Task 12054732
| Name | ParityModified-1639953008-21856-3-0_1 |
| Workunit | 8752535 |
| Created | 25 Feb 2022, 16:06:27 UTC |
| Sent | 25 Feb 2022, 17:02:44 UTC |
| Report deadline | 5 Mar 2022, 17:02:44 UTC |
| Received | 27 Feb 2022, 2:32:27 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17116 |
| Run time | 50 min 22 sec |
| CPU time | 49 min 7 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,205.27 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.66 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> .94 ms [2022-02-26 19:12:46 main:574] : INFO : Epoch 1625 | loss: 0.031128 | val_loss: 0.0311525 | Time: 1388.63 ms [2022-02-26 19:12:48 main:574] : INFO : Epoch 1626 | loss: 0.0311307 | val_loss: 0.0311466 | Time: 1397.35 ms [2022-02-26 19:12:49 main:574] : INFO : Epoch 1627 | loss: 0.0311303 | val_loss: 0.0311436 | Time: 1386.65 ms [2022-02-26 19:12:50 main:574] : INFO : Epoch 1628 | loss: 0.031131 | val_loss: 0.0311475 | Time: 1390.43 ms [2022-02-26 19:12:52 main:574] : INFO : Epoch 1629 | loss: 0.03113 | val_loss: 0.0311433 | Time: 1387.14 ms [2022-02-26 19:12:53 main:574] : INFO : Epoch 1630 | loss: 0.0311296 | val_loss: 0.0311424 | Time: 1390.89 ms [2022-02-26 19:12:55 main:574] : INFO : Epoch 1631 | loss: 0.0311292 | val_loss: 0.0311438 | Time: 1387.49 ms [2022-02-26 19:12:56 main:574] : INFO : Epoch 1632 | loss: 0.0311274 | val_loss: 0.031143 | Time: 1386.99 ms [2022-02-26 19:12:57 main:574] : INFO : Epoch 1633 | loss: 0.0311277 | val_loss: 0.0311475 | Time: 1381.06 ms [2022-02-26 19:12:59 main:574] : INFO : Epoch 1634 | loss: 0.0311283 | val_loss: 0.0311457 | Time: 1388.49 ms [2022-02-26 19:13:00 main:574] : INFO : Epoch 1635 | loss: 0.0311283 | val_loss: 0.0311414 | Time: 1387.6 ms [2022-02-26 19:13:01 main:574] : INFO : Epoch 1636 | loss: 0.0311283 | val_loss: 0.0311442 | Time: 1379.11 ms [2022-02-26 19:13:03 main:574] : INFO : Epoch 1637 | loss: 0.0311275 | val_loss: 0.0311455 | Time: 1389.88 ms [2022-02-26 19:13:04 main:574] : INFO : Epoch 1638 | loss: 0.0311273 | val_loss: 0.0311497 | Time: 1389.7 ms [2022-02-26 19:13:06 main:574] : INFO : Epoch 1639 | loss: 0.0311266 | val_loss: 0.0311512 | Time: 1388.39 ms [2022-02-26 19:13:07 main:574] : INFO : Epoch 1640 | loss: 0.031128 | val_loss: 0.0311452 | Time: 1384.19 ms [2022-02-26 19:13:08 main:574] : INFO : Epoch 1641 | loss: 0.0311253 | val_loss: 0.0311496 | Time: 1388.22 ms [2022-02-26 19:13:10 main:574] : INFO : Epoch 1642 | loss: 0.031128 | val_loss: 0.031145 | Time: 1388.51 ms [2022-02-26 19:13:11 main:574] : INFO : Epoch 1643 | loss: 0.0311265 | val_loss: 0.0311461 | Time: 1378.26 ms [2022-02-26 19:13:13 main:574] : INFO : Epoch 1644 | loss: 0.031125 | val_loss: 0.0311452 | Time: 1394.18 ms [2022-02-26 19:13:14 main:574] : INFO : Epoch 1645 | loss: 0.0311233 | val_loss: 0.0311508 | Time: 1388.8 ms [2022-02-26 19:13:15 main:574] : INFO : Epoch 1646 | loss: 0.0311244 | val_loss: 0.0311469 | Time: 1377.23 ms [2022-02-26 19:13:17 main:574] : INFO : Epoch 1647 | loss: 0.031128 | val_loss: 0.0311513 | Time: 1388.56 ms [2022-02-26 19:13:18 main:574] : INFO : Epoch 1648 | loss: 0.0311278 | val_loss: 0.0311449 | Time: 1387.14 ms [2022-02-26 19:13:20 main:574] : INFO : Epoch 1649 | loss: 0.0311252 | val_loss: 0.0311494 | Time: 1406.72 ms [2022-02-26 19:13:21 main:574] : INFO : Epoch 1650 | loss: 0.0311254 | val_loss: 0.0311447 | Time: 1391.81 ms [2022-02-26 19:13:22 main:574] : INFO : Epoch 1651 | loss: 0.0311294 | val_loss: 0.0311453 | Time: 1388.51 ms [2022-02-26 19:13:24 main:574] : INFO : Epoch 1652 | loss: 0.0311359 | val_loss: 0.0311463 | Time: 1389.65 ms [2022-02-26 19:13:25 main:574] : INFO : Epoch 1653 | loss: 0.0311368 | val_loss: 0.0311477 | Time: 1378.68 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-02-26 19:17:30 main:435] : INFO : Set logging level to 1 [2022-02-26 19:17:30 main:441] : INFO : Running in BOINC Client mode [2022-02-26 19:17:30 main:444] : INFO : Resolving all filenames [2022-02-26 19:17:30 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-26 19:17:30 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-26 19:17:30 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-26 19:17:30 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-26 19:17:30 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-26 19:17:30 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-26 19:17:30 main:474] : INFO : Configuration: [2022-02-26 19:17:30 main:475] : INFO : Model type: GRU [2022-02-26 19:17:30 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-26 19:17:30 main:477] : INFO : Max Epochs: 2048 [2022-02-26 19:17:30 main:478] : INFO : Batch Size: 128 [2022-02-26 19:17:30 main:479] : INFO : Learning Rate: 0.01 [2022-02-26 19:17:30 main:480] : INFO : Patience: 10 [2022-02-26 19:17:30 main:481] : INFO : Hidden Width: 12 [2022-02-26 19:17:30 main:482] : INFO : # Recurrent Layers: 4 [2022-02-26 19:17:30 main:483] : INFO : # Backend Layers: 4 [2022-02-26 19:17:30 main:484] : INFO : # Threads: 1 [2022-02-26 19:17:30 main:486] : INFO : Preparing Dataset [2022-02-26 19:17:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-26 19:17:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-26 19:17:32 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-26 19:17:32 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-26 19:17:32 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-26 19:17:32 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-26 19:17:32 main:494] : INFO : Creating Model [2022-02-26 19:17:32 main:507] : INFO : Preparing config file [2022-02-26 19:17:32 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-26 19:17:32 main:512] : INFO : Loading config [2022-02-26 19:17:32 main:514] : INFO : Loading state [2022-02-26 19:17:32 main:559] : INFO : Loading DataLoader into Memory [2022-02-26 19:17:32 main:562] : INFO : Starting Training [2022-02-26 19:17:34 main:574] : INFO : Epoch 1639 | loss: 0.031259 | val_loss: 0.0311771 | Time: 1655.77 ms [2022-02-26 19:17:36 main:574] : INFO : Epoch 1640 | loss: 0.0311457 | val_loss: 0.0311513 | Time: 1424.8 ms [2022-02-26 19:17:37 main:574] : INFO : Epoch 1641 | loss: 0.0311317 | val_loss: 0.031146 | Time: 1425.96 ms [2022-02-26 19:17:38 main:574] : INFO : Epoch 1642 | loss: 0.031128 | val_loss: 0.0311452 | Time: 1421.84 ms [2022-02-26 19:17:40 main:574] : INFO : Epoch 1643 | loss: 0.0311267 | val_loss: 0.031145 | Time: 1426.89 ms [2022-02-26 19:17:41 main:574] : INFO : Epoch 1644 | loss: 0.0311262 | val_loss: 0.0311461 | Time: 1433.52 ms [2022-02-26 19:17:43 main:574] : INFO : Epoch 1645 | loss: 0.0311245 | val_loss: 0.0311491 | Time: 1429.07 ms [2022-02-26 19:17:44 main:574] : INFO : Epoch 1646 | loss: 0.031128 | val_loss: 0.0311476 | Time: 1439.82 ms [2022-02-26 19:17:46 main:574] : INFO : Epoch 1647 | loss: 0.0311281 | val_loss: 0.0311467 | Time: 1447.41 ms [2022-02-26 19:17:47 main:574] : INFO : Epoch 1648 | loss: 0.0311267 | val_loss: 0.0311476 | Time: 1430.06 ms [2022-02-26 19:17:48 main:574] : INFO : Epoch 1649 | loss: 0.0311267 | val_loss: 0.031149 | Time: 1434.68 ms [2022-02-26 19:17:50 main:574] : INFO : Epoch 1650 | loss: 0.0311276 | val_loss: 0.0311487 | Time: 1437.57 ms [2022-02-26 19:17:51 main:574] : INFO : Epoch 1651 | loss: 0.0311259 | val_loss: 0.0311458 | Time: 1447.08 ms [2022-02-26 19:17:53 main:574] : INFO : Epoch 1652 | loss: 0.0311261 | val_loss: 0.0311463 | Time: 1438.66 ms [2022-02-26 19:17:54 main:574] : INFO : Epoch 1653 | loss: 0.0311319 | val_loss: 0.0311477 | Time: 1431.58 ms [2022-02-26 19:17:56 main:574] : INFO : Epoch 1654 | loss: 0.0311327 | val_loss: 0.0311482 | Time: 1432.35 ms [2022-02-26 19:17:57 main:574] : INFO : Epoch 1655 | loss: 0.0311341 | val_loss: 0.0311463 | Time: 1434.16 ms [2022-02-26 19:17:58 main:574] : INFO : Epoch 1656 | loss: 0.0311335 | val_loss: 0.0311439 | Time: 1432.95 ms [2022-02-26 19:18:00 main:574] : INFO : Epoch 1657 | loss: 0.0311332 | val_loss: 0.031144 | Time: 1433.22 ms [2022-02-26 19:18:01 main:574] : INFO : Epoch 1658 | loss: 0.0311314 | val_loss: 0.0311435 | Time: 1440.81 ms [2022-02-26 19:18:03 main:574] : INFO : Epoch 1659 | loss: 0.0311317 | val_loss: 0.0311464 | Time: 1434.89 ms [2022-02-26 19:18:04 main:574] : INFO : Epoch 1660 | loss: 0.0311298 | val_loss: 0.0311419 | Time: 1443.52 ms [2022-02-26 19:18:06 main:574] : INFO : Epoch 1661 | loss: 0.0311275 | val_loss: 0.0311436 | Time: 1434.7 ms [2022-02-26 19:18:07 main:574] : INFO : Epoch 1662 | loss: 0.0311316 | val_loss: 0.0311408 | Time: 1434.27 ms [2022-02-26 19:18:09 main:574] : INFO : Epoch 1663 | loss: 0.031131 | val_loss: 0.031145 | Time: 1432.03 ms [2022-02-26 19:18:10 main:574] : INFO : Epoch 1664 | loss: 0.031131 | val_loss: 0.0311445 | Time: 1432.14 ms [2022-02-26 19:18:11 main:574] : INFO : Epoch 1665 | loss: 0.0311383 | val_loss: 0.0311482 | Time: 1434.96 ms [2022-02-26 19:18:13 main:574] : INFO : Epoch 1666 | loss: 0.0311367 | val_loss: 0.0311442 | Time: 1426.57 ms [2022-02-26 19:18:14 main:574] : INFO : Epoch 1667 | loss: 0.0311345 | val_loss: 0.0311443 | Time: 1435.09 ms [2022-02-26 19:18:16 main:574] : INFO : Epoch 1668 | loss: 0.0311333 | val_loss: 0.0311428 | Time: 1434.67 ms [2022-02-26 19:18:17 main:574] : INFO : Epoch 1669 | loss: 0.0311303 | val_loss: 0.0311409 | Time: 1433.85 ms [2022-02-26 19:18:19 main:574] : INFO : Epoch 1670 | loss: 0.0311308 | val_loss: 0.0311423 | Time: 1439.64 ms [2022-02-26 19:18:20 main:574] : INFO : Epoch 1671 | loss: 0.0311303 | val_loss: 0.0311396 | Time: 1439.58 ms [2022-02-26 19:18:21 main:574] : INFO : Epoch 1672 | loss: 0.0311278 | val_loss: 0.0311422 | Time: 1438.65 ms [2022-02-26 19:18:23 main:574] : INFO : Epoch 1673 | loss: 0.031128 | val_loss: 0.0311412 | Time: 1446.52 ms [2022-02-26 19:18:24 main:574] : INFO : Epoch 1674 | loss: 0.031126 | val_loss: 0.0311399 | Time: 1440.43 ms [2022-02-26 19:18:26 main:574] : INFO : Epoch 1675 | loss: 0.0311288 | val_loss: 0.0311474 | Time: 1435.94 ms [2022-02-26 19:18:27 main:574] : INFO : Epoch 1676 | loss: 0.0311278 | val_loss: 0.0311433 | Time: 1440.31 ms [2022-02-26 19:18:29 main:574] : INFO : Epoch 1677 | loss: 0.0311243 | val_loss: 0.0311401 | Time: 1439.4 ms [2022-02-26 19:18:30 main:574] : INFO : Epoch 1678 | loss: 0.0311272 | val_loss: 0.0311411 | Time: 1454.64 ms [2022-02-26 19:18:32 main:574] : INFO : Epoch 1679 | loss: 0.0311269 | val_loss: 0.0311402 | Time: 1438.58 ms [2022-02-26 19:18:33 main:574] : INFO : Epoch 1680 | loss: 0.0311244 | val_loss: 0.031141 | Time: 1420.41 ms [2022-02-26 19:18:34 main:574] : INFO : Epoch 1681 | loss: 0.0311248 | val_loss: 0.0311422 | Time: 1439.04 ms [2022-02-26 19:18:36 main:574] : INFO : Epoch 1682 | loss: 0.0311225 | val_loss: 0.0311389 | Time: 1435.33 ms [2022-02-26 19:18:37 main:574] : INFO : Epoch 1683 | loss: 0.0311232 | val_loss: 0.031139 | Time: 1431.06 ms [2022-02-26 19:18:39 main:574] : INFO : Epoch 1684 | loss: 0.031122 | val_loss: 0.0311419 | Time: 1429.5 ms [2022-02-26 19:18:40 main:574] : INFO : Epoch 1685 | loss: 0.0311219 | val_loss: 0.0311446 | Time: 1439.1 ms [2022-02-26 19:18:42 main:574] : INFO : Epoch 1686 | loss: 0.0311216 | val_loss: 0.0311408 | Time: 1434.17 