Task 11728798
| Name | ParityModified-1639959456-24338-3-0_0 |
| Workunit | 8940814 |
| Created | 19 Feb 2022, 1:20:41 UTC |
| Sent | 27 Feb 2022, 12:05:06 UTC |
| Report deadline | 7 Mar 2022, 12:05:06 UTC |
| Received | 27 Feb 2022, 20:47:15 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1150 |
| Run time | 57 min 10 sec |
| CPU time | 55 min 26 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,174.91 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.15 GB |
| Peak swap size | 3.48 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 7 13:31:24 main:574] : INFO : Epoch 1623 | loss: 0.0311328 | val_loss: 0.0311584 | Time: 1631.23 ms [2022-02-27 13:31:26 main:574] : INFO : Epoch 1624 | loss: 0.0311338 | val_loss: 0.0311574 | Time: 1648.17 ms [2022-02-27 13:31:28 main:574] : INFO : Epoch 1625 | loss: 0.0311368 | val_loss: 0.0311589 | Time: 1627 ms [2022-02-27 13:31:29 main:574] : INFO : Epoch 1626 | loss: 0.0311357 | val_loss: 0.0311619 | Time: 1648.15 ms [2022-02-27 13:31:31 main:574] : INFO : Epoch 1627 | loss: 0.0311339 | val_loss: 0.0311573 | Time: 1627.22 ms [2022-02-27 13:31:32 main:574] : INFO : Epoch 1628 | loss: 0.0311318 | val_loss: 0.0311561 | Time: 1648.41 ms [2022-02-27 13:31:34 main:574] : INFO : Epoch 1629 | loss: 0.0311325 | val_loss: 0.031158 | Time: 1630 ms [2022-02-27 13:31:36 main:574] : INFO : Epoch 1630 | loss: 0.0311313 | val_loss: 0.0311592 | Time: 1638.11 ms [2022-02-27 13:31:37 main:574] : INFO : Epoch 1631 | loss: 0.0311314 | val_loss: 0.0311523 | Time: 1642.2 ms [2022-02-27 13:31:39 main:574] : INFO : Epoch 1632 | loss: 0.0311328 | val_loss: 0.031156 | Time: 1643.19 ms [2022-02-27 13:31:41 main:574] : INFO : Epoch 1633 | loss: 0.0311303 | val_loss: 0.0311558 | Time: 1629.43 ms [2022-02-27 13:31:42 main:574] : INFO : Epoch 1634 | loss: 0.0311294 | val_loss: 0.0311549 | Time: 1631.54 ms [2022-02-27 13:31:44 main:574] : INFO : Epoch 1635 | loss: 0.0311294 | val_loss: 0.0311538 | Time: 1632.62 ms [2022-02-27 13:31:46 main:574] : INFO : Epoch 1636 | loss: 0.0311287 | val_loss: 0.0311505 | Time: 1644.29 ms [2022-02-27 13:31:47 main:574] : INFO : Epoch 1637 | loss: 0.0311275 | val_loss: 0.0311549 | Time: 1646.22 ms [2022-02-27 13:31:49 main:574] : INFO : Epoch 1638 | loss: 0.0311277 | val_loss: 0.0311568 | Time: 1643.74 ms [2022-02-27 13:31:51 main:574] : INFO : Epoch 1639 | loss: 0.0311305 | val_loss: 0.0311566 | Time: 1637.79 ms [2022-02-27 13:31:52 main:574] : INFO : Epoch 1640 | loss: 0.0311305 | val_loss: 0.0311587 | Time: 1635.51 ms [2022-02-27 13:31:54 main:574] : INFO : Epoch 1641 | loss: 0.0311297 | val_loss: 0.031163 | Time: 1629.25 ms [2022-02-27 13:31:55 main:574] : INFO : Epoch 1642 | loss: 0.0311297 | val_loss: 0.0311566 | Time: 1639.96 ms [2022-02-27 13:31:57 main:574] : INFO : Epoch 1643 | loss: 0.0311288 | val_loss: 0.0311591 | Time: 1637.93 ms [2022-02-27 13:31:59 main:574] : INFO : Epoch 1644 | loss: 0.0311296 | val_loss: 0.0311581 | Time: 1639.11 ms [2022-02-27 13:32:00 main:574] : INFO : Epoch 1645 | loss: 0.0311279 | val_loss: 0.0311564 | Time: 1634.67 ms [2022-02-27 13:32:02 main:574] : INFO : Epoch 1646 | loss: 0.0311289 | val_loss: 0.0311557 | Time: 1645.75 ms [2022-02-27 13:32:04 main:574] : INFO : Epoch 1647 | loss: 0.0311296 | val_loss: 0.0311565 | Time: 1637.97 ms [2022-02-27 13:32:05 main:574] : INFO : Epoch 1648 | loss: 0.0311306 | val_loss: 0.03116 | Time: 1637.37 ms [2022-02-27 13:32:07 main:574] : INFO : Epoch 1649 | loss: 0.0311291 | val_loss: 0.0311553 | Time: 1638.48 ms [2022-02-27 13:32:09 main:574] : INFO : Epoch 1650 | loss: 0.0311307 | val_loss: 0.0311564 | Time: 1647.06 ms [2022-02-27 13:32:10 main:574] : INFO : Epoch 1651 | loss: 0.0311301 | val_loss: 0.031156 | Time: 1641.32 ms [2022-02-27 13:32:12 main:574] : INFO : Epoch 1652 | loss: 0.0311277 | val_loss: 0.0311544 | Time: 1626.44 ms [2022-02-27 13:32:14 main:574] : INFO : Epoch 1653 | loss: 0.0311275 | val_loss: 0.0311561 | Time: 1630.69 ms [2022-02-27 13:32:15 main:574] : INFO : Epoch 1654 | loss: 0.0311281 | val_loss: 0.0311536 | Time: 1648.47 ms [2022-02-27 13:32:17 main:574] : INFO : Epoch 1655 | loss: 0.0311277 | val_loss: 0.0311512 | Time: 1646.95 ms [2022-02-27 13:32:19 main:574] : INFO : Epoch 1656 | loss: 0.0311292 | val_loss: 0.0311553 | Time: 1638.56 ms [2022-02-27 13:32:20 main:574] : INFO : Epoch 1657 | loss: 0.0311302 | val_loss: 0.0311533 | Time: 1635.42 ms [2022-02-27 13:32:22 main:574] : INFO : Epoch 1658 | loss: 0.031131 | val_loss: 0.0311574 | Time: 1630.91 ms [2022-02-27 13:32:23 main:574] : INFO : Epoch 1659 | loss: 0.0311299 | val_loss: 0.031155 | Time: 1633.76 ms [2022-02-27 13:32:25 main:574] : INFO : Epoch 1660 | loss: 0.0311286 | val_loss: 0.0311539 | Time: 1625.55 ms [2022-02-27 13:32:27 main:574] : INFO : Epoch 1661 | loss: 0.0311302 | val_loss: 0.0311526 | Time: 1648.76 ms [2022-02-27 13:32:28 main:574] : INFO : Epoch 1662 | loss: 0.0311296 | val_loss: 0.0311564 | Time: 1636.11 ms [2022-02-27 13:32:30 main:574] : INFO : Epoch 1663 | loss: 0.0311289 | val_loss: 0.0311555 | Time: 1628.02 ms [2022-02-27 13:32:32 main:574] : INFO : Epoch 1664 | loss: 0.0311285 | val_loss: 0.0311587 | Time: 1640.81 ms [2022-02-27 13:32:33 main:574] : INFO : Epoch 1665 | loss: 0.0311285 | val_loss: 0.031156 | Time: 1634.22 ms [2022-02-27 13:32:35 main:574] : INFO : Epoch 1666 | loss: 0.0311271 | val_loss: 0.0311572 | Time: 1628.01 ms [2022-02-27 13:32:37 main:574] : INFO : Epoch 1667 | loss: 0.0311299 | val_loss: 0.0311563 | Time: 1646.02 ms [2022-02-27 13:32:38 main:574] : INFO : Epoch 1668 | loss: 0.0311285 | val_loss: 0.0311553 | Time: 1640.08 ms [2022-02-27 13:32:40 main:574] : INFO : Epoch 1669 | loss: 0.0311255 | val_loss: 0.0311557 | Time: 1637.62 ms [2022-02-27 13:32:42 main:574] : INFO : Epoch 1670 | loss: 0.0311266 | val_loss: 0.0311582 | Time: 1627.83 ms [2022-02-27 13:32:43 main:574] : INFO : Epoch 1671 | loss: 0.031129 | val_loss: 0.0311537 | Time: 1636.37 ms [2022-02-27 13:32:45 main:574] : INFO : Epoch 1672 | loss: 0.0311255 | val_loss: 0.0311521 | Time: 1628.47 ms [2022-02-27 13:32:46 main:574] : INFO : Epoch 1673 | loss: 0.0311245 | val_loss: 0.0311549 | Time: 1648.55 ms [2022-02-27 13:32:48 main:574] : INFO : Epoch 1674 | loss: 0.0311248 | val_loss: 0.031153 | Time: 1639.59 ms [2022-02-27 13:32:50 main:574] : INFO : Epoch 1675 | loss: 0.0311252 | val_loss: 0.031157 | Time: 1631.87 ms [2022-02-27 13:32:51 main:574] : INFO : Epoch 1676 | loss: 0.0311253 | val_loss: 0.0311591 | Time: 1628.86 ms [2022-02-27 13:32:53 main:574] : INFO : Epoch 1677 | loss: 0.0311292 | val_loss: 0.0311598 | Time: 1638.76 ms [2022-02-27 13:32:55 main:574] : INFO : Epoch 1678 | loss: 0.0311315 | val_loss: 0.0311564 | Time: 1632.23 ms [2022-02-27 13:32:56 main:574] : INFO : Epoch 1679 | loss: 0.0311307 | val_loss: 0.0311572 | Time: 1641.97 ms [2022-02-27 13:32:58 main:574] : INFO : Epoch 1680 | loss: 0.0311309 | val_loss: 0.0311542 | Time: 