24 main:514] : INFO : Loading state [2022-02-28 21:24:25 main:559] : INFO : Loading DataLoader into Memory [2022-02-28 21:24:25 main:562] : INFO : Starting Training [2022-02-28 21:24:31 main:574] : INFO : Epoch 1633 | loss: 0.0313542 | val_loss: 0.0312562 | Time: 5745.93 ms [2022-02-28 21:24:36 main:574] : INFO : Epoch 1634 | loss: 0.0312137 | val_loss: 0.0311865 | Time: 5015.2 ms [2022-02-28 21:24:42 main:574] : INFO : Epoch 1635 | loss: 0.0311614 | val_loss: 0.0311692 | Time: 6007.8 ms [2022-02-28 21:24:48 main:574] : INFO : Epoch 1636 | loss: 0.0311549 | val_loss: 0.0311617 | Time: 5574.8 ms [2022-02-28 21:24:54 main:574] : INFO : Epoch 1637 | loss: 0.0311514 | val_loss: 0.0311728 | Time: 6483.97 ms [2022-02-28 21:25:02 main:574] : INFO : Epoch 1638 | loss: 0.0311523 | val_loss: 0.0311696 | Time: 7216 ms [2022-02-28 21:25:08 main:574] : INFO : Epoch 1639 | loss: 0.0311506 | val_loss: 0.0311633 | Time: 6628.59 ms [2022-02-28 21:25:15 main:574] : INFO : Epoch 1640 | loss: 0.0311461 | val_loss: 0.0311637 | Time: 6626.18 ms [2022-02-28 21:25:22 main:574] : INFO : Epoch 1641 | loss: 0.0311472 | val_loss: 0.0311619 | Time: 6946.6 ms [2022-02-28 21:25:28 main:574] : INFO : Epoch 1642 | loss: 0.0311564 | val_loss: 0.0311619 | Time: 6674.37 ms [2022-02-28 21:25:35 main:574] : INFO : Epoch 1643 | loss: 0.0311467 | val_loss: 0.0311592 | Time: 6862.3 ms [2022-02-28 21:25:42 main:574] : INFO : Epoch 1644 | loss: 0.0311442 | val_loss: 0.0311578 | Time: 6662.3 ms [2022-02-28 21:25:49 main:574] : INFO : Epoch 1645 | loss: 0.0311447 | val_loss: 0.0311591 | Time: 6832.53 ms [2022-02-28 21:25:57 main:574] : INFO : Epoch 1646 | loss: 0.0311432 | val_loss: 0.0311571 | Time: 7747.14 ms [2022-02-28 21:26:04 main:574] : INFO : Epoch 1647 | loss: 0.0311485 | val_loss: 0.0311565 | Time: 7069.68 ms [2022-02-28 21:26:10 main:574] : INFO : Epoch 1648 | loss: 0.0311449 | val_loss: 0.0311548 | Time: 6705.56 ms [2022-02-28 21:26:18 main:574] : INFO : Epoch 1649 | loss: 0.0311445 | val_loss: 0.0311568 | Time: 7241.15 ms [2022-02-28 21:26:25 main:574] : INFO : Epoch 1650 | loss: 0.0311456 | val_loss: 0.0311555 | Time: 7145.31 ms [2022-02-28 21:26:32 main:574] : INFO : Epoch 1651 | loss: 0.0311458 | val_loss: 0.0311555 | Time: 7093.37 ms [2022-02-28 21:26:39 main:574] : INFO : Epoch 1652 | loss: 0.0311459 | val_loss: 0.0311569 | Time: 6724.99 ms [2022-02-28 21:26:46 main:574] : INFO : Epoch 1653 | loss: 0.0311433 | val_loss: 0.0311614 | Time: 6940.95 ms [2022-02-28 21:26:52 main:574] : INFO : Epoch 1654 | loss: 0.0311436 | val_loss: 0.031162 | Time: 6601.1 ms [2022-02-28 21:26:59 main:574] : INFO : Epoch 1655 | loss: 0.0311439 | val_loss: 0.0311599 | Time: 6400.98 ms [2022-02-28 21:27:06 main:574] : INFO : Epoch 1656 | loss: 0.0311426 | val_loss: 0.0311558 | Time: 7363.75 ms [2022-02-28 21:27:13 main:574] : INFO : Epoch 1657 | loss: 0.0311464 | val_loss: 0.0311576 | Time: 6961.84 ms [2022-02-28 21:27:20 main:574] : INFO : Epoch 1658 | loss: 0.0311455 | val_loss: 0.0311561 | Time: 6730.53 ms [2022-02-28 21:27:27 main:574] : INFO : Epoch 1659 | loss: 0.0311451 | val_loss: 0.0311574 | Time: 6921.7 ms [2022-02-28 21:27:34 main:574] : INFO : Epoch 1660 | loss: 0.0311448 | val_loss: 0.0311583 | Time: 6921 ms [2022-02-28 21:27:40 main:574] : INFO : Epoch 1661 | loss: 0.0311448 | val_loss: 0.0311615 | Time: 6761.06 ms [2022-02-28 21:27:47 main:574] : INFO : Epoch 1662 | loss: 0.0311468 | val_loss: 0.0311605 | Time: 6772.9 ms [2022-02-28 21:27:54 main:574] : INFO : Epoch 1663 | loss: 0.0311471 | val_loss: 0.0311728 | Time: 7135.46 ms [2022-02-28 21:28:02 main:574] : INFO : Epoch 1664 | loss: 0.0311462 | val_loss: 0.0311583 | Time: 7647 ms [2022-02-28 21:28:08 main:574] : INFO : Epoch 1665 | loss: 0.0311451 | val_loss: 0.0311588 | Time: 6398.29 ms [2022-02-28 21:28:15 main:574] : INFO : Epoch 1666 | loss: 0.0311521 | val_loss: 0.0311567 | Time: 6806.35 ms [2022-02-28 21:28:22 main:574] : INFO : Epoch 1667 | loss: 0.0311498 | val_loss: 0.0311594 | Time: 6801.26 ms [2022-02-28 21:28:29 main:574] : INFO : Epoch 1668 | loss: 0.0311474 | val_loss: 0.0311547 | Time: 6662.2 ms [2022-02-28 21:28:36 main:574] : INFO : Epoch 1669 | loss: 0.0311458 | val_loss: 0.0311641 | Time: 6903.05 ms [2022-02-28 21:28:42 main:574] : INFO : Epoch 1670 | loss: 0.0311467 | val_loss: 0.031154 | Time: 6807.49 ms [2022-02-28 21:28:49 main:574] : INFO : Epoch 1671 | loss: 0.0311471 | val_loss: 0.0311572 | Time: 6622.35 ms [2022-02-28 21:28:56 main:574] : INFO : Epoch 1672 | loss: 0.0311422 | val_loss: 0.0311559 | Time: 6874.05 ms [2022-02-28 21:29:03 main:574] : INFO : Epoch 1673 | loss: 0.0311432 | val_loss: 0.0311598 | Time: 6618.12 ms [2022-02-28 21:29:10 main:574] : INFO : Epoch 1674 | loss: 0.0311437 | val_loss: 0.031159 | Time: 7148.27 ms [2022-02-28 21:29:16 main:574] : INFO : Epoch 1675 | loss: 0.0311446 | val_loss: 0.0311579 | Time: 6706.67 ms [2022-02-28 21:29:23 main:574] : INFO : Epoch 1676 | loss: 0.0311437 | val_loss: 0.0311552 | Time: 6825.32 ms [2022-02-28 21:29:30 main:574] : INFO : Epoch 1677 | loss: 0.0311449 | val_loss: 0.0311614 | Time: 6860.51 ms [2022-02-28 21:29:37 main:574] : INFO : Epoch 1678 | loss: 0.0311433 | val_loss: 0.0311585 | Time: 6872.68 ms [2022-02-28 21:29:44 main:574] : INFO : Epoch 1679 | loss: 0.0311425 | val_loss: 0.0311583 | Time: 6726.72 ms [2022-02-28 21:29:51 main:574] : INFO : Epoch 1680 | loss: 0.0311449 | val_loss: 0.0311547 | Time: 6822.93 ms [2022-02-28 21:29:58 main:574] : INFO : Epoch 1681 | loss: 0.0311477 | val_loss: 0.0311645 | Time: 7148.03 ms [2022-02-28 21:30:04 main:574] : INFO : Epoch 1682 | loss: 0.0311534 | val_loss: 0.0311777 | Time: 6453.02 ms [2022-02-28 21:30:11 main:574] : INFO : Epoch 1683 | loss: 0.0311522 | val_loss: 0.0311682 | Time: 6986.06 ms [2022-02-28 21:30:18 main:574] : INFO : Epoch 1684 | loss: 0.0311491 | val_loss: 0.0311622 | Time: 6645.49 ms [2022-02-28 21:30:25 main:574] : INFO : Epoch 1685 | loss: 0.0311459 | val_loss: 0.031159 | Time: 6586.31 ms [2022-02-28 21:30:31 main:574] : INFO : Epoch 1686 | loss: 0.0311449 | val_loss: 0.0311584 | Time: 6821.73 ms [2022-02-28 21:30:38 main:574] : INFO : Epoch 1687 | loss: 0.0311445 | val_loss: 0.0311562 | Time: 6836.83 ms [2022-02-28 21:30:45 