ms [2022-02-26 19:18:43 main:574] : INFO : Epoch 1687 | loss: 0.0311216 | val_loss: 0.0311408 | Time: 1430.51 ms [2022-02-26 19:18:45 main:574] : INFO : Epoch 1688 | loss: 0.0311224 | val_loss: 0.0311419 | Time: 1432.58 ms [2022-02-26 19:18:46 main:574] : INFO : Epoch 1689 | loss: 0.0311236 | val_loss: 0.0311438 | Time: 1432.28 ms [2022-02-26 19:18:47 main:574] : INFO : Epoch 1690 | loss: 0.0311296 | val_loss: 0.0311446 | Time: 1426.63 ms [2022-02-26 19:18:49 main:574] : INFO : Epoch 1691 | loss: 0.0311289 | val_loss: 0.031147 | Time: 1430.1 ms [2022-02-26 19:18:50 main:574] : INFO : Epoch 1692 | loss: 0.0311267 | val_loss: 0.031145 | Time: 1433.02 ms [2022-02-26 19:18:52 main:574] : INFO : Epoch 1693 | loss: 0.0311271 | val_loss: 0.0311412 | Time: 1430.92 ms [2022-02-26 19:18:53 main:574] : INFO : Epoch 1694 | loss: 0.0311243 | val_loss: 0.0311447 | Time: 1437.43 ms [2022-02-26 19:18:55 main:574] : INFO : Epoch 1695 | loss: 0.0311293 | val_loss: 0.0311454 | Time: 1439.42 ms [2022-02-26 19:18:56 main:574] : INFO : Epoch 1696 | loss: 0.0311272 | val_loss: 0.0311456 | Time: 1430.32 ms [2022-02-26 19:18:57 main:574] : INFO : Epoch 1697 | loss: 0.0311251 | val_loss: 0.0311423 | Time: 1431.6 ms [2022-02-26 19:18:59 main:574] : INFO : Epoch 1698 | loss: 0.0311226 | val_loss: 0.0311413 | Time: 1440.26 ms [2022-02-26 19:19:00 main:574] : INFO : Epoch 1699 | loss: 0.0311233 | val_loss: 0.0311429 | Time: 1440.88 ms [2022-02-26 19:19:02 main:574] : INFO : Epoch 1700 | loss: 0.031124 | val_loss: 0.0311419 | Time: 1439.75 ms [2022-02-26 19:19:03 main:574] : INFO : Epoch 1701 | loss: 0.031124 | val_loss: 0.0311424 | Time: 1433.02 ms [2022-02-26 19:19:05 main:574] : INFO : Epoch 1702 | loss: 0.0311243 | val_loss: 0.0311421 | Time: 1448.47 ms [2022-02-26 19:19:06 main:574] : INFO : Epoch 1703 | loss: 0.0311229 | val_loss: 0.0311406 | Time: 1442.26 ms [2022-02-26 19:19:08 main:574] : INFO : Epoch 1704 | loss: 0.0311229 | val_loss: 0.0311409 | Time: 1425.98 ms [2022-02-26 19:19:09 main:574] : INFO : Epoch 1705 | loss: 0.0311224 | val_loss: 0.0311434 | Time: 1429.16 ms [2022-02-26 19:19:10 main:574] : INFO : Epoch 1706 | loss: 0.0311207 | val_loss: 0.0311405 | Time: 1435.12 ms [2022-02-26 19:19:12 main:574] : INFO : Epoch 1707 | loss: 0.0311202 | val_loss: 0.0311423 | Time: 1434.29 ms [2022-02-26 19:19:13 main:574] : INFO : Epoch 1708 | loss: 0.0311194 | val_loss: 0.0311384 | Time: 1437.41 ms [2022-02-26 19:19:15 main:574] : INFO : Epoch 1709 | loss: 0.0311196 | val_loss: 0.03114 | Time: 1440.55 ms [2022-02-26 19:19:16 main:574] : INFO : Epoch 1710 | loss: 0.0311197 | val_loss: 0.0311404 | Time: 1465.27 ms [2022-02-26 19:19:18 main:574] : INFO : Epoch 1711 | loss: 0.031119 | val_loss: 0.0311432 | Time: 1434.72 ms [2022-02-26 19:19:19 main:574] : INFO : Epoch 1712 | loss: 0.0311177 | val_loss: 0.0311388 | Time: 1436.12 ms [2022-02-26 19:19:20 main:574] : INFO : Epoch 1713 | loss: 0.031118 | val_loss: 0.0311401 | Time: 1440.09 ms [2022-02-26 19:19:22 main:574] : INFO : Epoch 1714 | loss: 0.031118 | val_loss: 0.0311484 | Time: 1445.93 ms [2022-02-26 19:19:23 main:574] : INFO : Epoch 1715 | loss: 0.0311208 | val_loss: 0.031144 | Time: 1428.18 ms [2022-02-26 19:19:25 main:574] : INFO : Epoch 1716 | loss: 0.0311181 | val_loss: 0.0311429 | Time: 1438.48 ms [2022-02-26 19:19:26 main:574] : INFO : Epoch 1717 | loss: 0.031122 | val_loss: 0.0311425 | Time: 1433.24 ms [2022-02-26 19:19:28 main:574] : INFO : Epoch 1718 | loss: 0.0311177 | val_loss: 0.0311451 | Time: 1431.63 ms [2022-02-26 19:19:29 main:574] : INFO : Epoch 1719 | loss: 0.0311171 | val_loss: 0.031141 | Time: 1423.81 ms [2022-02-26 19:19:31 main:574] : INFO : Epoch 1720 | loss: 0.0311165 | val_loss: 0.0311407 | Time: 1435.38 ms [2022-02-26 19:19:32 main:574] : INFO : Epoch 1721 | loss: 0.0311174 | val_loss: 0.0311457 | Time: 1443.5 ms [2022-02-26 19:19:33 main:574] : INFO : Epoch 1722 | loss: 0.0311194 | val_loss: 0.0311473 | Time: 1436.65 ms [2022-02-26 19:19:35 main:574] : INFO : Epoch 1723 | loss: 0.0311187 | val_loss: 0.0311405 | Time: 1397.78 ms [2022-02-26 19:19:36 main:574] : INFO : Epoch 1724 | loss: 0.031117 | val_loss: 0.0311368 | Time: 1395.44 ms [2022-02-26 19:19:38 main:574] : INFO : Epoch 1725 | loss: 0.0311167 | val_loss: 0.0311541 | Time: 1384.43 ms [2022-02-26 19:19:39 main:574] : INFO : Epoch 1726 | loss: 0.0311204 | val_loss: 0.0311432 | Time: 1381.31 ms [2022-02-26 19:19:40 main:574] : INFO : Epoch 1727 | loss: 0.0311173 | val_loss: 0.0311429 | Time: 1386.47 ms [2022-02-26 19:19:42 main:574] : INFO : Epoch 1728 | loss: 0.031119 | val_loss: 0.0311406 | Time: 1390.19 ms [2022-02-26 19:19:43 main:574] : INFO : Epoch 1729 | loss: 0.0311196 | val_loss: 0.0311416 | Time: 1387.23 ms [2022-02-26 19:19:45 main:574] : INFO : Epoch 1730 | loss: 0.0311232 | val_loss: 0.0311394 | Time: 1395.19 ms [2022-02-26 19:19:46 main:574] : INFO : Epoch 1731 | loss: 0.0311181 | val_loss: 0.0311381 | Time: 1408.34 ms [2022-02-26 19:19:47 main:574] : INFO : Epoch 1732 | loss: 0.0311196 | val_loss: 0.0311431 | Time: 1430.48 ms [2022-02-26 19:19:49 main:574] : INFO : Epoch 1733 | loss: 0.0311234 | val_loss: 0.0311455 | Time: 1440.24 ms [2022-02-26 19:19:50 main:574] : INFO : Epoch 1734 | loss: 0.0311246 | val_loss: 0.0311382 | Time: 1429.22 ms [2022-02-26 19:19:52 main:574] : INFO : Epoch 1735 | loss: 0.0311218 | val_loss: 0.0311425 | Time: 1433.58 ms [2022-02-26 19:19:53 main:574] : INFO : Epoch 1736 | loss: 0.0311228 | val_loss: 0.0311394 | Time: 1431.77 ms [2022-02-26 19:19:55 main:574] : INFO : Epoch 1737 | loss: 