1640.3 ms [2022-02-27 13:33:00 main:574] : INFO : Epoch 1681 | loss: 0.0311312 | val_loss: 0.031158 | Time: 1640.89 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-27 13:34:16 main:435] : INFO : Set logging level to 1 [2022-02-27 13:34:16 main:441] : INFO : Running in BOINC Client mode [2022-02-27 13:34:16 main:444] : INFO : Resolving all filenames [2022-02-27 13:34:16 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 13:34:16 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 13:34:16 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 13:34:16 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 13:34:16 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 13:34:16 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 13:34:16 main:474] : INFO : Configuration: [2022-02-27 13:34:16 main:475] : INFO : Model type: GRU [2022-02-27 13:34:16 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 13:34:16 main:477] : INFO : Max Epochs: 2048 [2022-02-27 13:34:16 main:478] : INFO : Batch Size: 128 [2022-02-27 13:34:16 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 13:34:16 main:480] : INFO : Patience: 10 [2022-02-27 13:34:16 main:481] : INFO : Hidden Width: 12 [2022-02-27 13:34:16 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 13:34:16 main:483] : INFO : # Backend Layers: 4 [2022-02-27 13:34:16 main:484] : INFO : # Threads: 1 [2022-02-27 13:34:16 main:486] : INFO : Preparing Dataset [2022-02-27 13:34:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 13:34:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 13:34:18 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 13:34:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 13:34:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 13:34:18 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 13:34:18 main:494] : INFO : Creating Model [2022-02-27 13:34:18 main:507] : INFO : Preparing config file [2022-02-27 13:34:18 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 13:34:18 main:512] : INFO : Loading config [2022-02-27 13:34:18 main:514] : INFO : Loading state [2022-02-27 13:34:19 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 13:34:19 main:562] : INFO : Starting Training [2022-02-27 13:34:20 main:574] : INFO : Epoch 1664 | loss: 0.0311626 | val_loss: 0.03116 | Time: 1812.84 ms [2022-02-27 13:34:22 main:574] : INFO : Epoch 1665 | loss: 0.0311327 | val_loss: 0.0311538 | Time: 1620.43 ms [2022-02-27 13:34:24 main:574] : INFO : Epoch 1666 | loss: 0.0311303 | val_loss: 0.0311578 | Time: 1628.52 ms [2022-02-27 13:34:25 main:574] : INFO : Epoch 1667 | loss: 0.0311293 | val_loss: 0.0311532 | Time: 1629.13 ms [2022-02-27 13:34:27 main:574] : INFO : Epoch 1668 | loss: 0.031128 | val_loss: 0.031155 | Time: 1634.88 ms [2022-02-27 13:34:29 main:574] : INFO : Epoch 1669 | loss: 0.0311275 | val_loss: 0.031155 | Time: 1632.94 ms [2022-02-27 13:34:30 main:574] : INFO : Epoch 1670 | loss: 0.0311277 | val_loss: 0.0311554 | Time: 1626.06 ms [2022-02-27 13:34:32 main:574] : INFO : Epoch 1671 | loss: 0.0311269 | val_loss: 0.0311521 | Time: 1645.05 ms [2022-02-27 13:34:33 main:574] : INFO : Epoch 1672 | loss: 0.0311322 | val_loss: 0.0311514 | Time: 1629.3 ms [2022-02-27 13:34:35 main:574] : INFO : Epoch 1673 | loss: 0.0311331 | val_loss: 0.0311526 | Time: 1630.59 ms [2022-02-27 13:34:37 main:574] : INFO : Epoch 1674 | loss: 0.0311309 | val_loss: 0.0311575 | Time: 1641.22 ms [2022-02-27 13:34:38 main:574] : INFO : Epoch 1675 | loss: 0.0311338 | val_loss: 0.0311578 | Time: 1640.38 ms [2022-02-27 13:34:40 main:574] : INFO : Epoch 1676 | loss: 0.0311322 | val_loss: 0.0311558 | Time: 1636.74 ms [2022-02-27 13:34:42 main:574] : INFO : Epoch 1677 | loss: 0.0311308 | val_loss: 0.031158 | Time: 1630.94 ms [2022-02-27 13:34:43 main:574] : INFO : Epoch 1678 | loss: 0.031133 | val_loss: 0.0311564 | Time: 1624.12 ms [2022-02-27 13:34:45 main:574] : INFO : Epoch 1679 | loss: 0.0311329 | val_loss: 0.0311559 | Time: 1624.98 ms [2022-02-27 13:34:47 main:574] : INFO : Epoch 1680 | loss: 0.0311358 | val_loss: 0.0311551 | Time: 1641.33 ms [2022-02-27 13:34:48 main:574] : INFO : Epoch 1681 | loss: 0.031135 | val_loss: 0.0311593 | Time: 1640.58 ms [2022-02-27 13:34:50 main:574] : INFO : Epoch 1682 | loss: 0.0311366 | val_loss: 0.0311618 | Time: 1626.61 ms [2022-02-27 13:34:51 main:574] : INFO : Epoch 1683 | loss: 0.0311356 | val_loss: 0.0311551 | Time: 1628.19 ms [2022-02-27 13:34:53 main:574] : INFO : Epoch 1684 | loss: 0.0311322 | val_loss: 0.0311532 | Time: 1629.54 ms [2022-02-27 13:34:55 main:574] : INFO : Epoch 1685 | loss: 0.0311323 | val_loss: 0.0311571 | Time: 1631.43 ms [2022-02-27 13:34:56 main:574] : INFO : Epoch 1686 | loss: 0.0311313 | val_loss: 0.0311579 | Time: 1637.19 ms [2022-02-27 13:34:58 main:574] : INFO : Epoch 1687 | loss: 0.0311316 | val_loss: 0.0311604 | Time: 1650.73 ms [2022-02-27 13:35:00 main:574] : INFO : Epoch 1688 | loss: 0.0311301 | val_loss: 0.0311583 | Time: 1629.08 ms [2022-02-27 13:35:01 main:574] : INFO : Epoch 1689 | loss: 0.0311312 | val_loss: 0.0311536 | Time: 1636.57 ms [2022-02-27 13:35:03 main:574] : INFO : Epoch 1690 | loss: 0.0311319 | val_loss: 0.0311574 | Time: 1630.2 ms [2022-02-27 13:35:05 main:574] : INFO : Epoch 1691 | loss: 0.0311311 | val_loss: 0.0311586 | Time: 1630.84 ms [2022-02-27 13:35:06 main:574] : INFO : Epoch 1692 | loss: 0.0311333 | val_loss: 0.0311544 | Time: 1635.42 ms [2022-02-27 13:35:08 main:574] : INFO : Epoch 1693 | loss: 0.0311387 | val_loss: 0.031154 | Time: 1638.1 ms [2022-02-27 13:35:10 main:574] : INFO : Epoch 1694 | loss: 0.0311419 | val_loss: 0.0311546 | Time: 1635.15 ms [2022-02-27 13:35:11 main:574] : INFO : Epoch 1695 | loss: 0.0311399 | val_loss: 0.0311557 | Time: 1634.85 ms [2022-02-27 13:35:13 main:574] : INFO : Epoch 1696 | loss: 0.0311398 | val_loss: 0.0311553 | Time: 1622.08 ms [2022-02-27 13:35:14 main:574] : INFO : Epoch 1697 | loss: 0.0311378 | val_loss: 0.0311596 | Time: 1634.01 ms [2022-02-27 13:35:16 main:574] : INFO : Epoch 1698 | loss: 0.0311363 | val_loss: 0.0311586 | Time: 1636.08 ms [2022-02-27 13:35:18 main:574] : INFO : Epoch 1699 | loss: 0.0311362 | val_loss: 0.0311629 | Time: 1649.13 ms [2022-02-27 13:35:19 main:574] : INFO : Epoch 1700 | loss: 0.0311365 | val_loss: 0.0311582 | Time: 1628.23 ms [2022-02-27 13:35:21 main:574] : INFO : Epoch 1701 | loss: 0.0311355 | val_loss: 0.0311584 | Time: 1640.79 ms [2022-02-27 13:35:23 main:574] : INFO : Epoch 1702 | loss: 0.0311361 | val_loss: 0.0311578 | Time: 1628.78 ms [2022-02-27 13:35:24 main:574] : INFO : Epoch 1703 | loss: 0.0311354 | val_loss: 0.0311532 | Time: 1629.82 ms [2022-02-27 13:35:26 main:574] : INFO : Epoch 1704 | loss: 0.031135 | val_loss: 0.0311538 | Time: 1633.94 ms [2022-02-27 13:35:28 main:574] : INFO : Epoch 1705 | loss: 0.0311365 | val_loss: 0.0311586 | Time: 1629.68 ms [2022-02-27 13:35:29 main:574] : INFO : Epoch 1706 | loss: 0.0311373 | val_loss: 