main:574] : INFO : Epoch 1688 | loss: 0.0311413 | val_loss: 0.0311582 | Time: 6683.98 ms [2022-02-28 21:30:52 main:574] : INFO : Epoch 1689 | loss: 0.0311433 | val_loss: 0.0311557 | Time: 6990.38 ms [2022-02-28 21:30:59 main:574] : INFO : Epoch 1690 | loss: 0.0311424 | val_loss: 0.0311601 | Time: 6834.35 ms [2022-02-28 21:31:06 main:574] : INFO : Epoch 1691 | loss: 0.0311514 | val_loss: 0.031158 | Time: 7059.5 ms [2022-02-28 21:31:12 main:574] : INFO : Epoch 1692 | loss: 0.0311573 | val_loss: 0.0311568 | Time: 6571.06 ms [2022-02-28 21:31:20 main:574] : INFO : Epoch 1693 | loss: 0.0311511 | val_loss: 0.0311675 | Time: 7101.85 ms [2022-02-28 21:31:27 main:574] : INFO : Epoch 1694 | loss: 0.0311467 | val_loss: 0.0311543 | Time: 7008.18 ms [2022-02-28 21:31:34 main:574] : INFO : Epoch 1695 | loss: 0.0311435 | val_loss: 0.0311665 | Time: 7066.27 ms [2022-02-28 21:31:40 main:574] : INFO : Epoch 1696 | loss: 0.0311441 | val_loss: 0.0311702 | Time: 6803.14 ms [2022-02-28 21:31:47 main:574] : INFO : Epoch 1697 | loss: 0.0311471 | val_loss: 0.031159 | Time: 6818.51 ms [2022-02-28 21:31:54 main:574] : INFO : Epoch 1698 | loss: 0.0311454 | val_loss: 0.0311555 | Time: 6826.77 ms [2022-02-28 21:32:01 main:574] : INFO : Epoch 1699 | loss: 0.031144 | val_loss: 0.0311565 | Time: 6736.71 ms [2022-02-28 21:32:08 main:574] : INFO : Epoch 1700 | loss: 0.0311422 | val_loss: 0.0311557 | Time: 7203.41 ms [2022-02-28 21:32:15 main:574] : INFO : Epoch 1701 | loss: 0.031145 | val_loss: 0.0311571 | Time: 6677 ms [2022-02-28 21:32:22 main:574] : INFO : Epoch 1702 | loss: 0.0311484 | val_loss: 0.0311547 | Time: 7150.16 ms [2022-02-28 21:32:29 main:574] : INFO : Epoch 1703 | loss: 0.0311474 | val_loss: 0.0311595 | Time: 6864.74 ms [2022-02-28 21:32:36 main:574] : INFO : Epoch 1704 | loss: 0.0311513 | val_loss: 0.0311589 | Time: 6844.34 ms [2022-02-28 21:32:42 main:574] : INFO : Epoch 1705 | loss: 0.0311499 | val_loss: 0.0311535 | Time: 6706.51 ms [2022-02-28 21:32:49 main:574] : INFO : Epoch 1706 | loss: 0.0311453 | val_loss: 0.0311548 | Time: 6802.42 ms [2022-02-28 21:32:56 main:574] : INFO : Epoch 1707 | loss: 0.0311434 | val_loss: 0.0311523 | Time: 6902.26 ms [2022-02-28 21:33:03 main:574] : INFO : Epoch 1708 | loss: 0.0311434 | val_loss: 0.0311551 | Time: 6905.75 ms [2022-02-28 21:33:10 main:574] : INFO : Epoch 1709 | loss: 0.0311423 | val_loss: 0.0311536 | Time: 6983.09 ms [2022-02-28 21:33:17 main:574] : INFO : Epoch 1710 | loss: 0.0311433 | val_loss: 0.0311553 | Time: 6854.62 ms [2022-02-28 21:33:24 main:574] : INFO : Epoch 1711 | loss: 0.0311449 | val_loss: 0.0311526 | Time: 7163.82 ms [2022-02-28 21:33:31 main:574] : INFO : Epoch 1712 | loss: 0.0311522 | val_loss: 0.0311596 | Time: 6950.32 ms [2022-02-28 21:33:38 main:574] : INFO : Epoch 1713 | loss: 0.0311556 | val_loss: 0.0311611 | Time: 6931.76 ms [2022-02-28 21:33:45 main:574] : INFO : Epoch 1714 | loss: 0.0311541 | val_loss: 0.0311599 | Time: 6887.79 ms [2022-02-28 21:33:52 main:574] : INFO : Epoch 1715 | loss: 0.031153 | val_loss: 0.0311549 | Time: 7081.49 ms [2022-02-28 21:33:59 main:574] : INFO : Epoch 1716 | loss: 0.0311462 | val_loss: 0.0311536 | Time: 7412.28 ms [2022-02-28 21:34:06 main:574] : INFO : Epoch 1717 | loss: 0.0311465 | val_loss: 0.031155 | Time: 6997.57 ms [2022-02-28 21:34:14 main:574] : INFO : Epoch 1718 | loss: 0.0311444 | val_loss: 0.0311552 | Time: 7661.88 ms [2022-02-28 21:34:21 main:574] : INFO : Epoch 1719 | loss: 0.0311449 | val_loss: 0.0311578 | Time: 7037.35 ms [2022-02-28 21:34:28 main:574] : INFO : Epoch 1720 | loss: 0.0311449 | val_loss: 0.0311658 | Time: 7166.83 ms [2022-02-28 21:34:35 main:574] : INFO : Epoch 1721 | loss: 0.0311466 | val_loss: 0.0311562 | Time: 7120.87 ms [2022-02-28 21:34:43 main:574] : INFO : Epoch 1722 | loss: 0.0311445 | val_loss: 0.0311553 | Time: 7048.74 ms [2022-02-28 21:34:50 main:574] : INFO : Epoch 1723 | loss: 0.031143 | val_loss: 0.0311521 | Time: 7407.41 ms [2022-02-28 21:34:57 main:574] : INFO : Epoch 1724 | loss: 0.0311428 | val_loss: 0.031152 | Time: 7044.78 ms [2022-02-28 21:35:04 main:574] : INFO : Epoch 1725 | loss: 0.0311444 | val_loss: 0.0311523 | Time: 7344.61 ms [2022-02-28 21:35:12 main:574] : INFO : Epoch 1726 | loss: 0.0311456 | val_loss: 0.0311537 | Time: 7347.44 ms [2022-02-28 21:35:19 main:574] : INFO : Epoch 1727 | loss: 0.031146 | val_loss: 0.031157 | Time: 6927.31 ms [2022-02-28 21:35:26 main:574] : INFO : Epoch 1728 | loss: 0.031145 | val_loss: 0.0311546 | Time: 7313.67 ms [2022-02-28 21:35:33 main:574] : INFO : Epoch 1729 | loss: 0.0311451 | val_loss: 0.0311539 | Time: 6918.16 ms [2022-02-28 21:35:40 main:574] : INFO : Epoch 1730 | loss: 0.0311437 | val_loss: 0.0311572 | Time: 7130.55 ms [2022-02-28 21:35:47 main:574] : INFO : Epoch 1731 | loss: 0.0311419 | val_loss: 0.031154 | Time: 7005.02 ms [2022-02-28 21:35:55 main:574] : INFO : Epoch 1732 | loss: 0.0311418 | val_loss: 0.0311566 | Time: 7429.73 ms [2022-02-28 21:36:02 main:574] : INFO : Epoch 1733 | loss: 0.0311443 | val_loss: 0.0311642 | Time: 7543.34 ms [2022-02-28 21:36:09 main:574] : INFO : Epoch 1734 | loss: 0.0311484 | val_loss: 0.0311599 | Time: 7321.78 ms [2022-02-28 21:36:17 main:574] : INFO : Epoch 1735 | loss: 0.0311449 | val_loss: 0.0311648 | Time: 7518.5 ms [2022-02-28 21:36:25 main:574] : INFO : Epoch 1736 | loss: 0.0311473 | val_loss: 0.0311574 | Time: 7559.12 ms [2022-02-28 21:36:32 main:574] : INFO : Epoch 1737 | loss: 0.0311491 | val_loss: 0.0311611 | Time: 7352.86 ms [2022-02-28 21:36:39 main:574] : INFO : Epoch 1738 | loss: 0.0311464 | val_loss: 0.0311624 | Time: 7192.12 ms [2022-02-28 21:36:47 main:574] : INFO : Epoch 1739 | loss: 0.0311428 | val_loss: 0.0311612 | Time: 7544.6 ms [2022-02-28 21:36:54 main:574] : INFO : Epoch 1740 | loss: 0.0311415 | val_loss: 0.0311567 | Time: 7578.52 ms [2022-02-28 21:37:01 main:574] : INFO : Epoch 1741 | loss: 0.031141 | val_loss: 0.0311599 | Time: 6661.43 ms [2022-02-28 21:37:09 main:574] : INFO : Epoch 1742 | loss: 0.0311414 | val_loss: 0.031154 | Time: 7600.47 ms [2022-02-28 21:37:16 main:574] : INFO : Epoch 1743 | loss: 0.0311415 | val_loss: 0.031153 | Time: 7432.74 ms [2022-02-28 21:37:23 main:574] : INFO : Epoch 1744 | loss: 0.0311409 | val_loss: 0.0311534 | Time: 