0.0311208 | val_loss: 0.0311388 | Time: 1448.82 ms [2022-02-26 19:19:56 main:574] : INFO : Epoch 1738 | loss: 0.0311202 | val_loss: 0.0311395 | Time: 1439.79 ms [2022-02-26 19:19:57 main:574] : INFO : Epoch 1739 | loss: 0.0311203 | val_loss: 0.0311408 | Time: 1437.98 ms [2022-02-26 19:19:59 main:574] : INFO : Epoch 1740 | loss: 0.0311231 | val_loss: 0.0311397 | Time: 1442.44 ms [2022-02-26 19:20:00 main:574] : INFO : Epoch 1741 | loss: 0.0311212 | val_loss: 0.0311399 | Time: 1443.52 ms [2022-02-26 19:20:02 main:574] : INFO : Epoch 1742 | loss: 0.031123 | val_loss: 0.0311412 | Time: 1439.01 ms [2022-02-26 19:20:03 main:574] : INFO : Epoch 1743 | loss: 0.0311246 | val_loss: 0.0311425 | Time: 1441.45 ms [2022-02-26 19:20:05 main:574] : INFO : Epoch 1744 | loss: 0.0311243 | val_loss: 0.0311458 | Time: 1440.71 ms [2022-02-26 19:20:06 main:574] : INFO : Epoch 1745 | loss: 0.0311251 | val_loss: 0.0311413 | Time: 1435.06 ms [2022-02-26 19:20:08 main:574] : INFO : Epoch 1746 | loss: 0.0311214 | val_loss: 0.0311414 | Time: 1434.47 ms [2022-02-26 19:20:09 main:574] : INFO : Epoch 1747 | loss: 0.0311201 | val_loss: 0.0311393 | Time: 1440.68 ms [2022-02-26 19:20:10 main:574] : INFO : Epoch 1748 | loss: 0.0311194 | val_loss: 0.0311388 | Time: 1439.12 ms [2022-02-26 19:20:12 main:574] : INFO : Epoch 1749 | loss: 0.0311212 | val_loss: 0.0311403 | Time: 1446.77 ms [2022-02-26 19:20:13 main:574] : INFO : Epoch 1750 | loss: 0.031122 | val_loss: 0.0311461 | Time: 1438.96 ms [2022-02-26 19:20:15 main:574] : INFO : Epoch 1751 | loss: 0.0311252 | val_loss: 0.0311399 | Time: 1440.63 ms [2022-02-26 19:20:16 main:574] : INFO : Epoch 1752 | loss: 0.0311199 | val_loss: 0.031138 | Time: 1434.54 ms [2022-02-26 19:20:18 main:574] : INFO : Epoch 1753 | loss: 0.0311192 | val_loss: 0.0311429 | Time: 1438.79 ms [2022-02-26 19:20:19 main:574] : INFO : Epoch 1754 | loss: 0.0311181 | val_loss: 0.0311386 | Time: 1436.35 ms [2022-02-26 19:20:21 main:574] : INFO : Epoch 1755 | loss: 0.0311183 | val_loss: 0.0311389 | Time: 1438.95 ms [2022-02-26 19:20:22 main:574] : INFO : Epoch 1756 | loss: 0.0311168 | val_loss: 0.0311443 | Time: 1431.44 ms [2022-02-26 19:20:23 main:574] : INFO : Epoch 1757 | loss: 0.0311183 | val_loss: 0.0311404 | Time: 1431.97 ms [2022-02-26 19:20:25 main:574] : INFO : Epoch 1758 | loss: 0.0311167 | val_loss: 0.031137 | Time: 1448.24 ms [2022-02-26 19:20:26 main:574] : INFO : Epoch 1759 | loss: 0.0311188 | val_loss: 0.0311399 | Time: 1440.65 ms [2022-02-26 19:20:28 main:574] : INFO : Epoch 1760 | loss: 0.0311177 | val_loss: 0.031138 | Time: 1438.14 ms [2022-02-26 19:20:29 main:574] : INFO : Epoch 1761 | loss: 0.031117 | val_loss: 0.0311371 | Time: 1434.36 ms [2022-02-26 19:20:31 main:574] : INFO : Epoch 1762 | loss: 0.0311159 | val_loss: 0.0311411 | Time: 1432.35 ms [2022-02-26 19:20:32 main:574] : INFO : Epoch 1763 | loss: 0.0311152 | val_loss: 0.0311412 | Time: 1404.84 ms [2022-02-26 19:20:33 main:574] : INFO : Epoch 1764 | loss: 0.0311157 | val_loss: 0.0311406 | Time: 1390.13 ms [2022-02-26 19:20:35 main:574] : INFO : Epoch 1765 | loss: 0.0311147 | val_loss: 0.0311391 | Time: 1390.02 ms [2022-02-26 19:20:36 main:574] : INFO : Epoch 1766 | loss: 0.0311134 | val_loss: 0.0311442 | Time: 1388.87 ms [2022-02-26 19:20:38 main:574] : INFO : Epoch 1767 | loss: 0.0311147 | val_loss: 0.0311408 | Time: 1393.05 ms [2022-02-26 19:20:39 main:574] : INFO : Epoch 1768 | loss: 0.0311152 | val_loss: 0.0311405 | Time: 1401.54 ms [2022-02-26 19:20:40 main:574] : INFO : Epoch 1769 | loss: 0.0311138 | val_loss: 0.0311416 | Time: 1430.68 ms [2022-02-26 19:20:42 main:574] : INFO : Epoch 1770 | loss: 0.0311162 | val_loss: 0.0311368 | Time: 1437.88 ms [2022-02-26 19:20:43 main:574] : INFO : Epoch 1771 | loss: 0.0311191 | val_loss: 0.0311403 | Time: 1431.45 ms [2022-02-26 19:20:45 main:574] : INFO : Epoch 1772 | loss: 0.0311172 | val_loss: 0.0311375 | Time: 1435.67 ms [2022-02-26 19:20:46 main:574] : INFO : Epoch 1773 | loss: 0.0311176 | val_loss: 0.0311417 | Time: 1432.71 ms [2022-02-26 19:20:48 main:574] : INFO : Epoch 1774 | loss: 0.0311226 | val_loss: 0.0311401 | Time: 1435.82 ms [2022-02-26 19:20:49 main:574] : INFO : Epoch 1775 | loss: 0.0311197 | val_loss: 0.0311403 | Time: 1438.2 ms [2022-02-26 19:20:50 main:574] : INFO : Epoch 1776 | loss: 0.0311184 | val_loss: 0.0311406 | Time: 1433.87 ms [2022-02-26 19:20:52 main:574] : INFO : Epoch 1777 | loss: 0.0311173 | val_loss: 0.0311434 | Time: 1428.93 ms [2022-02-26 19:20:53 main:574] : INFO : Epoch 1778 | loss: 0.0311185 | val_loss: 0.031142 | Time: 1441.9 ms [2022-02-26 19:20:55 main:574] : INFO : Epoch 1779 | loss: 0.0311184 | val_loss: 0.0311471 | Time: 1434.11 ms [2022-02-26 19:20:56 main:574] : INFO : Epoch 1780 | loss: 0.0311157 | val_loss: 0.0311433 | Time: 1454.54 ms [2022-02-26 19:20:58 main:574] : INFO : Epoch 1781 | loss: 0.0311154 | val_loss: 0.0311435 | Time: 1434.1 ms [2022-02-26 19:20:59 main:574] : INFO : Epoch 1782 | loss: 0.0311144 | val_loss: 0.0311455 | Time: 1454.59 ms [2022-02-26 19:21:01 main:574] : INFO : Epoch 1783 | loss: 0.0311139 | val_loss: 0.0311408 | Time: 1429.69 ms [2022-02-26 19:21:02 main:574] : INFO : Epoch 1784 | loss: 0.0311148 | val_loss: 0.0311439 | Time: 1436.96 ms [2022-02-26 19:21:03 main:574] : INFO : Epoch 1785 | loss: 0.0311171 | val_loss: 0.0311404 | Time: 1449.37 ms [2022-02-26 19:21:05 main:574] : INFO : Epoch 1786 | loss: 0.0311169 | val_loss: 0.031146 | Time: 1437.78 ms [2022-02-26 19:21:06 main:574] : INFO : Epoch 1787 | loss: 0.0311215 | val_loss: 0.0311431 | Time: 1437.58 ms [2022-02-26 19:21:08 