0.0311593 | Time: 1642.78 ms [2022-02-27 13:35:31 main:574] : INFO : Epoch 1707 | loss: 0.0311346 | val_loss: 0.0311582 | Time: 1632.34 ms [2022-02-27 13:35:33 main:574] : INFO : Epoch 1708 | loss: 0.0311329 | val_loss: 0.0311565 | Time: 1634.5 ms [2022-02-27 13:35:34 main:574] : INFO : Epoch 1709 | loss: 0.0311326 | val_loss: 0.0311605 | Time: 1640.43 ms [2022-02-27 13:35:36 main:574] : INFO : Epoch 1710 | loss: 0.0311318 | val_loss: 0.0311558 | Time: 1637.28 ms [2022-02-27 13:35:37 main:574] : INFO : Epoch 1711 | loss: 0.0311311 | val_loss: 0.0311548 | Time: 1650.48 ms [2022-02-27 13:35:39 main:574] : INFO : Epoch 1712 | loss: 0.0311315 | val_loss: 0.0311545 | Time: 1643.1 ms [2022-02-27 13:35:41 main:574] : INFO : Epoch 1713 | loss: 0.0311295 | val_loss: 0.0311541 | Time: 1637.75 ms [2022-02-27 13:35:42 main:574] : INFO : Epoch 1714 | loss: 0.0311299 | val_loss: 0.0311554 | Time: 1629.62 ms [2022-02-27 13:35:44 main:574] : INFO : Epoch 1715 | loss: 0.0311291 | val_loss: 0.0311533 | Time: 1634.31 ms [2022-02-27 13:35:46 main:574] : INFO : Epoch 1716 | loss: 0.0311293 | val_loss: 0.0311548 | Time: 1636.33 ms [2022-02-27 13:35:47 main:574] : INFO : Epoch 1717 | loss: 0.0311285 | val_loss: 0.0311623 | Time: 1640.81 ms [2022-02-27 13:35:49 main:574] : INFO : Epoch 1718 | loss: 0.0311312 | val_loss: 0.0311524 | Time: 1641.6 ms [2022-02-27 13:35:51 main:574] : INFO : Epoch 1719 | loss: 0.0311318 | val_loss: 0.0311516 | Time: 1636.18 ms [2022-02-27 13:35:52 main:574] : INFO : Epoch 1720 | loss: 0.0311317 | val_loss: 0.0311553 | Time: 1629.16 ms [2022-02-27 13:35:54 main:574] : INFO : Epoch 1721 | loss: 0.0311334 | val_loss: 0.031158 | Time: 1628.26 ms [2022-02-27 13:35:56 main:574] : INFO : Epoch 1722 | loss: 0.0311345 | val_loss: 0.0311523 | Time: 1637.91 ms [2022-02-27 13:35:57 main:574] : INFO : Epoch 1723 | loss: 0.0311326 | val_loss: 0.031152 | Time: 1639.04 ms [2022-02-27 13:35:59 main:574] : INFO : Epoch 1724 | loss: 0.0311332 | val_loss: 0.0311489 | Time: 1641.67 ms [2022-02-27 13:36:00 main:574] : INFO : Epoch 1725 | loss: 0.0311315 | val_loss: 0.0311492 | Time: 1634.53 ms [2022-02-27 13:36:02 main:574] : INFO : Epoch 1726 | loss: 0.0311309 | val_loss: 0.0311524 | Time: 1635.04 ms [2022-02-27 13:36:04 main:574] : INFO : Epoch 1727 | loss: 0.0311315 | val_loss: 0.0311504 | Time: 1639.27 ms [2022-02-27 13:36:05 main:574] : INFO : Epoch 1728 | loss: 0.0311306 | val_loss: 0.0311531 | Time: 1641.26 ms [2022-02-27 13:36:07 main:574] : INFO : Epoch 1729 | loss: 0.0311307 | val_loss: 0.0311504 | Time: 1642.14 ms [2022-02-27 13:36:09 main:574] : INFO : Epoch 1730 | loss: 0.0311283 | val_loss: 0.0311511 | Time: 1635.21 ms [2022-02-27 13:36:10 main:574] : INFO : Epoch 1731 | loss: 0.031132 | val_loss: 0.0311511 | Time: 1631.55 ms [2022-02-27 13:36:12 main:574] : INFO : Epoch 1732 | loss: 0.0311343 | val_loss: 0.0311536 | Time: 1631.28 ms [2022-02-27 13:36:14 main:574] : INFO : Epoch 1733 | loss: 0.0311376 | val_loss: 0.0311562 | Time: 1629.54 ms [2022-02-27 13:36:15 main:574] : INFO : Epoch 1734 | loss: 0.0311374 | val_loss: 0.0311529 | Time: 1635.04 ms [2022-02-27 13:36:17 main:574] : INFO : Epoch 1735 | loss: 0.0311366 | val_loss: 0.0311579 | Time: 1641.89 ms [2022-02-27 13:36:19 main:574] : INFO : Epoch 1736 | loss: 0.0311393 | val_loss: 0.0311534 | Time: 1642.45 ms [2022-02-27 13:36:20 main:574] : INFO : Epoch 1737 | loss: 0.0311397 | val_loss: 0.0311581 | Time: 1627.38 ms [2022-02-27 13:36:22 main:574] : INFO : Epoch 1738 | loss: 0.031139 | val_loss: 0.0311548 | Time: 1633.02 ms [2022-02-27 13:36:23 main:574] : INFO : Epoch 1739 | loss: 0.0311366 | val_loss: 0.0311558 | Time: 1626.59 ms [2022-02-27 13:36:25 main:574] : INFO : Epoch 1740 | loss: 0.031136 | val_loss: 0.0311542 | Time: 1631.19 ms [2022-02-27 13:36:27 main:574] : INFO : Epoch 1741 | loss: 0.0311359 | val_loss: 0.031157 | Time: 1640.35 ms [2022-02-27 13:36:28 main:574] : INFO : Epoch 1742 | loss: 0.0311372 | val_loss: 0.0311612 | Time: 1643.83 ms [2022-02-27 13:36:30 main:574] : INFO : Epoch 1743 | loss: 0.0311353 | val_loss: 0.0311553 | Time: 1631.53 ms [2022-02-27 13:36:32 main:574] : INFO : Epoch 1744 | loss: 0.0311338 | val_loss: 0.0311563 | Time: 1641.17 ms [2022-02-27 13:36:33 main:574] : INFO : Epoch 1745 | loss: 0.0311344 | val_loss: 0.0311554 | Time: 1625.17 ms [2022-02-27 13:36:35 main:574] : INFO : Epoch 1746 | loss: 0.0311349 | val_loss: 0.0311539 | Time: 1628.92 ms [2022-02-27 13:36:37 main:574] : INFO : Epoch 1747 | loss: 0.0311331 | val_loss: 0.0311561 | Time: 1637.02 ms [2022-02-27 13:36:38 main:574] : INFO : Epoch 1748 | loss: 0.0311324 | val_loss: 0.0311592 | Time: 1651.47 ms [2022-02-27 13:36:40 main:574] : INFO : Epoch 1749 | loss: 0.0311332 | val_loss: 0.0311588 | Time: 1625.42 ms [2022-02-27 13:36:41 main:574] : INFO : Epoch 1750 | loss: 0.0311346 | val_loss: 0.0311647 | Time: 1640.62 ms [2022-02-27 13:36:43 main:574] : INFO : Epoch 1751 | loss: 0.031133 | val_loss: 0.0311569 | Time: 1627.57 ms [2022-02-27 13:36:45 main:574] : INFO : Epoch 1752 | loss: 0.0311322 | val_loss: 0.031155 | Time: 1633.54 ms [2022-02-27 13:36:46 main:574] : INFO : Epoch 1753 | loss: 0.0311314 | val_loss: 0.0311546 | Time: 1640.93 ms [2022-02-27 13:36:48 main:574] : INFO : Epoch 1754 | loss: 0.0311317 | val_loss: 0.0311536 | Time: 1639.88 ms [2022-02-27 13:36:50 main:574] : INFO : Epoch 1755 | loss: 0.0311343 | val_loss: 0.031154 | Time: 1633.02 ms [2022-02-27 13:36:51 main:574] : INFO : Epoch 1756 | loss: 0.0311332 | val_loss: 0.0311553 | Time: 1639.24 ms [2022-02-27 13:36:53 main:574] : INFO : Epoch 1757 | loss: 0.0311305 | val_loss: 0.0311533 | Time: 1623.14 ms [2022-02-27 13:36:55 main:574] : INFO : Epoch 1758 | loss: 0.0311303 | val_loss: 0.0311535 | Time: 1632.7 ms [2022-02-27 13:36:56 main:574] : INFO : Epoch 1759 | loss: 0.0311282 | val_loss: 0.031154 | Time: 1641.54 ms [2022-02-27 13:36:58 main:574] : INFO : Epoch 1760 | loss: 0.031132 | val_loss: 0.031157 | Time: 1632.95 ms [2022-02-27 13:37:00 main:574] : INFO : Epoch 1761 | loss: 0.0311305 | val_loss: 0.0311562 | Time: 1642.31 ms [2022-02-27 13:37:01 main:574] : INFO : Epoch 1762 | loss: 0.0311299 | val_loss: 0.0311567 | Time: 1645.73 ms [2022-02-27 13:37:03 main:574] : INFO : Epoch 1763 | loss: 0.0311297 | val_loss: 0.0311517 | Time: 1628.52 ms [2022-02-27 13:37:04 main:574] : INFO : Epoch 1764 | loss: 0.0311292 | val_loss: 0.031155 | Time: 1631.09 ms [2022-02-27 13:37:06 main:574] : INFO : Epoch 1765 | loss: 0.0311305 | val_loss: 0.0311584 | Time: 1634.16 ms [2022-02-27 13:37:08 main:574] : INFO : Epoch 1766 | loss: 0.0311303 | val_loss: 0.0311566 | Time: 1639.8 ms [2022-02-27 13:37:09 main:574] : INFO : Epoch 1767 | loss: 0.0311333 | val_loss: 0.0311563 | Time: 1636.64 ms [2022-02-27 13:37:11 main:574] : INFO : Epoch 1768 | loss: 0.0311312 | val_loss: 0.0311563 | Time: 1636.59 ms [2022-02-27 13:37:13 main:574] : INFO : Epoch 1769 | loss: 0.0311292 | val_loss: 0.0311562 | Time: 1629.59 ms [2022-02-27 13:37:14 main:574] : INFO : Epoch 1770 | loss: 0.0311311 | val_loss: 0.0311559 | Time: 1634.78 ms [2022-02-27 13:37:16 main:574] : INFO : Epoch 1771 | loss: 0.0311325 | val_loss: 0.0311603 | Time: 1636.6 ms [2022-02-27 13:37:18 main:574] : INFO : Epoch 1772 | loss: 0.0311304 | val_loss: 0.0311556 | Time: 1638.76 ms [2022-02-27 13:37:19 main:574] : INFO : Epoch 1773 | loss: 0.031131 | val_loss: 0.0311601 | Time: 1640.9 ms [2022-02-27 13:37:21 main:574] : INFO : Epoch 1774 | loss: 0.0311303 | val_loss: 0.031158 | Time: 1633.06 ms [2022-02-27 13:37:23 main:574] : INFO : Epoch 1775 | loss: 0.0311301 | val_loss: 0.0311607 | Time: 1629.5 ms [2022-02-27 13:37:24 main:574] : INFO : Epoch 1776 | loss: 0.0311308 | val_loss: 0.0311602 | Time: 1627.43 ms [2022-02-27 13:37:26 main:574] : INFO : Epoch 1777 | loss: 0.0311305 | val_loss: 0.0311569 | Time: 1630.26 ms [2022-02-27 13:37:27 main:574] : INFO : Epoch 1778 | loss: 0.0311298 | val_loss: 0.0311608 | Time: 1637.82 ms [2022-02-27 13:37:29 main:574] : INFO : Epoch 1779 | loss: 0.0311298 | val_loss: 0.0311546 | Time: 1645.65 ms [2022-02-27 13:37:31 main:574] : INFO : Epoch 1780 | loss: 0.0311311 | val_loss: 0.0311548 | Time: 1633.16 ms [2022-02-27 13:37:32 main:574] : INFO : Epoch 1781 | loss: 0.0311293 | val_loss: 0.0311587 | Time: 1636.24 ms [2022-02-27 13:37:34 main:574] : INFO : Epoch 1782 | loss: 0.0311292 | val_loss: 0.0311558 | Time: 1623.82 ms [2022-02-27 13:37:36 main:574] : INFO : Epoch 1783 | loss: 0.0311288 | val_loss: 0.0311585 | Time: 1645.91 ms [2022-02-27 13:37:37 main:574] : INFO : Epoch 1784 | loss: 0.0311296 | val_loss: 0.0311623 | Time: 1631.76 ms [2022-02-27 13:37:39 main:574] : INFO : Epoch 1785 | loss: 0.0311313 | val_loss: 0.0311619 | Time: 1649.31 ms [2022-02-27 13:37:41 main:574] : INFO : Epoch 1786 | loss: 0.0311316 | val_loss: 0.0311557 | Time: 1632.06 ms [2022-02-27 13:37:42 main:574] : INFO : Epoch 1787 | loss: 0.0311312 | val_loss: 0.0311596 | Time: 1631.98 ms [2022-02-27 13:37:44 main:574] : INFO : Epoch 1788 | loss: 0.0311319 | val_loss: 0.0311609 | Time: 1630.23 ms [2022-02-27 13:37:46 main:574] : INFO : Epoch 1789 | loss: 0.0311364 | val_loss: 0.0311586 | Time: 1637.68 ms [2022-02-27 13:37:47 main:574] : INFO : Epoch 1790 | loss: 0.0311332 | val_loss: 0.0311595 | Time: 1643.09 ms [2022-02-27 13:37:49 main:574] : INFO : Epoch 1791 | loss: 0.0311343 | val_loss: 0.0311595 | Time: 1645.39 ms [2022-02-27 13:37:50 main:574] : INFO : Epoch 1792 | loss: 0.0311311 | val_loss: 0.0311571 | Time: 1626.32 ms [2022-02-27 13:37:52 main:574] : INFO : Epoch 1793 | loss: 0.0311298 | val_loss: 0.0311574 | Time: 1633.89 ms [2022-02-27 13:37:54 main:574] : INFO : Epoch 1794 | loss: 0.0311295 | val_loss: 0.0311624 | Time: 1624.25 ms [2022-02-27 13:37:55 main:574] : INFO : Epoch 1795 | loss: 0.0311294 | val_loss: 0.0311588 | Time: 1635.62 ms [2022-02-27 13:37:57 main:574] : INFO : Epoch 1796 | loss: 0.0311301 | val_loss: 0.0311606 | Time: 1641.29 ms [2022-02-27 13:37:59 main:574] : INFO : Epoch 1797 | loss: 0.0311304 | val_loss: 0.0311545 | Time: 1640.96 ms [2022-02-27 13:38:00 main:574] : INFO : Epoch 1798 | loss: 0.0311293 | val_loss: 0.0311578 | Time: 1628.66 ms [2022-02-27 13:38:02 main:574] : INFO : Epoch 1799 | loss: 0.0311298 | val_loss: 0.0311591 | Time: 1640.84 ms [2022-02-27 13:38:04 main:574] : INFO : Epoch 1800 | loss: 0.031131 | val_loss: 0.0311628 | Time: 1629.83 ms [2022-02-27 13:38:05 main:574] : INFO : Epoch 1801 | loss: 0.031129 | val_loss: 0.0311617 | Time: 1636.35 ms [2022-02-27 13:38:07 main:574] : INFO : Epoch 1802 | loss: 0.0311316 | val_loss: 0.0311647 | Time: 1641.76 ms [2022-02-27 13:38:09 main:574] : INFO : Epoch 1803 | loss: 0.031131 | val_loss: 0.0311612 | Time: 1648.76 ms [2022-02-27 13:38:10 main:574] : INFO : Epoch 1804 | loss: 0.03113 | val_loss: 0.0311599 | Time: 1630.52 ms [2022-02-27 13:38:12 main:574] : INFO : Epoch 1805 | loss: 0.031131 | val_loss: 0.0311634 | Time: 1651.59 ms [2022-02-27 13:38:13 main:574] : INFO : Epoch 1806 | loss: 0.0311318 | val_loss: 0.0311583 | Time: 1626.24 ms [2022-02-27 13:38:15 main:574] : INFO : Epoch 1807 | loss: 0.0311325 | val_loss: 0.0311615 | Time: 1633.28 ms [2022-02-27 13:38:17 main:574] : INFO : Epoch 1808 | loss: 0.0311319 | val_loss: 0.0311611 | Time: 1643.41 ms [2022-02-27 13:38:18 main:574] : INFO : Epoch 1809 | loss: 0.0311301 | val_loss: 0.0311577 | Time: 1649.08 ms [2022-02-27 13:38:20 main:574] : INFO : Epoch 1810 | loss: 0.0311308 | val_loss: 0.031158 | Time: 1624.14 ms [2022-02-27 13:38:22 main:574] : INFO : Epoch 1811 | loss: 0.0311323 | val_loss: 0.0311591 | Time: 1639.41 ms [2022-02-27 13:38:23 main:574] : INFO : Epoch 1812 | loss: 0.0311342 | val_loss: 0.0311604 | Time: 1632.51 ms [2022-02-27 13:38:25 main:574] : INFO : Epoch 1813 | loss: 0.0311318 | val_loss: 0.0311602 | Time: 1634.38 ms [2022-02-27 13:38:27 main:574] : INFO : Epoch 1814 | loss: 0.0311301 | val_loss: 0.0311618 | Time: 1633.17 ms [2022-02-27 13:38:28 main:574] : INFO : Epoch 1815 | loss: 0.0311297 | val_loss: 0.0311584 | Time: 1645.3 ms [2022-02-27 13:38:30 main:574] : INFO : Epoch 1816 | loss: 0.0311289 | val_loss: 0.0311604 | Time: 1632.14 ms [2022-02-27 13:38:31 main:574] : INFO : Epoch 1817 | loss: 0.0311298 | val_loss: 0.0311549 | Time: 1635.47 ms [2022-02-27 13:38:33 main:574] : INFO : Epoch 1818 | loss: 0.0311283 | val_loss: 0.0311617 | Time: 1638.57 ms [2022-02-27 13:38:35 main:574] : INFO : Epoch 1819 | loss: 0.031131 | val_loss: 0.0311613 | Time: 1632.33 ms [2022-02-27 13:38:36 main:574] : INFO : Epoch 1820 | loss: 0.031131 | val_loss: 0.0311611 | Time: 1634.44 ms [2022-02-27 13:38:38 main:574] : INFO : Epoch 1821 | loss: 0.0311302 | val_loss: 0.0311589 | Time: 1639.88 ms [2022-02-27 13:38:40 main:574] : INFO : Epoch 1822 | loss: 0.0311297 | val_loss: 0.0311597 | Time: 1637.7 ms [2022-02-27 13:38:41 main:574] : INFO : Epoch 1823 | loss: 0.0311295 | val_loss: 0.0311577 | Time: 1633.2 ms [2022-02-27 13:38:43 main:574] : INFO : Epoch 1824 | loss: 0.0311277 | val_loss: 0.0311574 | Time: 1631.82 ms [2022-02-27 13:38:45 main:574] : INFO : Epoch 1825 | loss: 0.0311281 | val_loss: 0.0311597 | Time: 1633.15 ms [2022-02-27 13:38:46 main:574] : INFO : Epoch 1826 | loss: 0.0311281 | val_loss: 0.0311617 | Time: 1646.48 ms [2022-02-27 13:38:48 main:574] : INFO : Epoch 1827 | loss: 0.0311275 | val_loss: 0.0311606 | Time: 1652.52 ms [2022-02-27 13:38:50 main:574] : INFO : Epoch 1828 | loss: 0.0311276 | val_loss: 0.0311611 | Time: 1635.85 ms [2022-02-27 13:38:51 main:574] : INFO : Epoch 1829 | loss: 0.0311292 | val_loss: 0.0311575 | Time: 1631.47 ms [2022-02-27 13:38:53 main:574] : INFO : Epoch 1830 | loss: 0.0311299 | val_loss: 0.0311559 | Time: 1634.25 ms [2022-02-27 13:38:54 main:574] : INFO : Epoch 1831 | loss: 0.0311307 | val_loss: 0.0311566 | Time: 1631.09 ms [2022-02-27 13:38:56 main:574] : INFO : Epoch 1832 | loss: 0.0311301 | val_loss: 0.0311547 | Time: 1645.22 ms [2022-02-27 13:38:58 main:574] : INFO : Epoch 1833 | loss: 0.0311289 | val_loss: 0.0311558 | Time: 1634.64 ms [2022-02-27 13:38:59 main:574] : INFO : Epoch 1834 | loss: 0.0311303 | val_loss: 0.0311536 | Time: 1640.95 ms [2022-02-27 13:39:01 main:574] : INFO : Epoch 1835 | loss: 0.0311315 | val_loss: 0.0311602 | Time: 1637.67 ms [2022-02-27 13:39:03 main:574] : INFO : Epoch 1836 | loss: 0.0311305 | val_loss: 0.0311593 | Time: 1677.87 ms [2022-02-27 13:39:04 main:574] : INFO : Epoch 1837 | loss: 0.0311306 | val_loss: 0.031162 | Time: 1644.26 ms [2022-02-27 13:39:06 main:574] : INFO : Epoch 1838 | loss: 0.0311304 | val_loss: 0.0311581 | Time: 1637.38 ms [2022-02-27 13:39:08 main:574] : INFO : Epoch 1839 | loss: 0.0311283 | val_loss: 0.0311603 | Time: 1642.49 ms [2022-02-27 13:39:09 main:574] : INFO : Epoch 1840 | loss: 0.0311282 | val_loss: 0.0311564 | Time: 1640.24 ms [2022-02-27 13:39:11 main:574] : INFO : Epoch 1841 | loss: 0.0311297 | val_loss: 0.0311639 | Time: 1627.1 ms [2022-02-27 13:39:13 main:574] : INFO : Epoch 1842 | loss: 0.0311315 | val_loss: 0.0311589 | Time: 1629.42 ms [2022-02-27 13:39:14 main:574] : INFO : Epoch 1843 | loss: 0.0311349 | val_loss: 0.0311667 | Time: 1633.35 ms [2022-02-27 13:39:16 main:574] : INFO : Epoch 1844 | loss: 0.0325551 | val_loss: 0.0320624 | Time: 1647.88 ms [2022-02-27 13:39:18 main:574] : INFO : Epoch 1845 | loss: 0.0341435 | val_loss: 0.0330383 | Time: 1638.03 ms [2022-02-27 13:39:19 main:574] : INFO : Epoch 1846 | loss: 0.0319285 | val_loss: 0.0312808 | Time: 1650.18 ms [2022-02-27 13:39:21 main:574] : INFO : Epoch 1847 | loss: 0.0312548 | val_loss: 0.0312099 | Time: 1636.53 ms [2022-02-27 13:39:22 main:574] : INFO : Epoch 1848 | loss: 0.0311602 | val_loss: 0.0311713 | Time: 1637.38 ms [2022-02-27 13:39:24 main:574] : INFO : Epoch 1849 | loss: 0.0311398 | val_loss: 0.0311621 | Time: 1633.82 ms [2022-02-27 13:39:26 main:574] : INFO : Epoch 1850 | loss: 0.0311352 | val_loss: 0.0311656 | Time: 1644.14 ms [2022-02-27 13:39:27 main:574] : INFO : Epoch 1851 | loss: 0.0311364 | val_loss: 0.0311595 | Time: 1640.66 ms [2022-02-27 13:39:29 main:574] : INFO : Epoch 1852 | loss: 0.031133 | val_loss: 0.0311583 | Time: 1652.43 ms [2022-02-27 13:39:31 main:574] : INFO : Epoch 1853 | loss: 0.0311306 | val_loss: 0.031159 | Time: 1634.33 ms [2022-02-27 13:39:32 main:574] : INFO : Epoch 1854 | loss: 0.0311304 | val_loss: 0.0311595 | Time: 1651.78 ms [2022-02-27 13:39:34 main:574] : INFO : Epoch 1855 | loss: 0.0311295 | val_loss: 0.0311584 | Time: 1625.46 ms [2022-02-27 13:39:36 main:574] : INFO : Epoch 1856 | loss: 0.0311295 | val_loss: 0.0311588 | Time: 1649.07 ms [2022-02-27 13:39:37 main:574] : INFO : Epoch 1857 | loss: 0.0311364 | val_loss: 0.0311609 | Time: 1634.7 ms [2022-02-27 13:39:39 main:574] : INFO : Epoch 1858 | loss: 0.0311372 | val_loss: 0.0311604 | Time: 1643.03 ms [2022-02-27 13:39:41 main:574] : INFO : Epoch 1859 | loss: 0.0311343 | val_loss: 0.0311606 | Time: 1629.48 ms [2022-02-27 13:39:42 main:574] : INFO : Epoch 1860 | loss: 0.0311385 | val_loss: 0.0311608 | Time: 1641.98 ms [2022-02-27 13:39:44 main:574] : INFO : Epoch 1861 | loss: 0.0311407 | val_loss: 0.031162 | Time: 1628.82 ms [2022-02-27 13:39:46 main:574] : INFO : Epoch 1862 | loss: 0.0311418 | val_loss: 0.0311634 | Time: 1645.57 ms [2022-02-27 13:39:47 main:574] : INFO : Epoch 1863 | loss: 0.0311428 | val_loss: 0.03116 | Time: 1640.38 ms [2022-02-27 13:39:49 main:574] : INFO : Epoch 1864 | loss: 0.031143 | val_loss: 0.0311608 | Time: 1645.9 ms [2022-02-27 13:39:50 main:574] : INFO : Epoch 1865 | loss: 0.0311471 | val_loss: 0.0311624 | Time: 1632.17 ms [2022-02-27 13:39:52 main:574] : INFO : Epoch 1866 | loss: 0.0311511 | val_loss: 0.0311624 | Time: 1636.7 ms [2022-02-27 13:39:54 main:574] : INFO : Epoch 1867 | loss: 0.0311515 | val_loss: 0.0311654 | Time: 1631.17 ms [2022-02-27 13:39:55 main:574] : INFO : Epoch 1868 | loss: 0.0311521 | val_loss: 0.0311613 | Time: 1639.96 ms [2022-02-27 13:39:57 main:574] : INFO : Epoch 1869 | loss: 0.0311523 | val_loss: 0.0311627 | Time: 1656.14 ms [2022-02-27 13:39:59 main:574] : INFO : Epoch 1870 | loss: 0.0311512 | val_loss: 0.0311587 | Time: 1648.15 ms [2022-02-27 13:40:00 main:574] : INFO : Epoch 1871 | loss: 0.0311483 | val_loss: 0.0311568 | Time: 1629.62 ms [2022-02-27 13:40:02 main:574] : INFO : Epoch 1872 | loss: 0.0311464 | val_loss: 0.0311559 | Time: 1635.97 ms [2022-02-27 13:40:04 main:574] : INFO : Epoch 1873 | loss: 0.0311448 | val_loss: 0.0311573 | Time: 1630.82 ms [2022-02-27 13:40:05 main:574] : INFO : Epoch 1874 | loss: 0.0311448 | val_loss: 0.0311615 | Time: 1634.77 ms [2022-02-27 13:40:07 main:574] : INFO : Epoch 1875 | loss: 0.031148 | val_loss: 0.0311586 | Time: 1643.22 ms [2022-02-27 13:40:09 main:574] : INFO : Epoch 1876 | loss: 0.0311503 | val_loss: 0.0311576 | Time: 1643.89 ms [2022-02-27 13:40:10 main:574] : INFO : Epoch 1877 | loss: 0.0311491 | val_loss: 0.0311596 | Time: 1628.79 ms [2022-02-27 13:40:12 main:574] : INFO : Epoch 1878 | loss: 0.0311467 | val_loss: 0.0311609 | Time: 1644.96 ms [2022-02-27 13:40:13 main:574] : INFO : Epoch 1879 | loss: 0.0311449 | val_loss: 0.0311587 | Time: 1632.12 ms [2022-02-27 13:40:15 main:574] : INFO : Epoch 1880 | loss: 0.0311446 | val_loss: 0.0311579 | Time: 1630.89 ms [2022-02-27 13:40:17 main:574] : INFO : Epoch 1881 | loss: 0.0311441 | val_loss: 0.0311579 | Time: 1645.37 ms [2022-02-27 13:40:18 main:574] : INFO : Epoch 1882 | loss: 0.0311425 | val_loss: 0.0311588 | Time: 1637.98 ms [2022-02-27 13:40:20 main:574] : INFO : Epoch 1883 | loss: 0.0311411 | val_loss: 0.0311573 | Time: 1651.31 ms [2022-02-27 13:40:22 main:574] : INFO : Epoch 1884 | loss: 0.0311409 | val_loss: 0.0311563 | Time: 1640.77 ms [2022-02-27 13:40:23 main:574] : INFO : Epoch 1885 | loss: 0.0311418 | val_loss: 0.0311589 | Time: 1635.66 ms [2022-02-27 13:40:25 main:574] : INFO : Epoch 1886 | loss: 0.0311405 | val_loss: 0.0311569 | Time: 1630.41 ms [2022-02-27 13:40:27 main:574] : INFO : Epoch 1887 | loss: 0.0311398 | val_loss: 0.0311562 | Time: 1645.34 ms [2022-02-27 13:40:28 main:574] : INFO : Epoch 1888 | loss: 0.0311402 | val_loss: 0.031155 | Time: 1638.36 ms [2022-02-27 13:40:30 main:574] : INFO : Epoch 1889 | loss: 0.0311401 | val_loss: 0.0311556 | Time: 1646.56 ms [2022-02-27 13:40:32 main:574] : INFO : Epoch 1890 | loss: 0.0311414 | val_loss: 0.0311555 | Time: 1630.18 ms [2022-02-27 13:40:33 main:574] : INFO : Epoch 1891 | loss: 0.0311402 | val_loss: 0.0311551 | Time: 1641.46 ms [2022-02-27 13:40:35 main:574] : INFO : Epoch 1892 | loss: 0.0311407 | val_loss: 0.031156 | Time: 1638.89 ms [2022-02-27 13:40:37 main:574] : INFO : Epoch 1893 | loss: 0.03114 | val_loss: 0.031158 | Time: 1641.72 ms [2022-02-27 13:40:38 main:574] : INFO : Epoch 1894 | loss: 0.0311395 | val_loss: 0.0311562 | Time: 1664.75 ms [2022-02-27 13:40:40 main:574] : INFO : Epoch 1895 | loss: 0.0311393 | val_loss: 0.0311561 | Time: 1637.19 ms [2022-02-27 13:40:41 main:574] : INFO : Epoch 1896 | loss: 0.03114 | val_loss: 0.0311537 | Time: 1627.86 ms [2022-02-27 13:40:43 main:574] : INFO : Epoch 1897 | loss: 0.0311399 | val_loss: 0.0311563 | Time: 1635.9 ms [2022-02-27 13:40:45 main:574] : INFO : Epoch 1898 | loss: 0.031139 | val_loss: 0.0311548 | Time: 1638.11 ms [2022-02-27 13:40:46 main:574] : INFO : Epoch 1899 | loss: 0.0311391 | val_loss: 0.0311557 | Time: 1640.74 ms [2022-02-27 13:40:48 main:574] : INFO : Epoch 1900 | loss: 0.0311374 | val_loss: 0.0311539 | Time: 1634.37 ms [2022-02-27 13:40:50 main:574] : INFO : Epoch 1901 | loss: 0.0311368 | val_loss: 0.0311557 | Time: 1640.34 ms [2022-02-27 13:40:51 main:574] : INFO : Epoch 1902 | loss: 0.0311365 | val_loss: 0.0311552 | Time: 1634.67 ms [2022-02-27 13:40:53 main:574] : INFO : Epoch 1903 | loss: 0.0311363 | val_loss: 0.0311563 | Time: 1638.87 ms [2022-02-27 13:40:55 main:574] : INFO : Epoch 1904 | loss: 0.0311377 | val_loss: 0.0311561 | Time: 1632.89 ms [2022-02-27 13:40:56 main:574] : INFO : Epoch 1905 | loss: 0.0311395 | val_loss: 0.0311565 | Time: 1646.76 ms [2022-02-27 13:40:58 main:574] : INFO : Epoch 1906 | loss: 0.0311395 | val_loss: 0.0311587 | Time: 1641.1 ms [2022-02-27 13:41:00 main:574] : INFO : Epoch 1907 | loss: 0.0311381 | val_loss: 0.031161 | Time: 1637.77 ms [2022-02-27 13:41:01 main:574] : INFO : Epoch 1908 | loss: 0.0311376 | val_loss: 0.0311621 | Time: 1627.55 ms [2022-02-27 13:41:03 main:574] : INFO : Epoch 1909 | loss: 0.0311373 | val_loss: 0.0311611 | Time: 1638.92 ms [2022-02-27 13:41:04 main:574] : INFO : Epoch 1910 | loss: 0.031137 | val_loss: 0.0311611 | Time: 1634.13 ms [2022-02-27 13:41:06 main:574] : INFO : Epoch 1911 | loss: 0.0311384 | val_loss: 0.0311602 | Time: 1642.62 ms [2022-02-27 13:41:08 main:574] : INFO : Epoch 1912 | loss: 0.0311394 | val_loss: 0.0311611 | Time: 1630.44 ms [2022-02-27 13:41:09 main:574] : INFO : Epoch 1913 | loss: 0.031138 | val_loss: 0.0311602 | Time: 1649.03 ms [2022-02-27 13:41:11 main:574] : INFO : Epoch 1914 | loss: 0.0311384 | val_loss: 0.0311571 | Time: 1633.16 ms [2022-02-27 13:41:13 main:574] : INFO : Epoch 1915 | loss: 0.0311389 | val_loss: 0.0311609 | Time: 1630.99 ms [2022-02-27 13:41:14 main:574] : INFO : Epoch 1916 | loss: 0.0311392 | val_loss: 0.0311605 | Time: 1626.17 ms [2022-02-27 13:41:16 main:574] : INFO : Epoch 1917 | loss: 0.0311379 | val_loss: 0.03116 | Time: 1646.16 ms [2022-02-27 13:41:18 main:574] : INFO : Epoch 1918 | loss: 0.0311386 | val_loss: 0.0311602 | Time: 1640.08 ms [2022-02-27 13:41:19 main:574] : INFO : Epoch 1919 | loss: 0.0311373 | val_loss: 0.0311597 | Time: 1641.88 ms [2022-02-27 13:41:21 main:574] : INFO : Epoch 1920 | loss: 0.0311376 | val_loss: 0.0311572 | Time: 1636.06 ms [2022-02-27 13:41:23 main:574] : INFO : Epoch 1921 | loss: 0.031138 | val_loss: 0.0311616 | Time: 1643.44 ms [2022-02-27 13:41:24 main:574] : INFO : Epoch 1922 | loss: 0.0311376 | val_loss: 0.0311602 | Time: 1627.62 ms [2022-02-27 13:41:26 main:574] : INFO : Epoch 1923 | loss: 0.0311377 | val_loss: 0.031157 | Time: 1636.2 ms [2022-02-27 13:41:27 main:574] : INFO : Epoch 1924 | loss: 0.031136 | val_loss: 0.031155 | Time: 1636.25 ms [2022-02-27 13:41:29 main:574] : INFO : Epoch 1925 | loss: 0.0311341 | val_loss: 0.0311561 | Time: 1653.62 ms [2022-02-27 13:41:31 main:574] : INFO : Epoch 1926 | loss: 0.031135 | val_loss: 0.0311571 | Time: 1629.05 ms [2022-02-27 13:41:32 main:574] : INFO : Epoch 1927 | loss: 0.0311409 | val_loss: 0.0311551 | Time: 1652.21 ms [2022-02-27 13:41:34 main:574] : INFO : Epoch 1928 | loss: 0.0311405 | val_loss: 0.0311562 | Time: 1641.31 ms [2022-02-27 13:41:36 main:574] : INFO : Epoch 1929 | loss: 0.031141 | val_loss: 0.0311552 | Time: 1642.12 ms [2022-02-27 13:41:37 main:574] : INFO : Epoch 1930 | loss: 0.031141 | val_loss: 0.0311545 | Time: 1637.08 ms [2022-02-27 13:41:39 main:574] : INFO : Epoch 1931 | loss: 0.0311405 | val_loss: 0.031156 | Time: 1641.88 ms [2022-02-27 13:41:41 main:574] : INFO : Epoch 1932 | loss: 0.0311414 | val_loss: 0.0311536 | Time: 1638.35 ms [2022-02-27 13:41:42 main:574] : INFO : Epoch 1933 | loss: 0.03114 | val_loss: 0.0311545 | Time: 1630.14 ms [2022-02-27 13:41:44 main:574] : INFO : Epoch 1934 | loss: 0.0311383 | val_loss: 0.0311583 | Time: 1631.53 ms [2022-02-27 13:41:46 main:574] : INFO : Epoch 1935 | loss: 0.0311404 | val_loss: 0.031158 | Time: 1637.84 ms [2022-02-27 13:41:47 main:574] : INFO : Epoch 1936 | loss: 0.0311395 | val_loss: 0.0311574 | Time: 1659.62 ms [2022-02-27 13:41:49 main:574] : INFO : Epoch 1937 | loss: 0.0311402 | val_loss: 0.0311578 | Time: 1640.14 ms [2022-02-27 13:41:51 main:574] : INFO : Epoch 1938 | loss: 0.0311404 | val_loss: 0.0311603 | Time: 1631.07 ms [2022-02-27 13:41:52 main:574] : INFO : Epoch 1939 | loss: 0.031139 | val_loss: 0.0311548 | Time: 1630.76 ms [2022-02-27 13:41:54 main:574] : INFO : Epoch 1940 | loss: 0.0311384 | val_loss: 0.0311545 | Time: 1632.59 ms [2022-02-27 13:41:55 main:574] : INFO : Epoch 1941 | loss: 0.0311376 | val_loss: 0.0311566 | Time: 1633.09 ms [2022-02-27 13:41:57 main:574] : INFO : Epoch 1942 | loss: 0.0311363 | val_loss: 0.031155 | Time: 1643.49 ms [2022-02-27 13:41:59 main:574] : INFO : Epoch 1943 | loss: 0.0311377 | val_loss: 0.031157 | Time: 1648 ms [2022-02-27 13:42:00 main:574] : INFO : Epoch 1944 | loss: 0.0311372 | val_loss: 0.0311539 | Time: 1630.25 ms [2022-02-27 13:42:02 main:574] : INFO : Epoch 1945 | loss: 0.031137 | val_loss: 0.0311535 | Time: 1633.9 ms [2022-02-27 13:42:04 main:574] : INFO : Epoch 1946 | loss: 0.0311359 | val_loss: 0.0311557 | Time: 1639.31 ms [2022-02-27 13:42:05 main:574] : INFO : Epoch 1947 | loss: 0.0311351 | val_loss: 0.0311571 | Time: 1632.42 ms [2022-02-27 13:42:07 main:574] : INFO : Epoch 1948 | loss: 0.0311346 | val_loss: 0.0311579 | Time: 1645.05 ms [2022-02-27 13:42:09 main:574] : INFO : Epoch 1949 | loss: 0.0311431 | val_loss: 0.031164 | Time: 1645.31 ms [2022-02-27 13:42:10 main:574] : INFO : Epoch 1950 | loss: 0.0311497 | val_loss: 0.0311605 | Time: 1642.48 ms [2022-02-27 13:42:12 main:574] : INFO : Epoch 1951 | loss: 0.0311482 | val_loss: 0.0311587 | Time: 1633.27 ms [2022-02-27 13:42:14 main:574] : INFO : Epoch 1952 | loss: 0.0311467 | val_loss: 0.0311593 | Time: 1639.42 ms [2022-02-27 13:42:15 main:574] : INFO : Epoch 1953 | loss: 0.031144 | val_loss: 0.0311599 | Time: 1629.99 ms [2022-02-27 13:42:17 main:574] : INFO : Epoch 1954 | loss: 0.0311427 | val_loss: 0.0311579 | Time: 1648.39 ms [2022-02-27 13:42:18 main:574] : INFO : Epoch 1955 | loss: 0.0311431 | val_loss: 0.0311559 | Time: 1634.17 ms [2022-02-27 13:42:20 main:574] : INFO : Epoch 1956 | loss: 0.0311421 | val_loss: 0.0311573 | Time: 1648.52 ms [2022-02-27 13:42:22 main:574] : INFO : Epoch 1957 | loss: 0.0311413 | val_loss: 0.031157 | Time: 1644.31 ms [2022-02-27 13:42:23 main:574] : INFO : Epoch 1958 | loss: 0.0311407 | val_loss: 0.0311579 | Time: 1641.48 ms [2022-02-27 13:42:25 main:574] : INFO : Epoch 1959 | loss: 0.0311391 | val_loss: 0.0311575 | Time: 1631.29 ms [2022-02-27 13:42:27 main:574] : INFO : Epoch 1960 | loss: 0.0311401 | val_loss: 0.031158 | Time: 1646.66 ms [2022-02-27 13:42:28 main:574] : INFO : Epoch 1961 | loss: 0.0311392 | val_loss: 0.0311582 | Time: 1636.91 ms [2022-02-27 13:42:30 main:574] : INFO : Epoch 1962 | loss: 0.0311396 | val_loss: 0.0311594 | Time: 1647.45 ms [2022-02-27 13:42:32 main:574] : INFO : Epoch 1963 | loss: 0.0311392 | val_loss: 0.0311569 | Time: 1634.01 ms [2022-02-27 13:42:33 main:574] : INFO : Epoch 1964 | loss: 0.0311398 | val_loss: 0.0311573 | Time: 1637.25 ms [2022-02-27 13:42:35 main:574] : INFO : Epoch 1965 | loss: 0.0311403 | val_loss: 0.0311593 | Time: 1627.3 ms [2022-02-27 13:42:37 main:574] : INFO : Epoch 1966 | loss: 0.0311414 | val_loss: 0.0311589 | Time: 1643.15 ms [2022-02-27 13:42:38 main:574] : INFO : Epoch 1967 | loss: 0.031139 | val_loss: 0.0311592 | Time: 1641.97 ms [2022-02-27 13:42:40 main:574] : INFO : Epoch 1968 | loss: 0.0311385 | val_loss: 0.0311582 | Time: 1638.17 ms [2022-02-27 13:42:42 main:574] : INFO : Epoch 1969 | loss: 0.0311374 | val_loss: 0.0311579 | Time: 1632.79 ms [2022-02-27 13:42:43 main:574] : INFO : Epoch 1970 | loss: 0.0311357 | val_loss: 0.0311584 | Time: 1635.7 ms [2022-02-27 13:42:45 main:574] : INFO : Epoch 1971 | loss: 0.031135 | val_loss: 0.0311583 | Time: 1628.5 ms [2022-02-27 13:42:46 main:574] : INFO : Epoch 1972 | loss: 0.0311354 | val_loss: 0.0311585 | Time: 1640.36 ms [2022-02-27 13:42:48 main:574] : INFO : Epoch 1973 | loss: 0.0311343 | val_loss: 0.0311561 | Time: 1642.43 ms [2022-02-27 13:42:50 main:574] : INFO : Epoch 1974 | loss: 0.0311347 | val_loss: 0.0311562 | Time: 1647.1 ms [2022-02-27 13:42:51 main:574] : INFO : Epoch 1975 | loss: 0.031136 | val_loss: 0.0311584 | Time: 1627.58 ms [2022-02-27 13:42:53 main:574] : INFO : Epoch 1976 | loss: 0.0311372 | val_loss: 0.0311575 | Time: 1637.79 ms [2022-02-27 13:42:55 main:574] : INFO : Epoch 1977 | loss: 0.0311364 | val_loss: 0.0311617 | Time: 1634.8 ms [2022-02-27 13:42:56 main:574] : INFO : Epoch 1978 | loss: 0.031135 | val_loss: 0.0311592 | Time: 1645.5 ms [2022-02-27 13:42:58 main:574] : INFO : Epoch 1979 | loss: 0.0311333 | val_loss: 0.0311581 | Time: 1630.62 ms [2022-02-27 13:43:00 main:574] : INFO : Epoch 1980 | loss: 0.0311324 | val_loss: 0.0311599 | Time: 1644.29 ms [2022-02-27 13:43:01 main:574] : INFO : Epoch 1981 | loss: 0.0311332 | val_loss: 0.031158 | Time: 1634.96 ms [2022-02-27 13:43:03 main:574] : INFO : Epoch 1982 | loss: 0.0311327 | val_loss: 0.0311578 | Time: 1638.86 ms [2022-02-27 13:43:05 main:574] : INFO : Epoch 1983 | loss: 0.0311324 | val_loss: 0.0311562 | Time: 1628.75 ms [2022-02-27 13:43:06 main:574] : INFO : Epoch 1984 | loss: 0.0311321 | val_loss: 0.0311573 | Time: 1631.97 ms [2022-02-27 13:43:08 main:574] : INFO : Epoch 1985 | loss: 0.0311324 | val_loss: 0.0311575 | Time: 1644.99 ms [2022-02-27 13:43:09 main:574] : INFO : Epoch 1986 | loss: 0.0311329 | val_loss: 0.0311589 | Time: 1642.42 ms [2022-02-27 13:43:11 main:574] : INFO : Epoch 1987 | loss: 0.0311324 | val_loss: 0.031158 | Time: 1644.83 ms [2022-02-27 13:43:13 main:574] : INFO : Epoch 1988 | loss: 0.0311359 | val_loss: 0.0311615 | Time: 1635.04 ms [2022-02-27 13:43:14 main:574] : INFO : Epoch 1989 | loss: 0.0311364 | val_loss: 0.0311595 | Time: 1633.26 ms [2022-02-27 13:43:16 main:574] : INFO : Epoch 1990 | loss: 0.0311392 | val_loss: 0.0311584 | Time: 1638.92 ms [2022-02-27 13:43:18 main:574] : INFO : Epoch 1991 | loss: 0.0311427 | val_loss: 0.0311567 | Time: 1651.44 ms [2022-02-27 13:43:19 main:574] : INFO : Epoch 1992 | loss: 0.0311442 | val_loss: 0.0311578 | Time: 1652.22 ms [2022-02-27 13:43:21 main:574] : INFO : Epoch 1993 | loss: 0.0311422 | val_loss: 0.0311577 | Time: 1632.26 ms [2022-02-27 13:43:23 main:574] : INFO : Epoch 1994 | loss: 0.0311428 | val_loss: 0.0311575 | Time: 1636.94 ms [2022-02-27 13:43:24 main:574] : INFO : Epoch 1995 | loss: 0.0311421 | val_loss: 0.0311564 | Time: 1629.65 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970) [2022-02-27 13:44:21 main:435] : INFO : Set logging level to 1 [2022-02-27 13:44:21 main:441] : INFO : Running in BOINC Client mode [2022-02-27 13:44:21 main:444] : INFO : Resolving all filenames [2022-02-27 13:44:21 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-27 13:44:21 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-27 13:44:21 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-27 13:44:21 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-27 13:44:21 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-27 13:44:21 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-27 13:44:21 main:474] : INFO : Configuration: [2022-02-27 13:44:21 main:475] : INFO : Model type: GRU [2022-02-27 13:44:21 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-27 13:44:21 main:477] : INFO : Max Epochs: 2048 [2022-02-27 13:44:21 main:478] : INFO : Batch Size: 128 [2022-02-27 13:44:21 main:479] : INFO : Learning Rate: 0.01 [2022-02-27 13:44:21 main:480] : INFO : Patience: 10 [2022-02-27 13:44:21 main:481] : INFO : Hidden Width: 12 [2022-02-27 13:44:21 main:482] : INFO : # Recurrent Layers: 4 [2022-02-27 13:44:21 main:483] : INFO : # Backend Layers: 4 [2022-02-27 13:44:21 main:484] : INFO : # Threads: 1 [2022-02-27 13:44:21 main:486] : INFO : Preparing Dataset [2022-02-27 13:44:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-27 13:44:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-27 13:44:23 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-27 13:44:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-27 13:44:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-27 13:44:23 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-27 13:44:23 main:494] : INFO : Creating Model [2022-02-27 13:44:23 main:507] : INFO : Preparing config file [2022-02-27 13:44:23 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-27 13:44:23 main:512] : INFO : Loading config [2022-02-27 13:44:23 main:514] : INFO : Loading state [2022-02-27 13:44:24 main:559] : INFO : Loading DataLoader into Memory [2022-02-27 13:44:24 main:562] : INFO : Starting Training [2022-02-27 13:44:25 main:574] : INFO : Epoch 1983 | loss: 0.0315086 | val_loss: 0.0312314 | Time: 1829.76 ms [2022-02-27 13:44:27 main:574] : INFO : Epoch 1984 | loss: 0.0311784 | val_loss: 0.0311702 | Time: 1625.21 ms [2022-02-27 13:44:29 main:574] : INFO : Epoch 1985 | loss: 0.0311446 | val_loss: 0.031158 | Time: 1628.91 ms [2022-02-27 13:44:30 main:574] : INFO : Epoch 1986 | loss: 0.0311399 | val_loss: 0.0311591 | Time: 1636.1 ms [2022-02-27 13:44:32 main:574] : INFO : Epoch 1987 | loss: 0.031138 | val_loss: 0.0311577 | Time: 1636.05 ms [2022-02-27 13:44:34 main:574] : INFO : Epoch 1988 | loss: 0.0311376 | val_loss: 