7427.96 ms [2022-02-28 21:37:31 main:574] : INFO : Epoch 1745 | loss: 0.0311448 | val_loss: 0.0311565 | Time: 7287.11 ms [2022-02-28 21:37:38 main:574] : INFO : Epoch 1746 | loss: 0.0311431 | val_loss: 0.0311536 | Time: 7741.96 ms [2022-02-28 21:37:46 main:574] : INFO : Epoch 1747 | loss: 0.0311413 | val_loss: 0.0311568 | Time: 7434.77 ms [2022-02-28 21:37:53 main:574] : INFO : Epoch 1748 | loss: 0.0311416 | val_loss: 0.031156 | Time: 7502.43 ms [2022-02-28 21:38:01 main:574] : INFO : Epoch 1749 | loss: 0.0311407 | val_loss: 0.0311618 | Time: 7304.33 ms [2022-02-28 21:38:08 main:574] : INFO : Epoch 1750 | loss: 0.0311406 | val_loss: 0.0311595 | Time: 7274.87 ms [2022-02-28 21:38:15 main:574] : INFO : Epoch 1751 | loss: 0.0311442 | val_loss: 0.031159 | Time: 6850.4 ms [2022-02-28 21:38:22 main:574] : INFO : Epoch 1752 | loss: 0.031148 | val_loss: 0.0311593 | Time: 7563 ms [2022-02-28 21:38:30 main:574] : INFO : Epoch 1753 | loss: 0.0311476 | val_loss: 0.0311599 | Time: 7665.27 ms [2022-02-28 21:38:38 main:574] : INFO : Epoch 1754 | loss: 0.031145 | val_loss: 0.0311694 | Time: 7636.63 ms [2022-02-28 21:38:46 main:574] : INFO : Epoch 1755 | loss: 0.031147 | val_loss: 0.031163 | Time: 7861.46 ms [2022-02-28 21:38:53 main:574] : INFO : Epoch 1756 | loss: 0.0311418 | val_loss: 0.0311578 | Time: 7646.93 ms [2022-02-28 21:39:01 main:574] : INFO : Epoch 1757 | loss: 0.0311422 | val_loss: 0.031155 | Time: 7462.88 ms [2022-02-28 21:39:08 main:574] : INFO : Epoch 1758 | loss: 0.0311412 | val_loss: 0.0311567 | Time: 7388.92 ms [2022-02-28 21:39:16 main:574] : INFO : Epoch 1759 | loss: 0.0311411 | val_loss: 0.0311633 | Time: 7576.86 ms [2022-02-28 21:39:23 main:574] : INFO : Epoch 1760 | loss: 0.0311463 | val_loss: 0.0311572 | Time: 7588.45 ms [2022-02-28 21:39:31 main:574] : INFO : Epoch 1761 | loss: 0.0311517 | val_loss: 0.0311679 | Time: 7618.26 ms [2022-02-28 21:39:38 main:574] : INFO : Epoch 1762 | loss: 0.0311771 | val_loss: 0.0311762 | Time: 7391.92 ms [2022-02-28 21:39:46 main:574] : INFO : Epoch 1763 | loss: 0.0311801 | val_loss: 0.0311773 | Time: 8001.33 ms [2022-02-28 21:39:54 main:574] : INFO : Epoch 1764 | loss: 0.0311778 | val_loss: 0.0311725 | Time: 7204.12 ms [2022-02-28 21:40:01 main:574] : INFO : Epoch 1765 | loss: 0.0311681 | val_loss: 0.0311658 | Time: 7715.3 ms [2022-02-28 21:40:09 main:574] : INFO : Epoch 1766 | loss: 0.0311651 | val_loss: 0.0311633 | Time: 7178.81 ms [2022-02-28 21:40:16 main:574] : INFO : Epoch 1767 | loss: 0.0311629 | val_loss: 0.0311624 | Time: 7701.84 ms [2022-02-28 21:40:24 main:574] : INFO : Epoch 1768 | loss: 0.0311617 | val_loss: 0.0311615 | Time: 8121.73 ms [2022-02-28 21:40:32 main:574] : INFO : Epoch 1769 | loss: 0.0311572 | val_loss: 0.0311607 | Time: 7782.73 ms [2022-02-28 21:40:40 main:574] : INFO : Epoch 1770 | loss: 0.0311557 | val_loss: 0.0311606 | Time: 7345.39 ms [2022-02-28 21:40:48 main:574] : INFO : Epoch 1771 | loss: 0.0311546 | val_loss: 0.0311611 | Time: 8167.04 ms [2022-02-28 21:40:55 main:574] : INFO : Epoch 1772 | loss: 0.031156 | val_loss: 0.031163 | Time: 7265.35 ms [2022-02-28 21:41:03 main:574] : INFO : Epoch 1773 | loss: 0.0311555 | val_loss: 0.0311619 | Time: 7980.35 ms [2022-02-28 21:41:10 main:574] : INFO : Epoch 1774 | loss: 0.0311536 | val_loss: 0.0311584 | Time: 7108.27 ms [2022-02-28 21:41:18 main:574] : INFO : Epoch 1775 | loss: 0.0311513 | val_loss: 0.0311606 | Time: 8038.55 ms [2022-02-28 21:41:26 main:574] : INFO : Epoch 1776 | loss: 0.0311537 | val_loss: 0.0311607 | Time: 7824.08 ms [2022-02-28 21:41:34 main:574] : INFO : Epoch 1777 | loss: 0.0311493 | val_loss: 0.0311581 | Time: 8176.58 ms [2022-02-28 21:41:42 main:574] : INFO : Epoch 1778 | loss: 0.0311507 | val_loss: 0.0311591 | Time: 7815.9 ms [2022-02-28 21:41:50 main:574] : INFO : Epoch 1779 | loss: 0.0311496 | val_loss: 0.0311562 | Time: 8113.72 ms [2022-02-28 21:41:58 main:574] : INFO : Epoch 1780 | loss: 0.0311489 | val_loss: 0.031157 | Time: 7840.41 ms [2022-02-28 21:42:05 main:574] : INFO : Epoch 1781 | loss: 0.0311469 | val_loss: 0.0311564 | Time: 7263.01 ms [2022-02-28 21:42:13 main:574] : INFO : Epoch 1782 | loss: 0.0311459 | val_loss: 0.0311557 | Time: 7633.94 ms [2022-02-28 21:42:20 main:574] : INFO : Epoch 1783 | loss: 0.0311461 | val_loss: 0.0311571 | Time: 7474.88 ms [2022-02-28 21:42:28 main:574] : INFO : Epoch 1784 | loss: 0.0311481 | val_loss: 0.0311565 | Time: 7667.75 ms [2022-02-28 21:42:35 main:574] : INFO : Epoch 1785 | loss: 0.0311473 | val_loss: 0.0311578 | Time: 7252.6 ms [2022-02-28 21:42:43 main:574] : INFO : Epoch 1786 | loss: 0.0311474 | val_loss: 0.0311602 | Time: 7169.74 ms [2022-02-28 21:42:51 main:574] : INFO : Epoch 1787 | loss: 0.0311492 | val_loss: 0.0311672 | Time: 8021.59 ms [2022-02-28 21:42:58 main:574] : INFO : Epoch 1788 | loss: 0.0311506 | val_loss: 0.0311595 | Time: 7679.17 ms [2022-02-28 21:43:06 main:574] : INFO : Epoch 1789 | loss: 0.0311489 | val_loss: 0.0311542 | Time: 7609.76 ms [2022-02-28 21:43:13 main:574] : INFO : Epoch 1790 | loss: 0.0311469 | val_loss: 0.0311574 | Time: 7484.85 ms [2022-02-28 21:43:21 main:574] : INFO : Epoch 1791 | loss: 0.0311457 | val_loss: 0.0311561 | Time: 7687.54 ms [2022-02-28 21:43:29 main:574] : INFO : Epoch 1792 | loss: 0.0311493 | val_loss: 0.0311586 | Time: 7942.83 ms [2022-02-28 21:43:37 main:574] : INFO : Epoch 1793 | loss: 0.0311455 | val_loss: 0.0311604 | Time: 7619.06 ms [2022-02-28 21:43:45 main:574] : INFO : Epoch 1794 | loss: 0.0311458 | val_loss: 0.0311592 | Time: 8228.91 ms [2022-02-28 21:43:53 main:574] : INFO : Epoch 1795 | loss: 0.0311464 | val_loss: 0.0311644 | Time: 7923.31 ms [2022-02-28 21:44:01 main:574] : INFO : Epoch 1796 | loss: 0.0311473 | val_loss: 0.0311598 | Time: 7873.73 ms [2022-02-28 21:44:09 main:574] : INFO : Epoch 1797 | loss: 0.0311621 | val_loss: 0.0311677 | Time: 8065.65 ms [2022-02-28 21:44:16 main:574] : INFO : Epoch 1798 | loss: 0.031164 | val_loss: 0.0311694 | Time: 7458.88 ms [2022-02-28 21:44:24 main:574] : INFO : Epoch 1799 | loss: 0.0311621 | val_loss: 0.0311655 | Time: 7564.41 ms [2022-02-28 21:44:32 main:574] : INFO : Epoch 1800 | loss: 0.0311617 | val_loss: 0.031163 | Time: 7873.34 ms [2022-02-28 21:44:39 main:574] : INFO : Epoch 1801 | loss: 0.0311604 | val_loss: 0.0311637 | Time: 7677.77 ms [2022-02-28 21:44:48 main:574] : INFO : Epoch 1802 | loss: 0.0311586 | val_loss: 0.0311636 | Time: 8794.75 ms [2022-02-28 21:44:56 main:574] : INFO : Epoch 1803 | loss: 0.0311627 | val_loss: 0.0311779 | Time: 7442.38 ms [2022-02-28 21:45:03 main:574] : INFO : Epoch 1804 | loss: 0.0311585 | val_loss: 0.0311614 | Time: 7692.92 ms [2022-02-28 21:45:11 main:574] : INFO : Epoch 1805 | loss: 0.0311561 | val_loss: 0.0311634 | Time: 7928.4 ms [2022-02-28 21:45:19 main:574] : INFO : Epoch 1806 | loss: 0.0311588 | val_loss: 0.031163 | Time: 7445.88 ms [2022-02-28 21:45:27 main:574] : INFO : Epoch 1807 | loss: 0.0311576 | val_loss: 0.0311615 | Time: 7950.7 ms [2022-02-28 21:45:35 main:574] : INFO : Epoch 1808 | loss: 0.0311557 | val_loss: 0.0311711 | Time: 7817.21 ms [2022-02-28 21:45:42 main:574] : INFO : Epoch 1809 | loss: 0.0311558 | val_loss: 0.0311622 | Time: 7611.66 ms [2022-02-28 21:45:50 main:574] : INFO : Epoch 1810 | loss: 0.0311515 | val_loss: 0.0311665 | Time: 7881.61 ms [2022-02-28 21:45:58 main:574] : INFO : Epoch 1811 | loss: 0.0311546 | val_loss: 0.0311606 | Time: 7747.27 ms [2022-02-28 21:46:06 main:574] : INFO : Epoch 1812 | loss: 0.0311548 | val_loss: 0.0311621 | Time: 8266.93 ms [2022-02-28 21:46:14 main:574] : INFO : Epoch 1813 | loss: 0.0311552 | val_loss: 0.031161 | Time: 7680.69 ms [2022-02-28 21:46:22 main:574] : INFO : Epoch 1814 | loss: 0.0311519 | val_loss: 0.0311616 | Time: 7872.18 ms [2022-02-28 21:46:30 main:574] : INFO : Epoch 1815 | loss: 0.0311525 | val_loss: 0.0311639 | Time: 8267.08 ms [2022-02-28 21:46:47 main:574] : INFO : Epoch 1816 | loss: 0.0311529 | val_loss: 0.0311638 | Time: 16992.4 ms [2022-02-28 21:46:54 main:574] : INFO : Epoch 1817 | loss: 0.0311565 | val_loss: 0.0311683 | Time: 6909.44 ms [2022-02-28 21:47:01 main:574] : INFO : Epoch 1818 | loss: 0.0311528 | val_loss: 0.0311593 | Time: 6808.3 ms [2022-02-28 21:47:08 main:574] : INFO : Epoch 1819 | loss: 0.0311548 | val_loss: 0.0311594 | Time: 7035.8 ms [2022-02-28 21:47:15 main:574] : INFO : Epoch 1820 | loss: 0.0311547 | val_loss: 0.0311682 | Time: 7277.02 ms [2022-02-28 21:47:23 main:574] : INFO : Epoch 1821 | loss: 0.0311506 | val_loss: 0.0311645 | Time: 7588.21 ms [2022-02-28 21:47:30 main:574] : INFO : Epoch 1822 | loss: 0.0311519 | val_loss: 0.0311637 | Time: 7449.89 ms [2022-02-28 21:47:38 main:574] : INFO : Epoch 1823 | loss: 0.0311506 | val_loss: 0.0311614 | Time: 7576.85 ms [2022-02-28 21:47:45 main:574] : INFO : Epoch 1824 | loss: 0.0311507 | val_loss: 0.0311625 | Time: 7355.07 ms [2022-02-28 21:47:53 main:574] : INFO : Epoch 1825 | loss: 0.0311497 | val_loss: 0.0311623 | Time: 7771.24 ms [2022-02-28 21:48:01 main:574] : INFO : Epoch 1826 | loss: 0.0311499 | val_loss: 0.031163 | Time: 7790.09 ms [2022-02-28 21:48:09 main:574] : INFO : Epoch 1827 | loss: 0.0311518 | val_loss: 0.0311645 | Time: 7912.26 ms [2022-02-28 21:48:17 main:574] : INFO : Epoch 1828 | loss: 0.0311532 | val_loss: 0.0311617 | Time: 7875.14 ms [2022-02-28 21:48:25 main:574] : INFO : Epoch 1829 | loss: 0.0311502 | val_loss: 0.0311657 | Time: 7879.36 ms [2022-02-28 21:48:33 main:574] : INFO : Epoch 1830 | loss: 0.0311529 | val_loss: 0.031172 | Time: 8081.43 ms [2022-02-28 21:48:40 main:574] : INFO : Epoch 1831 | loss: 0.0311559 | val_loss: 0.0311627 | Time: 7488.48 ms [2022-02-28 21:48:48 main:574] : INFO : Epoch 1832 | loss: 0.0311572 | val_loss: 0.0311618 | Time: 7717.81 ms [2022-02-28 21:48:56 main:574] : INFO : Epoch 1833 | loss: 0.0311519 | val_loss: 0.0311623 | Time: 8057.25 ms [2022-02-28 21:49:04 main:574] : INFO : Epoch 1834 | loss: 0.0311534 | val_loss: 0.0311677 | Time: 7981.14 ms [2022-02-28 21:49:11 main:574] : INFO : Epoch 1835 | loss: 0.03115 | val_loss: 0.0311616 | Time: 7317.69 ms [2022-02-28 21:49:19 main:574] : INFO : Epoch 1836 | loss: 0.0311493 | val_loss: 0.0311654 | Time: 7467.52 ms [2022-02-28 21:49:27 main:574] : INFO : Epoch 1837 | loss: 0.0311526 | val_loss: 0.03116 | Time: 8025.76 ms [2022-02-28 21:49:35 main:574] : INFO : Epoch 1838 | loss: 0.0311519 | val_loss: 0.0311586 | Time: 7804.64 ms [2022-02-28 21:49:43 main:574] : INFO : Epoch 1839 | loss: 0.0311466 | val_loss: 0.0311578 | Time: 7977.04 ms [2022-02-28 21:49:51 main:574] : INFO : Epoch 1840 | loss: 0.0311467 | val_loss: 0.031158 | Time: 7981.09 ms [2022-02-28 21:49:58 main:574] : INFO : Epoch 1841 | loss: 0.031148 | val_loss: 0.0311608 | Time: 7602.85 ms [2022-02-28 21:50:06 main:574] : INFO : Epoch 1842 | loss: 0.0311482 | val_loss: 0.0311598 | Time: 8105.47 ms [2022-02-28 21:50:14 main:574] : INFO : Epoch 1843 | loss: 0.0311481 | val_loss: 0.0311585 | Time: 7757.57 ms [2022-02-28 21:50:23 main:574] : INFO : Epoch 1844 | loss: 0.0311489 | val_loss: 0.0311598 | Time: 8461.17 ms [2022-02-28 21:50:30 main:574] : INFO : Epoch 1845 | loss: 0.0311482 | val_loss: 0.031159 | Time: 7919.02 ms [2022-02-28 21:50:38 main:574] : INFO : Epoch 1846 | loss: 0.0311462 | val_loss: 0.0311657 | Time: 7437.31 ms [2022-02-28 21:50:46 main:574] : INFO : Epoch 1847 | loss: 0.0311469 | val_loss: 0.0311615 | Time: 7681.8 ms [2022-02-28 21:50:53 main:574] : INFO : Epoch 1848 | loss: 0.0311482 | val_loss: 0.031164 | Time: 7748.27 ms [2022-02-28 21:51:01 main:574] : INFO : Epoch 1849 | loss: 0.0311461 | val_loss: 0.0311601 | Time: 7724.49 ms [2022-02-28 21:51:09 main:574] : INFO : Epoch 1850 | loss: 0.0311456 | val_loss: 0.0311581 | Time: 8046.56 ms [2022-02-28 21:51:17 main:574] : INFO : Epoch 1851 | loss: 0.0311455 | val_loss: 0.0311578 | Time: 7888.89 ms [2022-02-28 21:51:25 main:574] : INFO : Epoch 1852 | loss: 0.0311478 | val_loss: 0.0311573 | Time: 8324.02 ms [2022-02-28 21:51:33 main:574] : INFO : Epoch 1853 | loss: 0.0311488 | val_loss: 0.0311584 | Time: 7681.29 ms [2022-02-28 21:51:41 main:574] : INFO : Epoch 1854 | loss: 0.0311468 | val_loss: 0.0311569 | Time: 7629.51 ms [2022-02-28 21:51:49 main:574] : INFO : Epoch 1855 | loss: 0.0311479 | val_loss: 0.0311634 | Time: 7907.08 ms [2022-02-28 21:51:56 main:574] : INFO : Epoch 1856 | loss: 0.0311493 | val_loss: 0.0311682 | Time: 7614.85 ms [2022-02-28 21:52:04 main:574] : INFO : Epoch 1857 | loss: 0.0311481 | val_loss: 0.03116 | Time: 7813.65 ms [2022-02-28 21:52:12 main:574] : INFO : Epoch 1858 | loss: 0.0311462 | val_loss: 0.0311596 | Time: 7995.69 ms [2022-02-28 21:52:20 main:574] : INFO : Epoch 1859 | loss: 0.0311473 | val_loss: 0.0311569 | Time: 7884.24 ms [2022-02-28 21:52:27 main:574] : INFO : Epoch 1860 | loss: 0.0311479 | val_loss: 0.0311599 | Time: 7373.9 ms [2022-02-28 21:52:35 main:574] : INFO : Epoch 1861 | loss: 0.0311475 | val_loss: 0.03116 | Time: 7706.44 ms [2022-02-28 21:52:43 main:574] : INFO : Epoch 1862 | loss: 0.0311496 | val_loss: 0.0311565 | Time: 8163.99 ms [2022-02-28 21:52:51 main:574] : INFO : Epoch 1863 | loss: 0.0311457 | val_loss: 0.0311562 | Time: 7970.83 ms [2022-02-28 21:52:59 main:574] : INFO : Epoch 1864 | loss: 0.0311446 | val_loss: 0.031156 | Time: 7584.22 ms [2022-02-28 21:53:07 main:574] : INFO : Epoch 1865 | loss: 0.0311439 | val_loss: 0.03116 | Time: 7883.39 ms [2022-02-28 21:53:15 main:574] : INFO : Epoch 1866 | loss: 0.031145 | val_loss: 0.0311605 | Time: 8182.56 ms [2022-02-28 21:53:23 main:574] : INFO : Epoch 1867 | loss: 0.0311463 | val_loss: 0.0311614 | Time: 7806.19 ms [2022-02-28 21:53:31 main:574] : INFO : Epoch 1868 | loss: 0.0311453 | val_loss: 0.0311642 | Time: 8345.23 ms [2022-02-28 21:53:39 main:574] : INFO : Epoch 1869 | loss: 0.0311469 | val_loss: 0.0311588 | Time: 7946.07 ms [2022-02-28 21:53:47 main:574] : INFO : Epoch 1870 | loss: 0.0311515 | val_loss: 0.0311606 | Time: 7781.3 ms [2022-02-28 21:53:55 main:574] : INFO : Epoch 1871 | loss: 0.0311512 | val_loss: 0.0311659 | Time: 8075.13 ms [2022-02-28 21:54:02 main:574] : INFO : Epoch 1872 | loss: 0.031153 | val_loss: 0.0311667 | Time: 7459 ms [2022-02-28 21:54:10 main:574] : INFO : Epoch 1873 | loss: 0.031155 | val_loss: 0.0311688 | Time: 7954.78 ms [2022-02-28 21:54:18 main:574] : INFO : Epoch 1874 | loss: 0.0311543 | val_loss: 0.0311658 | Time: 7623.83 ms [2022-02-28 21:54:26 main:574] : INFO : Epoch 1875 | loss: 0.0311568 | val_loss: 0.0311645 | Time: 7474.03 ms [2022-02-28 21:54:34 main:574] : INFO : Epoch 1876 | loss: 0.0311531 | val_loss: 0.0311618 | Time: 7937.6 ms [2022-02-28 21:54:41 main:574] : INFO : Epoch 1877 | loss: 0.0311535 | val_loss: 0.0311688 | Time: 7783.48 ms [2022-02-28 21:54:49 main:574] : INFO : Epoch 1878 | loss: 0.0311543 | val_loss: 0.0311666 | Time: 8072.8 ms [2022-02-28 21:54:57 main:574] : INFO : Epoch 1879 | loss: 0.0311551 | val_loss: 0.031169 | Time: 7915.1 ms [2022-02-28 21:55:05 main:574] : INFO : Epoch 1880 | loss: 0.0311813 | val_loss: 0.0311767 | Time: 7731.21 ms [2022-02-28 21:55:13 main:574] : INFO : Epoch 1881 | loss: 0.031178 | val_loss: 0.03117 | Time: 8060.81 ms [2022-02-28 21:55:21 main:574] : INFO : Epoch 1882 | loss: 0.0311719 | val_loss: 0.0311663 | Time: 7633.29 ms [2022-02-28 21:55:29 main:574] : INFO : Epoch 1883 | loss: 0.0311708 | val_loss: 0.031168 | Time: 8114.78 ms [2022-02-28 21:55:37 main:574] : INFO : Epoch 1884 | loss: 0.0311746 | val_loss: 0.0311832 | Time: 8033.51 ms [2022-02-28 21:55:45 main:574] : INFO : Epoch 1885 | loss: 0.0311855 | val_loss: 0.0311687 | Time: 7754.3 ms [2022-02-28 21:55:53 main:574] : INFO : Epoch 1886 | loss: 0.0311779 | val_loss: 0.0311686 | Time: 8094.83 ms [2022-02-28 21:56:00 main:574] : INFO : Epoch 1887 | loss: 0.03117 | val_loss: 0.0311636 | Time: 7504.38 ms [2022-02-28 21:56:09 main:574] : INFO : Epoch 1888 | loss: 0.0311663 | val_loss: 0.0311639 | Time: 8174.13 ms [2022-02-28 21:56:17 main:574] : INFO : Epoch 1889 | loss: 0.0311662 | val_loss: 0.0311672 | Time: 8057.85 ms [2022-02-28 21:56:24 main:574] : INFO : Epoch 1890 | loss: 0.0311647 | val_loss: 0.031165 | Time: 7285.93 ms [2022-02-28 21:56:32 main:574] : INFO : Epoch 1891 | loss: 0.0311647 | val_loss: 0.0311645 | Time: 7770.23 ms [2022-02-28 21:56:40 main:574] : INFO : Epoch 1892 | loss: 0.0311647 | val_loss: 0.0311639 | Time: 8072.04 ms [2022-02-28 21:56:48 main:574] : INFO : Epoch 1893 | loss: 0.031166 | val_loss: 0.0311694 | Time: 7747.22 ms [2022-02-28 21:56:55 main:574] : INFO : Epoch 1894 | loss: 0.0311682 | val_loss: 0.0311659 | Time: 7694.44 ms [2022-02-28 21:57:03 main:574] : INFO : Epoch 1895 | loss: 0.0311658 | val_loss: 0.0311647 | Time: 7671.84 ms [2022-02-28 21:57:11 main:574] : INFO : Epoch 1896 | loss: 0.0311651 | val_loss: 0.0311673 | Time: 7770.54 ms [2022-02-28 21:57:18 main:574] : INFO : Epoch 1897 | loss: 0.0311657 | val_loss: 0.0311641 | Time: 7655.25 ms [2022-02-28 21:57:26 main:574] : INFO : Epoch 1898 | loss: 0.0311632 | val_loss: 0.0311718 | Time: 7700.8 ms [2022-02-28 21:57:34 main:574] : INFO : Epoch 1899 | loss: 0.0311646 | val_loss: 0.0311676 | Time: 7514.53 ms [2022-02-28 21:57:41 main:574] : INFO : Epoch 1900 | loss: 0.0311656 | val_loss: 0.0311693 | Time: 7726.69 ms [2022-02-28 21:57:50 main:574] : INFO : Epoch 1901 | loss: 0.0311644 | val_loss: 0.0311638 | Time: 8085.75 ms [2022-02-28 21:57:57 main:574] : INFO : Epoch 1902 | loss: 0.0311611 | val_loss: 0.0311633 | Time: 7581.78 ms [2022-02-28 21:58:05 main:574] : INFO : Epoch 1903 | loss: 0.0311629 | val_loss: 0.0311655 | Time: 8016.51 ms [2022-02-28 21:58:13 main:574] : INFO : Epoch 1904 | loss: 0.0311637 | val_loss: 0.0311705 | Time: 7819.09 ms [2022-02-28 21:58:21 main:574] : INFO : Epoch 1905 | loss: 0.031165 | val_loss: 0.0311661 | Time: 7916.96 ms [2022-02-28 21:58:29 main:574] : INFO : Epoch 1906 | loss: 0.031163 | val_loss: 0.0311743 | Time: 8029.96 ms [2022-02-28 21:58:37 main:574] : INFO : Epoch 1907 | loss: 0.0311643 | val_loss: 0.0311707 | Time: 8029.04 ms [2022-02-28 21:58:44 main:574] : INFO : Epoch 1908 | loss: 0.0311614 | val_loss: 0.0311646 | Time: 7217.65 ms [2022-02-28 21:58:52 main:574] : INFO : Epoch 1909 | loss: 0.0311617 | val_loss: 0.0311732 | Time: 7894.41 ms [2022-02-28 21:59:00 main:574] : INFO : Epoch 1910 | loss: 0.031164 | val_loss: 0.0311666 | Time: 8118.8 ms [2022-02-28 21:59:08 main:574] : INFO : Epoch 1911 | loss: 0.0311608 | val_loss: 0.0311631 | Time: 7480.04 ms [2022-02-28 21:59:15 main:574] : INFO : Epoch 1912 | loss: 0.0311638 | val_loss: 0.03117 | Time: 7594.34 ms [2022-02-28 21:59:23 main:574] : INFO : Epoch 1913 | loss: 0.031164 | val_loss: 0.0311651 | Time: 7698.99 ms [2022-02-28 21:59:31 main:574] : INFO : Epoch 1914 | loss: 0.0311602 | val_loss: 0.0311639 | Time: 7589.6 ms [2022-02-28 