main:574] : INFO : Epoch 1788 | loss: 0.0311196 | val_loss: 0.0311464 | Time: 1429.41 ms [2022-02-26 19:21:09 main:574] : INFO : Epoch 1789 | loss: 0.0311231 | val_loss: 0.0311475 | Time: 1436.41 ms [2022-02-26 19:21:11 main:574] : INFO : Epoch 1790 | loss: 0.0311191 | val_loss: 0.0311422 | Time: 1435.9 ms [2022-02-26 19:21:12 main:574] : INFO : Epoch 1791 | loss: 0.0311175 | val_loss: 0.03114 | Time: 1435.01 ms [2022-02-26 19:21:14 main:574] : INFO : Epoch 1792 | loss: 0.0311151 | val_loss: 0.0311387 | Time: 1454.51 ms [2022-02-26 19:21:15 main:574] : INFO : Epoch 1793 | loss: 0.031116 | val_loss: 0.0311374 | Time: 1437 ms [2022-02-26 19:21:16 main:574] : INFO : Epoch 1794 | loss: 0.0311213 | val_loss: 0.0311484 | Time: 1449.03 ms [2022-02-26 19:21:18 main:574] : INFO : Epoch 1795 | loss: 0.0311425 | val_loss: 0.0311429 | Time: 1447 ms [2022-02-26 19:21:19 main:574] : INFO : Epoch 1796 | loss: 0.0311412 | val_loss: 0.0311418 | Time: 1439.63 ms [2022-02-26 19:21:21 main:574] : INFO : Epoch 1797 | loss: 0.0311311 | val_loss: 0.0311423 | Time: 1433.66 ms [2022-02-26 19:21:22 main:574] : INFO : Epoch 1798 | loss: 0.0311271 | val_loss: 0.0311392 | Time: 1431.87 ms [2022-02-26 19:21:24 main:574] : INFO : Epoch 1799 | loss: 0.031128 | val_loss: 0.031142 | Time: 1437.1 ms [2022-02-26 19:21:25 main:574] : INFO : Epoch 1800 | loss: 0.0311274 | val_loss: 0.0311431 | Time: 1439.09 ms [2022-02-26 19:21:27 main:574] : INFO : Epoch 1801 | loss: 0.0311269 | val_loss: 0.0311393 | Time: 1442.28 ms [2022-02-26 19:21:28 main:574] : INFO : Epoch 1802 | loss: 0.0311334 | val_loss: 0.0311437 | Time: 1429.22 ms [2022-02-26 19:21:29 main:574] : INFO : Epoch 1803 | loss: 0.0311346 | val_loss: 0.031143 | Time: 1435.48 ms [2022-02-26 19:21:31 main:574] : INFO : Epoch 1804 | loss: 0.0311305 | val_loss: 0.0311411 | Time: 1438.63 ms [2022-02-26 19:21:32 main:574] : INFO : Epoch 1805 | loss: 0.0311264 | val_loss: 0.0311398 | Time: 1441.82 ms [2022-02-26 19:21:34 main:574] : INFO : Epoch 1806 | loss: 0.0311248 | val_loss: 0.0311399 | Time: 1435.49 ms [2022-02-26 19:21:35 main:574] : INFO : Epoch 1807 | loss: 0.0311229 | val_loss: 0.0311393 | Time: 1435.95 ms [2022-02-26 19:21:37 main:574] : INFO : Epoch 1808 | loss: 0.0311225 | val_loss: 0.0311355 | Time: 1436.13 ms [2022-02-26 19:21:38 main:574] : INFO : Epoch 1809 | loss: 0.0311227 | val_loss: 0.0311394 | Time: 1433.6 ms [2022-02-26 19:21:39 main:574] : INFO : Epoch 1810 | loss: 0.0311224 | val_loss: 0.0311401 | Time: 1456.61 ms [2022-02-26 19:21:41 main:574] : INFO : Epoch 1811 | loss: 0.0311221 | val_loss: 0.0311403 | Time: 1433.8 ms [2022-02-26 19:21:42 main:574] : INFO : Epoch 1812 | loss: 0.0311296 | val_loss: 0.0311529 | Time: 1417.05 ms [2022-02-26 19:21:44 main:574] : INFO : Epoch 1813 | loss: 0.0311447 | val_loss: 0.0311473 | Time: 1391.94 ms [2022-02-26 19:21:45 main:574] : INFO : Epoch 1814 | loss: 0.0311413 | val_loss: 0.0311558 | Time: 1382.64 ms [2022-02-26 19:21:46 main:574] : INFO : Epoch 1815 | loss: 0.0311385 | val_loss: 0.0311483 | Time: 1389.42 ms [2022-02-26 19:21:48 main:574] : INFO : Epoch 1816 | loss: 0.0311335 | val_loss: 0.0311468 | Time: 1404.8 ms [2022-02-26 19:21:49 main:574] : INFO : Epoch 1817 | loss: 0.0311316 | val_loss: 0.0311463 | Time: 1435.25 ms [2022-02-26 19:21:51 main:574] : INFO : Epoch 1818 | loss: 0.0311293 | val_loss: 0.0311451 | Time: 1429.96 ms [2022-02-26 19:21:52 main:574] : INFO : Epoch 1819 | loss: 0.0311283 | val_loss: 0.031141 | Time: 1432.28 ms [2022-02-26 19:21:54 main:574] : INFO : Epoch 1820 | loss: 0.031127 | val_loss: 0.0311394 | Time: 1446.84 ms [2022-02-26 19:21:55 main:574] : INFO : Epoch 1821 | loss: 0.0311263 | val_loss: 0.0311394 | Time: 1431.9 ms [2022-02-26 19:21:57 main:574] : INFO : Epoch 1822 | loss: 0.031125 | val_loss: 0.0311363 | Time: 1432.84 ms [2022-02-26 19:21:58 main:574] : INFO : Epoch 1823 | loss: 0.0311241 | val_loss: 0.0311397 | Time: 1427.99 ms [2022-02-26 19:21:59 main:574] : INFO : Epoch 1824 | loss: 0.0311246 | val_loss: 0.0311416 | Time: 1439.34 ms [2022-02-26 19:22:01 main:574] : INFO : Epoch 1825 | loss: 0.0311245 | val_loss: 0.0311411 | Time: 1428.27 ms [2022-02-26 19:22:02 main:574] : INFO : Epoch 1826 | loss: 0.0311248 | val_loss: 0.0311424 | Time: 1393.2 ms [2022-02-26 19:22:04 main:574] : INFO : Epoch 1827 | loss: 0.0311266 | val_loss: 0.0311433 | Time: 1393.31 ms [2022-02-26 19:22:05 main:574] : INFO : Epoch 1828 | loss: 0.0311235 | val_loss: 0.0311412 | Time: 1387.43 ms [2022-02-26 19:22:06 main:574] : INFO : Epoch 1829 | loss: 0.0311227 | val_loss: 0.0311438 | Time: 1385.63 ms [2022-02-26 19:22:08 main:574] : INFO : Epoch 1830 | loss: 0.0311263 | val_loss: 0.0311452 | Time: 1385.73 ms [2022-02-26 19:22:09 main:574] : INFO : Epoch 1831 | loss: 0.0311263 | val_loss: 0.0311449 | Time: 1383.1 ms [2022-02-26 19:22:11 main:574] : INFO : Epoch 1832 | loss: 0.0311248 | val_loss: 0.031138 | Time: 1388.78 ms [2022-02-26 19:22:12 main:574] : INFO : Epoch 1833 | loss: 0.0311241 | val_loss: 0.0311389 | Time: 1390.7 ms [2022-02-26 19:22:13 main:574] : INFO : Epoch 1834 | loss: 0.0311223 | val_loss: 0.0311413 | Time: 1385.46 ms [2022-02-26 19:22:15 main:574] : INFO : Epoch 1835 | loss: 0.0311204 | val_loss: 0.0311394 | Time: 1386.73 ms [2022-02-26 19:22:16 main:574] : INFO : Epoch 1836 | loss: 0.03112 | val_loss: 0.0311404 | Time: 1387.83 ms [2022-02-26 19:22:17 main:574] : INFO : Epoch 1837 | loss: 0.0311203 | val_loss: 0.031139 | Time: 1384.88 ms [2022-02-26 19:22:19 main:574] : INFO : Epoch 1838 | loss: 0.03112 | val_loss: 0.0311407 | Time: 