0.0311577 | Time: 1632.81 ms [2022-02-27 13:44:35 main:574] : INFO : Epoch 1989 | loss: 0.031137 | val_loss: 0.0311574 | Time: 1622.61 ms [2022-02-27 13:44:37 main:574] : INFO : Epoch 1990 | loss: 0.0311379 | val_loss: 0.0311561 | Time: 1637.34 ms [2022-02-27 13:44:38 main:574] : INFO : Epoch 1991 | loss: 0.0311367 | val_loss: 0.0311591 | Time: 1633.72 ms [2022-02-27 13:44:40 main:574] : INFO : Epoch 1992 | loss: 0.0311388 | val_loss: 0.0311605 | Time: 1642.83 ms [2022-02-27 13:44:42 main:574] : INFO : Epoch 1993 | loss: 0.0311375 | val_loss: 0.03116 | Time: 1627.2 ms [2022-02-27 13:44:43 main:574] : INFO : Epoch 1994 | loss: 0.0311357 | val_loss: 0.0311585 | Time: 1633.46 ms [2022-02-27 13:44:45 main:574] : INFO : Epoch 1995 | loss: 0.0311375 | val_loss: 0.0311555 | Time: 1630.66 ms [2022-02-27 13:44:47 main:574] : INFO : Epoch 1996 | loss: 0.0311359 | val_loss: 0.0311566 | Time: 1637.33 ms [2022-02-27 13:44:48 main:574] : INFO : Epoch 1997 | loss: 0.0311356 | val_loss: 0.0311595 | Time: 1641.4 ms [2022-02-27 13:44:50 main:574] : INFO : Epoch 1998 | loss: 0.0311351 | val_loss: 0.031159 | Time: 1629.98 ms [2022-02-27 13:44:52 main:574] : INFO : Epoch 1999 | loss: 0.0311356 | val_loss: 0.0311583 | Time: 1634.49 ms [2022-02-27 13:44:53 main:574] : INFO : Epoch 2000 | loss: 0.0311348 | val_loss: 0.0311618 | Time: 1631.44 ms [2022-02-27 13:44:55 main:574] : INFO : Epoch 2001 | loss: 0.0311339 | val_loss: 0.0311562 | Time: 1623.44 ms [2022-02-27 13:44:57 main:574] : INFO : Epoch 2002 | loss: 0.0311333 | val_loss: 0.0311572 | Time: 1634.5 ms [2022-02-27 13:44:58 main:574] : INFO : Epoch 2003 | loss: 0.0311335 | val_loss: 0.0311583 | Time: 1632.44 ms [2022-02-27 13:45:00 main:574] : INFO : Epoch 2004 | loss: 0.0311349 | val_loss: 0.0311608 | Time: 1642.35 ms [2022-02-27 13:45:01 main:574] : INFO : Epoch 2005 | loss: 0.03114 | val_loss: 0.0311591 | Time: 1632.82 ms [2022-02-27 13:45:03 main:574] : INFO : Epoch 2006 | loss: 0.0311393 | val_loss: 0.0311569 | Time: 1630.69 ms [2022-02-27 13:45:05 main:574] : INFO : Epoch 2007 | loss: 0.0311391 | val_loss: 0.031159 | Time: 1630.92 ms [2022-02-27 13:45:06 main:574] : INFO : Epoch 2008 | loss: 0.0311401 | val_loss: 0.0311636 | Time: 1634.95 ms [2022-02-27 13:45:08 main:574] : INFO : Epoch 2009 | loss: 0.0311441 | val_loss: 0.0311589 | Time: 1635.42 ms [2022-02-27 13:45:10 main:574] : INFO : Epoch 2010 | loss: 0.0311392 | val_loss: 0.0311574 | Time: 1636.46 ms [2022-02-27 13:45:11 main:574] : INFO : Epoch 2011 | loss: 0.0311377 | val_loss: 0.0311584 | Time: 1648.4 ms [2022-02-27 13:45:13 main:574] : INFO : Epoch 2012 | loss: 0.0311389 | val_loss: 0.031161 | Time: 1631.74 ms [2022-02-27 13:45:15 main:574] : INFO : Epoch 2013 | loss: 0.0311391 | val_loss: 0.03116 | Time: 1636.5 ms [2022-02-27 13:45:16 main:574] : INFO : Epoch 2014 | loss: 0.031138 | val_loss: 0.0311586 | Time: 1634.68 ms [2022-02-27 13:45:18 main:574] : INFO : Epoch 2015 | loss: 0.0311383 | val_loss: 0.0311583 | Time: 1641.54 ms [2022-02-27 13:45:20 main:574] : INFO : Epoch 2016 | loss: 0.0311361 | val_loss: 0.0311595 | Time: 1638.65 ms [2022-02-27 13:45:21 main:574] : INFO : Epoch 2017 | loss: 0.0311353 | val_loss: 0.0311609 | Time: 1633.51 ms [2022-02-27 13:45:23 main:574] : INFO : Epoch 2018 | loss: 0.0311356 | val_loss: 0.0311619 | Time: 1627.56 ms [2022-02-27 13:45:24 main:574] : INFO : Epoch 2019 | loss: 0.0311364 | val_loss: 0.0311608 | Time: 1636.41 ms [2022-02-27 13:45:26 main:574] : INFO : Epoch 2020 | loss: 0.0311369 | val_loss: 0.0311616 | Time: 1634.02 ms [2022-02-27 13:45:28 main:574] : INFO : Epoch 2021 | loss: 0.0311352 | val_loss: 0.0311619 | Time: 1636.3 ms [2022-02-27 13:45:29 main:574] : INFO : Epoch 2022 | loss: 0.0311357 | val_loss: 0.0311589 | Time: 1637.3 ms [2022-02-27 13:45:31 main:574] : INFO : Epoch 2023 | loss: 0.0311355 | val_loss: 0.0311566 | Time: 1635.52 ms [2022-02-27 13:45:33 main:574] : INFO : Epoch 2024 | loss: 0.0311343 | val_loss: 0.0311545 | Time: 1626.52 ms [2022-02-27 13:45:34 main:574] : INFO : Epoch 2025 | loss: 0.0311381 | val_loss: 0.0311569 | Time: 1632.44 ms [2022-02-27 13:45:36 main:574] : INFO : Epoch 2026 | loss: 0.0311434 | val_loss: 0.0311599 | Time: 1627.59 ms [2022-02-27 13:45:38 main:574] : INFO : Epoch 2027 | loss: 0.0311436 | val_loss: 0.0311591 | Time: 1644.63 ms [2022-02-27 13:45:39 main:574] : INFO : Epoch 2028 | loss: 0.0311398 | val_loss: 0.031158 | Time: 1633.65 ms [2022-02-27 13:45:41 main:574] : INFO : Epoch 2029 | loss: 0.0311372 | val_loss: 0.0311552 | Time: 1635.34 ms [2022-02-27 13:45:42 main:574] : INFO : Epoch 2030 | loss: 0.0311421 | val_loss: 0.0311569 | Time: 1617.82 ms [2022-02-27 13:45:44 main:574] : INFO : Epoch 2031 | loss: 0.0311396 | val_loss: 0.0311548 | Time: 1637.86 ms [2022-02-27 13:45:46 main:574] : INFO : Epoch 2032 | loss: 0.031137 | val_loss: 0.0311564 | Time: 1626.34 ms [2022-02-27 13:45:47 main:574] : INFO : Epoch 2033 | loss: 0.0311359 | val_loss: 0.0311558 | Time: 1645.73 ms [2022-02-27 13:45:49 main:574] : INFO : Epoch 2034 | loss: 0.0311356 | val_loss: 0.0311545 | Time: 1638.83 ms [2022-02-27 13:45:51 main:574] : INFO : Epoch 2035 | loss: 0.0311358 | val_loss: 0.0311575 | Time: 1636.81 ms [2022-02-27 13:45:52 main:574] : INFO : Epoch 2036 | loss: 0.0311344 | val_loss: 0.0311596 | Time: 1623.91 ms [2022-02-27 13:45:54 main:574] : INFO : Epoch 2037 | loss: 0.0311341 | val_loss: 0.0311557 | Time: 1638.35 ms [2022-02-27 13:45:56 main:574] : INFO : Epoch 2038 | loss: 0.0311362 | val_loss: 0.0311557 | Time: 1622.9 ms [2022-02-27 13:45:57 main:574] : INFO : Epoch 2039 | loss: 0.0311358 | val_loss: 0.0311592 | Time: 1644.52 ms [2022-02-27 13:45:59 main:574] : INFO : Epoch 2040 | loss: 0.0311351 | val_loss: 0.0311555 | Time: 1635.9 ms [2022-02-27 13:46:00 main:574] : INFO : Epoch 2041 | loss: 0.0311327 | val_loss: 0.0311554 | Time: 1628.2 ms [2022-02-27 13:46:02 main:574] : INFO : Epoch 2042 | loss: 0.0311333 | val_loss: 0.0311556 | Time: 1634.64 ms [2022-02-27 13:46:04 main:574] : INFO : Epoch 2043 | loss: 0.0311318 | val_loss: 0.0311597 | Time: 1636.61 ms [2022-02-27 13:46:05 main:574] : INFO : Epoch 2044 | loss: 0.0311338 | val_loss: 0.0311569 | Time: 1628.35 ms [2022-02-27 13:46:07 main:574] : INFO : Epoch 2045 | loss: 0.0311341 | val_loss: 0.0311552 | Time: 1641.98 ms [2022-02-27 13:46:09 main:574] : INFO : Epoch 2046 | loss: 0.031133 | val_loss: 0.0311548 | Time: 1640.47 ms [2022-02-27 13:46:10 main:574] : INFO : Epoch 2047 | loss: 0.0311329 | val_loss: 0.0311572 | Time: 1650.14 ms [2022-02-27 13:46:12 main:574] : INFO : Epoch 2048 | loss: 0.0311326 | val_loss: 0.0311575 | Time: 1623.26 ms [2022-02-27 13:46:12 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311575 [2022-02-27 13:46:12 main:603] : INFO : Saving end state to config to file [2022-02-27 13:46:12 main:608] : INFO : Success, exiting.. 13:46:12 (18556): 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)