21:59:39 main:574] : INFO : Epoch 1915 | loss: 0.0311607 | val_loss: 0.0311633 | Time: 8182.07 ms [2022-02-28 21:59:47 main:574] : INFO : Epoch 1916 | loss: 0.0311612 | val_loss: 0.0311673 | Time: 8269.94 ms [2022-02-28 21:59:55 main:574] : INFO : Epoch 1917 | loss: 0.0311605 | val_loss: 0.0311671 | Time: 8244.06 ms [2022-02-28 22:00:03 main:574] : INFO : Epoch 1918 | loss: 0.0311605 | val_loss: 0.0311638 | Time: 7753.85 ms [2022-02-28 22:00:11 main:574] : INFO : Epoch 1919 | loss: 0.0311591 | val_loss: 0.0311637 | Time: 7870.32 ms [2022-02-28 22:00:19 main:574] : INFO : Epoch 1920 | loss: 0.0311629 | val_loss: 0.031167 | Time: 7725.12 ms [2022-02-28 22:00:27 main:574] : INFO : Epoch 1921 | loss: 0.031165 | val_loss: 0.0311652 | Time: 8156.89 ms [2022-02-28 22:00:35 main:574] : INFO : Epoch 1922 | loss: 0.0311618 | val_loss: 0.031164 | Time: 7810.54 ms [2022-02-28 22:00:43 main:574] : INFO : Epoch 1923 | loss: 0.0311589 | val_loss: 0.0311629 | Time: 7865.39 ms [2022-02-28 22:00:50 main:574] : INFO : Epoch 1924 | loss: 0.0311593 | val_loss: 0.0311629 | Time: 7363.14 ms [2022-02-28 22:00:58 main:574] : INFO : Epoch 1925 | loss: 0.0311607 | val_loss: 0.0311625 | Time: 7901.04 ms [2022-02-28 22:01:06 main:574] : INFO : Epoch 1926 | loss: 0.0311595 | val_loss: 0.031163 | Time: 7612.87 ms [2022-02-28 22:01:13 main:574] : INFO : Epoch 1927 | loss: 0.0311591 | val_loss: 0.0311634 | Time: 7635.17 ms [2022-02-28 22:01:21 main:574] : INFO : Epoch 1928 | loss: 0.0311589 | val_loss: 0.0311609 | Time: 7748.17 ms [2022-02-28 22:01:29 main:574] : INFO : Epoch 1929 | loss: 0.0311574 | val_loss: 0.031163 | Time: 7829.45 ms [2022-02-28 22:01:37 main:574] : INFO : Epoch 1930 | loss: 0.0311569 | val_loss: 0.0311634 | Time: 7763.58 ms [2022-02-28 22:01:54 main:574] : INFO : Epoch 1931 | loss: 0.0311595 | val_loss: 0.0311664 | Time: 17559.9 ms [2022-02-28 22:02:01 main:574] : INFO : Epoch 1932 | loss: 0.0311601 | val_loss: 0.0311621 | Time: 6843.88 ms [2022-02-28 22:02:08 main:574] : INFO : Epoch 1933 | loss: 0.031157 | val_loss: 0.0311623 | Time: 7029.14 ms [2022-02-28 22:02:15 main:574] : INFO : Epoch 1934 | loss: 0.0311589 | val_loss: 0.0311619 | Time: 6844.02 ms [2022-02-28 22:02:22 main:574] : INFO : Epoch 1935 | loss: 0.0311565 | val_loss: 0.0311609 | Time: 7030.02 ms [2022-02-28 22:02:29 main:574] : INFO : Epoch 1936 | loss: 0.0311564 | val_loss: 0.0311625 | Time: 7100.56 ms [2022-02-28 22:02:36 main:574] : INFO : Epoch 1937 | loss: 0.0311586 | val_loss: 0.031163 | Time: 7373.6 ms [2022-02-28 22:02:44 main:574] : INFO : Epoch 1938 | loss: 0.0311576 | val_loss: 0.0311641 | Time: 7348.55 ms [2022-02-28 22:02:51 main:574] : INFO : Epoch 1939 | loss: 0.031159 | val_loss: 0.0311652 | Time: 7565.29 ms [2022-02-28 22:02:59 main:574] : INFO : Epoch 1940 | loss: 0.0311596 | val_loss: 0.0311642 | Time: 7562.96 ms [2022-02-28 22:03:07 main:574] : INFO : Epoch 1941 | loss: 0.0311593 | val_loss: 0.0311665 | Time: 7813.06 ms [2022-02-28 22:03:14 main:574] : INFO : Epoch 1942 | loss: 0.0311586 | val_loss: 0.031163 | Time: 7317.24 ms [2022-02-28 22:03:23 main:574] : INFO : Epoch 1943 | loss: 0.031159 | val_loss: 0.0311707 | Time: 8370.23 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce MX350) [2022-03-01 08:15:24 main:435] : INFO : Set logging level to 1 [2022-03-01 08:15:24 main:441] : INFO : Running in BOINC Client mode [2022-03-01 08:15:24 main:444] : INFO : Resolving all filenames [2022-03-01 08:15:24 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-01 08:15:24 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-01 08:15:24 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-01 08:15:24 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-01 08:15:24 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-01 08:15:24 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-01 08:15:24 main:474] : INFO : Configuration: [2022-03-01 08:15:24 main:475] : INFO : Model type: GRU [2022-03-01 08:15:24 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-01 08:15:24 main:477] : INFO : Max Epochs: 2048 [2022-03-01 08:15:24 main:478] : INFO : Batch Size: 128 [2022-03-01 08:15:24 main:479] : INFO : Learning Rate: 0.01 [2022-03-01 08:15:24 main:480] : INFO : Patience: 10 [2022-03-01 08:15:24 main:481] : INFO : Hidden Width: 12 [2022-03-01 08:15:24 main:482] : INFO : # Recurrent Layers: 4 [2022-03-01 08:15:24 main:483] : INFO : # Backend Layers: 4 [2022-03-01 08:15:24 main:484] : INFO : # Threads: 1 [2022-03-01 08:15:24 main:486] : INFO : Preparing Dataset [2022-03-01 08:15:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-01 08:15:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-01 08:15:28 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-01 08:15:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-01 08:15:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-01 08:15:28 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-01 08:15:28 main:494] : INFO : Creating Model [2022-03-01 08:15:28 main:507] : INFO : Preparing config file [2022-03-01 08:15:28 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-01 08:15:28 main:512] : INFO : Loading config [2022-03-01 08:15:28 main:514] : INFO : Loading state [2022-03-01 08:15:30 main:559] : INFO : Loading DataLoader into Memory [2022-03-01 08:15:30 main:562] : INFO : Starting Training [2022-03-01 08:15:38 main:574] : INFO : Epoch 1930 | loss: 0.0312435 | val_loss: 0.0311873 | Time: 7737.62 ms [2022-03-01 08:15:45 main:574] : INFO : Epoch 1931 | loss: 0.0311718 | val_loss: 0.0311723 | Time: 7051.46 ms [2022-03-01 08:15:52 main:574] : INFO : Epoch 1932 | loss: 0.0311628 | val_loss: 0.0311651 | Time: 6839.83 ms [2022-03-01 08:15:58 main:574] : INFO : Epoch 1933 | loss: 0.0311623 | val_loss: 0.0311665 | Time: 6409.53 ms [2022-03-01 08:16:05 main:574] : INFO : Epoch 1934 | loss: 0.0311627 | val_loss: 0.0311661 | Time: 7010.14 ms [2022-03-01 08:16:12 main:574] : INFO : Epoch 1935 | loss: 0.0311621 | val_loss: 0.0311659 | Time: 6608.34 ms [2022-03-01 08:16:18 main:574] : INFO : Epoch 1936 | loss: 0.0311653 | val_loss: 0.0311673 | Time: 6587.15 ms [2022-03-01 08:16:25 main:574] : INFO : Epoch 1937 | loss: 0.0311651 | val_loss: 0.0311679 | Time: 6709.61 ms [2022-03-01 08:16:32 main:574] : INFO : Epoch 1938 | loss: 0.0311687 | val_loss: 0.0311703 | Time: 6995.84 ms [2022-03-01 08:16:39 main:574] : INFO : Epoch 1939 | loss: 0.0311697 | val_loss: 0.0311753 | Time: 6455.96 ms [2022-03-01 08:16:46 main:574] : INFO : Epoch 1940 | loss: 0.0311699 | val_loss: 0.0311672 | Time: 6876.25 ms [2022-03-01 08:16:52 main:574] : INFO : Epoch 1941 | loss: 0.031166 | val_loss: 0.031166 | Time: 6600.42 ms [2022-03-01 08:16:59 main:574] : INFO : Epoch 1942 | loss: 0.0311659 | val_loss: 0.0311643 | Time: 7046.39 ms [2022-03-01 08:17:07 main:574] : INFO : Epoch 1943 | loss: 0.0311634 | val_loss: 0.0311665 | Time: 7357.15 ms [2022-03-01 08:17:13 main:574] : INFO : Epoch 1944 | loss: 0.0311657 | val_loss: 0.0311641 | Time: 6684.72 ms [2022-03-01 08:17:20 main:574] : INFO : Epoch 1945 | loss: 0.0311662 | val_loss: 0.0311668 | Time: 6926.14 ms [2022-03-01 08:17:27 main:574] : INFO : Epoch 1946 | loss: 0.0311618 | val_loss: 0.0311645 | Time: 7016.39 ms [2022-03-01 08:17:34 main:574] : INFO : Epoch 1947 | loss: 0.0311632 | val_loss: 0.0311721 | Time: 6994.79 ms [2022-03-01 08:17:41 main:574] : INFO : Epoch 1948 | loss: 0.0311724 | val_loss: 0.0311719 | Time: 6702.97 ms [2022-03-01 08:17:48 main:574] : INFO : Epoch 1949 | loss: 0.0311698 | val_loss: 0.0311673 | Time: 6716.54 ms [2022-03-01 08:17:54 main:574] : INFO : Epoch 1950 | loss: 0.0311694 | val_loss: 0.0311688 | Time: 6520.27 ms [2022-03-01 08:18:01 main:574] : INFO : Epoch 1951 | loss: 0.0311679 | val_loss: 0.0311687 | Time: 6683.27 ms [2022-03-01 08:18:08 main:574] : INFO : Epoch 1952 | loss: 0.0311685 | val_loss: 0.0311666 | Time: 6966.24 ms [2022-03-01 08:18:15 main:574] : INFO : Epoch 1953 | loss: 0.0311715 | val_loss: 0.0311698 | Time: 6872.91 ms [2022-03-01 08:18:22 main:574] : INFO : Epoch 1954 | loss: 0.0311701 | val_loss: 0.031172 | Time: 6941.89 ms [2022-03-01 08:18:29 main:574] : INFO : Epoch 1955 | loss: 0.0311708 | val_loss: 0.0311669 | Time: 6937.35 ms [2022-03-01 08:18:36 main:574] : INFO : Epoch 1956 | loss: 0.0311759 | val_loss: 0.0311736 | Time: 7060.55 ms [2022-03-01 08:18:42 main:574] : INFO : Epoch 1957 | loss: 0.0311751 | val_loss: 0.0311721 | Time: 6514.32 ms [2022-03-01 08:18:49 main:574] : INFO : Epoch 1958 | loss: 0.0311711 | val_loss: 0.0311713 | Time: 6770.4 ms [2022-03-01 08:18:56 main:574] : INFO : Epoch 1959 | loss: 0.0311696 | val_loss: 0.0311681 | Time: 6732 ms [2022-03-01 08:19:03 main:574] : INFO : Epoch 1960 | loss: 0.0311693 | val_loss: 0.0311723 | Time: 6685.26 ms [2022-03-01 08:19:09 main:574] : INFO : Epoch 1961 | loss: 0.0311697 | val_loss: 0.0311719 | Time: 6872.39 ms [2022-03-01 08:19:16 main:574] : INFO : Epoch 1962 | loss: 0.0311704 | val_loss: 0.0311699 | Time: 6861.3 ms [2022-03-01 08:19:24 main:574] : INFO : Epoch 1963 | loss: 0.0311707 | val_loss: 0.0311712 | Time: 7370.41 ms [2022-03-01 08:19:31 main:574] : INFO : Epoch 1964 | loss: 0.0311713 | val_loss: 0.0311683 | Time: 6949.76 ms [2022-03-01 08:19:38 main:574] : INFO : Epoch 1965 | loss: 0.0311726 | val_loss: 0.031168 | Time: 7049.73 ms [2022-03-01 08:19:45 main:574] : INFO : Epoch 1966 | loss: 0.0311729 | val_loss: 0.0311707 | Time: 7180.94 ms [2022-03-01 08:19:52 main:574] : INFO : Epoch 1967 | loss: 0.0311737 | val_loss: 0.0311687 | Time: 7172.79 ms [2022-03-01 08:19:59 main:574] : INFO : Epoch 1968 | loss: 0.0311693 | val_loss: 0.0311709 | Time: 7081.93 ms [2022-03-01 08:20:06 main:574] : INFO : Epoch 1969 | loss: 0.0311684 | val_loss: 0.031167 | Time: 7034.98 ms [2022-03-01 08:20:14 main:574] : INFO : Epoch 1970 | loss: 0.0311662 | val_loss: 0.0311676 | Time: 7363.1 ms [2022-03-01 08:20:20 main:574] : INFO : Epoch 1971 | loss: 0.0311665 | val_loss: 0.0311632 | Time: 6858.25 ms [2022-03-01 08:20:28 main:574] : INFO : Epoch 1972 | loss: 0.0311638 | val_loss: 0.0311653 | Time: 7311.1 ms [2022-03-01 08:20:34 main:574] : INFO : Epoch 1973 | loss: 0.0311637 | val_loss: 0.0311642 | Time: 6609.37 ms [2022-03-01 08:20:42 main:574] : INFO : Epoch 1974 | loss: 0.0311635 | val_loss: 0.031165 | Time: 7483.01 ms [2022-03-01 08:20:49 main:574] : INFO : Epoch 1975 | loss: 0.0311643 | val_loss: 0.0311614 | Time: 6696.07 ms [2022-03-01 08:20:56 main:574] : INFO : Epoch 1976 | loss: 0.031162 | val_loss: 0.0311611 | Time: 7245.84 ms [2022-03-01 08:21:04 main:574] : INFO : Epoch 1977 | loss: 0.0311619 | val_loss: 0.0311629 | Time: 7713.5 ms [2022-03-01 08:21:11 main:574] : INFO : Epoch 1978 | loss: 0.0311631 | val_loss: 0.0311653 | Time: 7214.17 ms [2022-03-01 08:21:18 main:574] : INFO : Epoch 1979 | loss: 0.0311624 | val_loss: 0.0311644 | Time: 7576.67 ms [2022-03-01 08:21:25 main:574] : INFO : Epoch 1980 | loss: 0.0311619 | val_loss: 0.0311636 | Time: 7028.27 ms [2022-03-01 08:21:32 main:574] : INFO : Epoch 1981 | loss: 0.0311607 | val_loss: 0.0311646 | Time: 7099.84 ms [2022-03-01 08:21:40 main:574] : INFO : Epoch 1982 | loss: 0.0311615 | val_loss: 0.0311667 | Time: 7194.25 ms [2022-03-01 08:21:47 main:574] : INFO : Epoch 1983 | loss: 0.0311607 | val_loss: 0.0311652 | Time: 7011.18 ms [2022-03-01 08:21:54 main:574] : INFO : Epoch 1984 | loss: 0.031172 | val_loss: 0.0311678 | Time: 7344.47 ms [2022-03-01 08:22:01 main:574] : INFO : Epoch 1985 | loss: 0.0311705 | val_loss: 0.0311715 | Time: 7293.36 ms [2022-03-01 08:22:09 main:574] : INFO : Epoch 1986 | loss: 0.0311755 | val_loss: 0.0311712 | Time: 7462.69 ms [2022-03-01 08:22:16 main:574] : INFO : Epoch 1987 | loss: 0.0311772 | val_loss: 0.0311844 | Time: 7130.95 ms [2022-03-01 08:22:23 main:574] : INFO : Epoch 1988 | loss: 0.0311786 | val_loss: 0.0311821 | Time: 7315.07 ms [2022-03-01 08:22:31 main:574] : INFO : Epoch 1989 | loss: 0.0311864 | val_loss: 0.031199 | Time: 7237.74 ms [2022-03-01 08:22:38 main:574] : INFO : Epoch 1990 | loss: 0.0311932 | val_loss: 0.0311947 | Time: 7715.76 ms [2022-03-01 08:22:46 main:574] : INFO : Epoch 1991 | loss: 0.0311921 | val_loss: 0.031187 | Time: 7661.01 ms [2022-03-01 08:22:54 main:574] : INFO : Epoch 1992 | loss: 0.0311928 | val_loss: 0.0311843 | Time: 7951.08 ms [2022-03-01 08:23:02 main:574] : INFO : Epoch 1993 | loss: 0.0311854 | val_loss: 0.0311857 | Time: 7524.89 ms [2022-03-01 08:23:09 main:574] : INFO : Epoch 1994 | loss: 0.0311832 | val_loss: 0.0311837 | Time: 7008.64 ms [2022-03-01 08:23:16 main:574] : INFO : Epoch 1995 | loss: 0.0311826 | val_loss: 0.0311826 | Time: 7643.27 ms [2022-03-01 08:23:24 main:574] : INFO : Epoch 1996 | loss: 0.0311838 | val_loss: 0.0311828 | Time: 7674 ms [2022-03-01 08:23:32 main:574] : INFO : Epoch 1997 | loss: 0.0311825 | val_loss: 0.0311823 | Time: 7914.03 ms [2022-03-01 08:23:39 main:574] : INFO : Epoch 1998 | loss: 0.0311867 | val_loss: 0.0311858 | Time: 7174.04 ms [2022-03-01 08:23:46 main:574] : INFO : Epoch 1999 | loss: 0.0311905 | val_loss: 0.0311859 | Time: 7247.97 ms [2022-03-01 08:23:54 main:574] : INFO : Epoch 2000 | loss: 0.0311871 | val_loss: 0.0311887 | Time: 7557.01 ms [2022-03-01 08:24:02 main:574] : INFO : Epoch 2001 | loss: 0.0311928 | val_loss: 0.0311905 | Time: 7728.3 ms [2022-03-01 08:24:09 main:574] : INFO : Epoch 2002 | loss: 0.0311914 | val_loss: 0.0311885 | Time: 7217.9 ms [2022-03-01 08:24:17 main:574] : INFO : Epoch 2003 | loss: 0.0311932 | val_loss: 0.0311893 | Time: 7696.04 ms [2022-03-01 08:24:24 main:574] : INFO : Epoch 2004 | loss: 0.0311882 | val_loss: 0.0311849 | Time: 7362.76 ms [2022-03-01 08:24:31 main:574] : INFO : Epoch 2005 | loss: 0.0311845 | val_loss: 0.0311834 | Time: 7235.82 ms [2022-03-01 08:24:39 main:574] : INFO : Epoch 2006 | loss: 0.0311815 | val_loss: 0.0311831 | Time: 7431.78 ms [2022-03-01 08:24:46 main:574] : INFO : Epoch 2007 | loss: 0.0311813 | val_loss: 0.0311829 | Time: 7418.77 ms [2022-03-01 08:24:54 main:574] : INFO : Epoch 2008 | loss: 0.0311808 | val_loss: 0.0311826 | Time: 7679.91 ms [2022-03-01 08:25:01 main:574] : INFO : Epoch 2009 | loss: 0.0311843 | val_loss: 0.0311919 | Time: 7425.67 ms [2022-03-01 08:25:09 main:574] : INFO : Epoch 2010 | loss: 0.0311826 | val_loss: 0.0311841 | Time: 7506.89 ms [2022-03-01 08:25:16 main:574] : INFO : Epoch 2011 | loss: 0.0311785 | val_loss: 0.031182 | Time: 7475.27 ms [2022-03-01 08:25:24 main:574] : INFO : Epoch 2012 | loss: 0.0311791 | val_loss: 0.031185 | Time: 7390.51 ms [2022-03-01 08:25:31 main:574] : INFO : Epoch 2013 | loss: 0.0311802 | val_loss: 0.0311826 | Time: 7644.71 ms [2022-03-01 08:25:39 main:574] : INFO : Epoch 2014 | loss: 0.0311796 | val_loss: 0.0311817 | Time: 7378.6 ms [2022-03-01 08:25:46 main:574] : INFO : Epoch 2015 | loss: 0.0311779 | val_loss: 0.0311812 | Time: 7662.7 ms [2022-03-01 08:25:54 main:574] : INFO : Epoch 2016 | loss: 0.0311769 | val_loss: 0.0311806 | Time: 7303.91 ms [2022-03-01 08:26:01 main:574] : INFO : Epoch 2017 | loss: 0.0311768 | val_loss: 0.0311893 | Time: 7375.66 ms [2022-03-01 08:26:08 main:574] : INFO : Epoch 2018 | loss: 0.0311775 | val_loss: 0.0311819 | Time: 7357.83 ms [2022-03-01 08:26:16 main:574] : INFO : Epoch 2019 | loss: 0.031176 | val_loss: 0.0311821 | Time: 7436.59 ms [2022-03-01 08:26:24 main:574] : INFO : Epoch 2020 | loss: 0.0311762 | val_loss: 0.0311822 | Time: 7799.36 ms [2022-03-01 08:26:31 main:574] : INFO : Epoch 2021 | loss: 0.0311804 | val_loss: 0.0311885 | Time: 7099.83 ms [2022-03-01 08:26:38 main:574] : INFO : Epoch 2022 | loss: 0.0311801 | val_loss: 0.031192 | Time: 7652.48 ms [2022-03-01 08:26:46 main:574] : INFO : Epoch 2023 | loss: 0.0311845 | val_loss: 0.0311845 | Time: 7445.88 ms [2022-03-01 08:26:54 main:574] : INFO : Epoch 2024 | loss: 0.0311785 | val_loss: 0.031191 | Time: 8143.12 ms [2022-03-01 08:27:02 main:574] : INFO : Epoch 2025 | loss: 0.0311805 | val_loss: 0.031183 | Time: 7496.23 ms [2022-03-01 08:27:09 main:574] : INFO : Epoch 2026 | loss: 0.0311776 | val_loss: 0.0311819 | Time: 7337.37 ms [2022-03-01 08:27:17 main:574] : INFO : Epoch 2027 | loss: 0.0311791 | val_loss: 0.031185 | Time: 7802.17 ms [2022-03-01 08:27:25 main:574] : INFO : Epoch 2028 | loss: 0.031177 | val_loss: 0.0311827 | Time: 7859.23 ms [2022-03-01 08:27:32 main:574] : INFO : Epoch 2029 | loss: 0.0311765 | val_loss: 0.0311857 | Time: 7755.03 ms [2022-03-01 08:27:50 main:574] : INFO : Epoch 2030 | loss: 0.0311765 | val_loss: 0.0311822 | Time: 18026.4 ms [2022-03-01 08:27:57 main:574] : INFO : Epoch 2031 | loss: 0.0311792 | val_loss: 0.0311839 | Time: 6852.05 ms [2022-03-01 08:28:04 main:574] : INFO : Epoch 2032 | loss: 0.0311781 | val_loss: 0.0311813 | Time: 6698.66 ms [2022-03-01 08:28:11 main:574] : INFO : Epoch 2033 | loss: 0.0311755 | val_loss: 0.0311848 | Time: 6573.8 ms [2022-03-01 08:28:17 main:574] : INFO : Epoch 2034 | loss: 0.0311751 | val_loss: 0.0311841 | Time: 6489.18 ms [2022-03-01 08:28:24 main:574] : INFO : Epoch 2035 | loss: 0.0311741 | val_loss: 0.0311816 | Time: 7372.69 ms [2022-03-01 08:28:32 main:574] : INFO : Epoch 2036 | loss: 0.0311765 | val_loss: 0.0311817 | Time: 7719.43 ms [2022-03-01 08:28:39 main:574] : INFO : Epoch 2037 | loss: 0.0311762 | val_loss: 0.0311832 | Time: 7034.03 ms [2022-03-01 08:28:47 main:574] : INFO : Epoch 2038 | loss: 0.0311774 | val_loss: 0.0311849 | Time: 7661.34 ms [2022-03-01 08:28:54 main:574] : INFO : Epoch 2039 | loss: 0.0311752 | val_loss: 0.031183 | Time: 7455.37 ms [2022-03-01 08:29:02 main:574] : INFO : Epoch 2040 | loss: 0.0311755 | val_loss: 0.0311832 | Time: 7901.84 ms [2022-03-01 08:29:10 main:574] : INFO : Epoch 2041 | loss: 0.0311769 | val_loss: 0.0311884 | Time: 7785.1 ms [2022-03-01 08:29:18 main:574] : INFO : Epoch 2042 | loss: 0.0311797 | val_loss: 0.0311839 | Time: 7843.65 ms [2022-03-01 08:29:25 main:574] : INFO : Epoch 2043 | loss: 0.0311793 | val_loss: 0.0311933 | Time: 7268.78 ms [2022-03-01 08:29:33 main:574] : INFO : Epoch 2044 | loss: 0.0311875 | val_loss: 0.0311865 | Time: 7535.3 ms [2022-03-01 08:29:40 main:574] : INFO : Epoch 2045 | loss: 0.0311806 | val_loss: 0.031186 | Time: 7735.91 ms [2022-03-01 08:29:48 main:574] : INFO : Epoch 2046 | loss: 0.0311756 | val_loss: 0.0311819 | Time: 7869.6 ms [2022-03-01 08:29:56 main:574] : INFO : Epoch 2047 | loss: 0.0311733 | val_loss: 0.0311819 | Time: 7575.05 ms [2022-03-01 08:30:03 main:574] : INFO : Epoch 2048 | loss: 0.0311733 | val_loss: 0.0311832 | Time: 7534.1 ms [2022-03-01 08:30:04 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311832 [2022-03-01 08:30:04 main:603] : INFO : Saving end state to config to file [2022-03-01 08:30:04 main:608] : INFO : Success, exiting.. 08:30:04 (17696): 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)