1390.15 ms [2022-02-26 19:22:20 main:574] : INFO : Epoch 1839 | loss: 0.0311172 | val_loss: 0.0311381 | Time: 1413.33 ms [2022-02-26 19:22:22 main:574] : INFO : Epoch 1840 | loss: 0.0311183 | val_loss: 0.0311412 | Time: 1440.79 ms [2022-02-26 19:22:23 main:574] : INFO : Epoch 1841 | loss: 0.0311183 | val_loss: 0.0311397 | Time: 1432.97 ms [2022-02-26 19:22:25 main:574] : INFO : Epoch 1842 | loss: 0.0311171 | val_loss: 0.0311359 | Time: 1436.75 ms [2022-02-26 19:22:26 main:574] : INFO : Epoch 1843 | loss: 0.0311164 | val_loss: 0.0311366 | Time: 1435.49 ms [2022-02-26 19:22:27 main:574] : INFO : Epoch 1844 | loss: 0.0311164 | val_loss: 0.0311382 | Time: 1430 ms [2022-02-26 19:22:29 main:574] : INFO : Epoch 1845 | loss: 0.031122 | val_loss: 0.0311403 | Time: 1436.86 ms [2022-02-26 19:22:30 main:574] : INFO : Epoch 1846 | loss: 0.0311276 | val_loss: 0.031143 | Time: 1430.56 ms [2022-02-26 19:22:32 main:574] : INFO : Epoch 1847 | loss: 0.0311256 | val_loss: 0.0311406 | Time: 1435.98 ms [2022-02-26 19:22:33 main:574] : INFO : Epoch 1848 | loss: 0.0311231 | val_loss: 0.0311428 | Time: 1438.43 ms [2022-02-26 19:22:35 main:574] : INFO : Epoch 1849 | loss: 0.0311217 | val_loss: 0.0311432 | Time: 1428.5 ms [2022-02-26 19:22:36 main:574] : INFO : Epoch 1850 | loss: 0.0311224 | val_loss: 0.0311433 | Time: 1410.55 ms [2022-02-26 19:22:37 main:574] : INFO : Epoch 1851 | loss: 0.0311193 | val_loss: 0.0311457 | Time: 1389.02 ms [2022-02-26 19:22:39 main:574] : INFO : Epoch 1852 | loss: 0.0311185 | val_loss: 0.0311448 | Time: 1384.6 ms [2022-02-26 19:22:40 main:574] : INFO : Epoch 1853 | loss: 0.0311199 | val_loss: 0.0311429 | Time: 1394.86 ms [2022-02-26 19:22:42 main:574] : INFO : Epoch 1854 | loss: 0.0311208 | val_loss: 0.0311467 | Time: 1387.52 ms [2022-02-26 19:22:43 main:574] : INFO : Epoch 1855 | loss: 0.0311225 | val_loss: 0.0311436 | Time: 1388.97 ms [2022-02-26 19:22:44 main:574] : INFO : Epoch 1856 | loss: 0.031125 | val_loss: 0.0311434 | Time: 1388.64 ms [2022-02-26 19:22:46 main:574] : INFO : Epoch 1857 | loss: 0.0311232 | val_loss: 0.031143 | Time: 1385.49 ms [2022-02-26 19:22:47 main:574] : INFO : Epoch 1858 | loss: 0.0311184 | val_loss: 0.0311412 | Time: 1387.03 ms [2022-02-26 19:22:49 main:574] : INFO : Epoch 1859 | loss: 0.0311171 | val_loss: 0.0311468 | Time: 1387.03 ms [2022-02-26 19:22:50 main:574] : INFO : Epoch 1860 | loss: 0.0311177 | val_loss: 0.0311481 | Time: 1388.67 ms [2022-02-26 19:22:51 main:574] : INFO : Epoch 1861 | loss: 0.0311172 | val_loss: 0.0311431 | Time: 1400.08 ms [2022-02-26 19:22:53 main:574] : INFO : Epoch 1862 | loss: 0.0311172 | val_loss: 0.0311441 | Time: 1445.1 ms [2022-02-26 19:22:54 main:574] : INFO : Epoch 1863 | loss: 0.0311153 | val_loss: 0.0311416 | Time: 1443.19 ms [2022-02-26 19:22:56 main:574] : INFO : Epoch 1864 | loss: 0.0311159 | val_loss: 0.031143 | Time: 1436.56 ms [2022-02-26 19:22:57 main:574] : INFO : Epoch 1865 | loss: 0.0311157 | val_loss: 0.03114 | Time: 1433.64 ms [2022-02-26 19:22:59 main:574] : INFO : Epoch 1866 | loss: 0.0311284 | val_loss: 0.0311562 | Time: 1432.88 ms [2022-02-26 19:23:00 main:574] : INFO : Epoch 1867 | loss: 0.0311444 | val_loss: 0.03115 | Time: 1435.7 ms [2022-02-26 19:23:01 main:574] : INFO : Epoch 1868 | loss: 0.0311443 | val_loss: 0.0311504 | Time: 1436.14 ms [2022-02-26 19:23:03 main:574] : INFO : Epoch 1869 | loss: 0.0311382 | val_loss: 0.0311461 | Time: 1434.56 ms [2022-02-26 19:23:04 main:574] : INFO : Epoch 1870 | loss: 0.0311356 | val_loss: 0.031144 | Time: 1438.15 ms [2022-02-26 19:23:06 main:574] : INFO : Epoch 1871 | loss: 0.0311324 | val_loss: 0.0311389 | Time: 1430.86 ms [2022-02-26 19:23:07 main:574] : INFO : Epoch 1872 | loss: 0.0311261 | val_loss: 0.0311428 | Time: 1439.32 ms [2022-02-26 19:23:09 main:574] : INFO : Epoch 1873 | loss: 0.0311427 | val_loss: 0.0311575 | Time: 1436.06 ms [2022-02-26 19:23:10 main:574] : INFO : Epoch 1874 | loss: 0.0311385 | val_loss: 0.0311458 | Time: 1437.89 ms [2022-02-26 19:23:12 main:574] : INFO : Epoch 1875 | loss: 0.0311321 | val_loss: 0.031145 | Time: 1435.61 ms [2022-02-26 19:23:13 main:574] : INFO : Epoch 1876 | loss: 0.0311287 | val_loss: 0.0311408 | Time: 1433.46 ms [2022-02-26 19:23:14 main:574] : INFO : Epoch 1877 | loss: 0.0311268 | val_loss: 0.0311405 | Time: 1433.12 ms [2022-02-26 19:23:16 main:574] : INFO : Epoch 1878 | loss: 0.0311256 | val_loss: 0.0311395 | Time: 1438.34 ms [2022-02-26 19:23:17 main:574] : INFO : Epoch 1879 | loss: 0.0311259 | val_loss: 0.0311395 | Time: 1432.85 ms [2022-02-26 19:23:19 main:574] : INFO : Epoch 1880 | loss: 0.0311253 | val_loss: 0.031141 | Time: 1431.59 ms [2022-02-26 19:23:20 main:574] : INFO : Epoch 1881 | loss: 0.0311268 | val_loss: 0.0311391 | Time: 1431.75 ms [2022-02-26 19:23:22 main:574] : INFO : Epoch 1882 | loss: 0.0311263 | val_loss: 0.0311395 | Time: 1430.53 ms [2022-02-26 19:23:23 main:574] : INFO : Epoch 1883 | loss: 0.031125 | val_loss: 0.0311421 | Time: 1438.43 ms [2022-02-26 19:23:24 main:574] : INFO : Epoch 1884 | loss: 0.0311262 | val_loss: 0.0311434 | Time: 1439.2 ms [2022-02-26 19:23:26 main:574] : INFO : Epoch 1885 | loss: 0.031124 | val_loss: 0.0311389 | Time: 1440.35 ms [2022-02-26 19:23:27 main:574] : INFO : Epoch 1886 | loss: 0.0311232 | val_loss: 0.0311372 | Time: 1446.56 ms [2022-02-26 19:23:29 main:574] : INFO : Epoch 1887 | loss: 0.0311196 | val_loss: 0.0311386 | Time: 1436.72 ms [2022-02-26 19:23:30 main:574] : INFO : Epoch 1888 | loss: 0.0311188 | val_loss: 0.0311368 | Time: 1432.39 ms [2022-02-26 19:23:32 main:574] : INFO : Epoch 1889 | loss: 0.031119 | val_loss: 0.031139 | Time: 1436.86 ms [2022-02-26 19:23:33 main:574] : INFO : Epoch 1890 | loss: 0.0311172 | val_loss: 0.0311416 | Time: 1445.28 ms [2022-02-26 19:23:35 main:574] : INFO : Epoch 1891 | loss: 0.0311206 | val_loss: 0.0311426 | Time: 1437.23 ms [2022-02-26 19:23:36 main:574] : INFO : Epoch 1892 | loss: 0.031121 | val_loss: 0.0311491 | Time: 1432.8 ms [2022-02-26 19:23:37 main:574] : INFO : Epoch 1893 | loss: 0.031119 | val_loss: 0.0311423 | Time: 1438.49 ms [2022-02-26 19:23:39 main:574] : INFO : Epoch 1894 | loss: 0.0311176 | val_loss: 0.0311422 | Time: 1435.76 ms [2022-02-26 19:23:40 main:574] : INFO : Epoch 1895 | loss: 0.0311169 | val_loss: 0.0311464 | Time: 1441.54 ms [2022-02-26 19:23:42 main:574] : INFO : Epoch 1896 | loss: 0.031116 | val_loss: 0.0311433 | Time: 1434.06 ms [2022-02-26 19:23:43 main:574] : INFO : Epoch 1897 | loss: 0.0311153 | val_loss: 0.031141 | Time: 1440.99 ms [2022-02-26 19:23:45 main:574] : INFO : Epoch 1898 | loss: 0.0311137 | val_loss: 0.0311423 | Time: 1446.19 ms [2022-02-26 19:23:46 main:574] : INFO : Epoch 1899 | loss: 0.0311138 | val_loss: 0.0311413 | Time: 1436.58 ms [2022-02-26 19:23:48 main:574] : INFO : Epoch 1900 | loss: 0.0311154 | val_loss: 0.0311445 | Time: 1436.05 ms [2022-02-26 19:23:49 main:574] : INFO : Epoch 1901 | loss: 0.0311134 | val_loss: 0.0311413 | Time: 1440.22 ms [2022-02-26 19:23:50 main:574] : INFO : Epoch 1902 | loss: 0.0311137 | val_loss: 0.0311429 | Time: 1434.1 ms [2022-02-26 19:23:52 main:574] : INFO : Epoch 1903 | loss: 0.0311218 | val_loss: 0.0311419 | Time: 1433.21 ms [2022-02-26 19:23:53 main:574] : INFO : Epoch 1904 | loss: 0.0311236 | val_loss: 0.0311483 | Time: 1434.79 ms [2022-02-26 19:23:55 main:574] : INFO : Epoch 1905 | loss: 0.0311249 | val_loss: 0.0311477 | Time: 1405.41 ms [2022-02-26 19:23:56 main:574] : INFO : Epoch 1906 | loss: 0.0311214 | val_loss: 0.0311392 | Time: 1383.08 ms [2022-02-26 19:23:57 main:574] : INFO : Epoch 1907 | loss: 0.0311169 | val_loss: 0.0311414 | Time: 1389.46 ms [2022-02-26 19:23:59 main:574] : INFO : Epoch 1908 | loss: 0.0311144 | val_loss: 0.0311409 | Time: 1387.45 ms [2022-02-26 19:24:00 main:574] : INFO : Epoch 1909 | loss: 0.031114 | val_loss: 0.03114 | Time: 1386.36 ms [2022-02-26 19:24:02 main:574] : INFO : Epoch 1910 | loss: 0.0311121 | val_loss: 0.0311403 | Time: 1389.59 ms [2022-02-26 19:24:03 main:574] : INFO : Epoch 1911 | loss: 0.0311171 | val_loss: 0.0311456 | Time: 1385.35 ms [2022-02-26 19:24:04 main:574] : INFO : Epoch 1912 | loss: 0.0311159 | val_loss: 0.0311432 | Time: 1389.64 ms [2022-02-26 19:24:06 main:574] : INFO : Epoch 1913 | loss: 0.0311143 | val_loss: 0.0311484 | Time: 1389.51 ms [2022-02-26 19:24:07 main:574] : INFO : Epoch 1914 | loss: 0.0311133 | val_loss: 0.0311448 | Time: 1391.1 ms [2022-02-26 19:24:09 main:574] : INFO : Epoch 1915 | loss: 0.0311138 | val_loss: 0.0311468 | Time: 1391.96 ms [2022-02-26 19:24:10 main:574] : INFO : Epoch 1916 | loss: 0.0311142 | val_loss: 0.0311426 | Time: 1387.51 ms [2022-02-26 19:24:11 main:574] : INFO : Epoch 1917 | loss: 0.031111 | val_loss: 0.0311432 | Time: 1383.85 ms [2022-02-26 19:24:13 main:574] : INFO : Epoch 1918 | loss: 0.0311134 | val_loss: 0.0311454 | Time: 1436.93 ms [2022-02-26 19:24:14 main:574] : INFO : Epoch 1919 | loss: 0.031116 | val_loss: 0.0311441 | Time: 1429.26 ms [2022-02-26 19:24:16 main:574] : INFO : Epoch 1920 | loss: 0.0311158 | val_loss: 0.0311424 | Time: 1438.9 ms [2022-02-26 19:24:17 main:574] : INFO : Epoch 1921 | loss: 0.0311158 | val_loss: 0.0311407 | Time: 1451.35 ms [2022-02-26 19:24:19 main:574] : INFO : Epoch 1922 | loss: 0.0311176 | val_loss: 0.0311446 | Time: 1429.08 ms [2022-02-26 19:24:20 main:574] : INFO : Epoch 1923 | loss: 0.0311337 | val_loss: 0.0311471 | Time: 1446.31 ms [2022-02-26 19:24:21 main:574] : INFO : Epoch 1924 | loss: 0.0311289 | val_loss: 0.0311461 | Time: 1437.11 ms [2022-02-26 19:24:23 main:574] : INFO : Epoch 1925 | loss: 0.0311255 | val_loss: 0.0311462 | Time: 1414.47 ms [2022-02-26 19:24:24 main:574] : INFO : Epoch 1926 | loss: 0.0311223 | val_loss: 0.0311416 | Time: 1404.72 ms [2022-02-26 19:24:26 main:574] : INFO : Epoch 1927 | loss: 0.0311195 | val_loss: 0.031141 | Time: 1448.36 ms [2022-02-26 19:24:27 main:574] : INFO : Epoch 1928 | loss: 0.0311178 | val_loss: 0.0311388 | Time: 1437.85 ms [2022-02-26 19:24:29 main:574] : INFO : Epoch 1929 | loss: 0.0311169 | val_loss: 0.0311401 | Time: 1446.6 ms [2022-02-26 19:24:30 main:574] : INFO : Epoch 1930 | loss: 0.0311162 | val_loss: 0.0311396 | Time: 1452.46 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-02-26 19:28:26 main:435] : INFO : Set logging level to 1 [2022-02-26 19:28:26 main:441] : INFO : Running in BOINC Client mode [2022-02-26 19:28:26 main:444] : INFO : Resolving all filenames [2022-02-26 19:28:26 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-26 19:28:26 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-26 19:28:26 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-26 19:28:26 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-26 19:28:26 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-26 19:28:26 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-26 19:28:26 main:474] : INFO : Configuration: [2022-02-26 19:28:26 main:475] : INFO : Model type: GRU [2022-02-26 19:28:26 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-26 19:28:26 main:477] : INFO : Max Epochs: 2048 [2022-02-26 19:28:26 main:478] : INFO : Batch Size: 128 [2022-02-26 19:28:26 main:479] : INFO : Learning Rate: 0.01 [2022-02-26 19:28:26 main:480] : INFO : Patience: 10 [2022-02-26 19:28:26 main:481] : INFO : Hidden Width: 12 [2022-02-26 19:28:26 main:482] : INFO : # Recurrent Layers: 4 [2022-02-26 19:28:26 main:483] : INFO : # Backend Layers: 4 [2022-02-26 19:28:26 main:484] : INFO : # Threads: 1 [2022-02-26 19:28:26 main:486] : INFO : Preparing Dataset [2022-02-26 19:28:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-26 19:28:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-26 19:28:27 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-26 19:28:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-26 19:28:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-26 19:28:27 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-26 19:28:27 main:494] : INFO : Creating Model [2022-02-26 19:28:27 main:507] : INFO : Preparing config file [2022-02-26 19:28:27 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-26 19:28:27 main:512] : INFO : Loading config [2022-02-26 19:28:27 main:514] : INFO : Loading state [2022-02-26 19:28:28 main:559] : INFO : Loading DataLoader into Memory [2022-02-26 19:28:28 main:562] : INFO : Starting Training [2022-02-26 19:28:30 main:574] : INFO : Epoch 1913 | loss: 0.0311494 | val_loss: 0.0311482 | Time: 1684.38 ms [2022-02-26 19:28:31 main:574] : INFO : Epoch 1914 | loss: 0.031118 | val_loss: 0.0311438 | Time: 1497.68 ms [2022-02-26 19:28:33 main:574] : INFO : Epoch 1915 | loss: 0.0311171 | val_loss: 0.0311411 | Time: 1498.09 ms [2022-02-26 19:28:34 main:574] : INFO : Epoch 1916 | loss: 0.0311131 | val_loss: 0.0311415 | Time: 1489.12 ms [2022-02-26 19:28:36 main:574] : INFO : Epoch 1917 | loss: 0.0311135 | val_loss: 0.031146 | Time: 1498.82 ms [2022-02-26 19:28:37 main:574] : INFO : Epoch 1918 | loss: 0.0311133 | val_loss: 0.0311407 | Time: 1500.9 ms [2022-02-26 19:28:39 main:574] : INFO : Epoch 1919 | loss: 0.0311112 | val_loss: 0.0311401 | Time: 1438.63 ms [2022-02-26 19:28:40 main:574] : INFO : Epoch 1920 | loss: 0.0311108 | val_loss: 0.0311391 | Time: 1404.69 ms [2022-02-26 19:28:41 main:574] : INFO : Epoch 1921 | loss: 0.0311146 | val_loss: 0.0311434 | Time: 1404.14 ms [2022-02-26 19:28:43 main:574] : INFO : Epoch 1922 | loss: 0.0311143 | val_loss: 0.0311386 | Time: 1399.62 ms [2022-02-26 19:28:44 main:574] : INFO : Epoch 1923 | loss: 0.0311141 | val_loss: 0.0311437 | Time: 1392.44 ms [2022-02-26 19:28:46 main:574] : INFO : Epoch 1924 | loss: 0.0311162 | val_loss: 0.0311369 | Time: 1396.62 ms [2022-02-26 19:28:47 main:574] : INFO : Epoch 1925 | loss: 0.0311156 | val_loss: 0.0311393 | Time: 1403.24 ms [2022-02-26 19:28:48 main:574] : INFO : Epoch 1926 | loss: 0.0311156 | val_loss: 0.03114 | Time: 1397.02 ms [2022-02-26 19:28:50 main:574] : INFO : Epoch 1927 | loss: 0.0311185 | val_loss: 0.0311477 | Time: 1396.64 ms [2022-02-26 19:28:51 main:574] : INFO : Epoch 1928 | loss: 0.0311128 | val_loss: 0.0311383 | Time: 1403.92 ms [2022-02-26 19:28:53 main:574] : INFO : Epoch 1929 | loss: 0.0311115 | val_loss: 0.0311381 | Time: 1406.43 ms [2022-02-26 19:28:54 main:574] : INFO : Epoch 1930 | loss: 0.0311131 | val_loss: 0.0311368 | Time: 1399.22 ms [2022-02-26 19:28:55 main:574] : INFO : Epoch 1931 | loss: 0.0311131 | val_loss: 0.0311356 | Time: 1397.48 ms [2022-02-26 19:28:57 main:574] : INFO : Epoch 1932 | loss: 0.031111 | val_loss: 0.0311412 | Time: 1398.02 ms [2022-02-26 19:28:58 main:574] : INFO : Epoch 1933 | loss: 0.0311106 | val_loss: 0.0311355 | Time: 1394.63 ms [2022-02-26 19:29:00 main:574] : INFO : Epoch 1934 | loss: 0.0311113 | val_loss: 0.0311373 | Time: 1399.33 ms [2022-02-26 19:29:01 main:574] : INFO : Epoch 1935 | loss: 0.0311107 | val_loss: 0.0311364 | Time: 1398.23 ms [2022-02-26 19:29:03 main:574] : INFO : Epoch 1936 | loss: 0.0311089 | val_loss: 0.0311404 | Time: 1474.5 ms [2022-02-26 19:29:04 main:574] : INFO : Epoch 1937 | loss: 0.0311084 | val_loss: 0.0311356 | Time: 1507.62 ms [2022-02-26 19:29:06 main:574] : INFO : Epoch 1938 | loss: 0.0311069 | val_loss: 0.0311387 | Time: 1504.3 ms [2022-02-26 19:29:07 main:574] : INFO : Epoch 1939 | loss: 0.0311101 | val_loss: 0.0311336 | Time: 1510.68 ms [2022-02-26 19:29:09 main:574] : INFO : Epoch 1940 | loss: 0.0311108 | val_loss: 0.0311325 | Time: 1500.92 ms [2022-02-26 19:29:10 main:574] : INFO : Epoch 1941 | loss: 0.0311117 | val_loss: 0.0311335 | Time: 1493.04 ms [2022-02-26 19:29:12 main:574] : INFO : Epoch 1942 | loss: 0.0311094 | val_loss: 0.0311328 | Time: 1489.15 ms [2022-02-26 19:29:13 main:574] : INFO : Epoch 1943 | loss: 0.0311111 | val_loss: 0.0311309 | Time: 1483.43 ms [2022-02-26 19:29:15 main:574] : INFO : Epoch 1944 | loss: 0.0311116 | val_loss: 0.0311384 | Time: 1490.16 ms [2022-02-26 19:29:16 main:574] : INFO : Epoch 1945 | loss: 0.0311125 | val_loss: 0.031136 | Time: 1488.62 ms [2022-02-26 19:29:17 main:574] : INFO : Epoch 1946 | loss: 0.0311121 | val_loss: 0.0311394 | Time: 1489.88 ms [2022-02-26 19:29:19 main:574] : INFO : Epoch 1947 | loss: 0.0311081 | val_loss: 0.0311374 | Time: 1497.91 ms [2022-02-26 19:29:20 main:574] : INFO : Epoch 1948 | loss: 0.0311067 | val_loss: 0.0311334 | Time: 1485.06 ms [2022-02-26 19:29:22 main:574] : INFO : Epoch 1949 | loss: 0.0311064 | val_loss: 0.0311394 | Time: 1501.34 ms [2022-02-26 19:29:23 main:574] : INFO : Epoch 1950 | loss: 0.0311054 | val_loss: 0.0311346 | Time: 1500.7 ms [2022-02-26 19:29:25 main:574] : INFO : Epoch 1951 | loss: 0.0311076 | val_loss: 0.0311408 | Time: 1490.89 ms [2022-02-26 19:29:27 main:574] : INFO : Epoch 1952 | loss: 0.0311073 | val_loss: 0.0311407 | Time: 1532.47 ms [2022-02-26 19:29:28 main:574] : INFO : Epoch 1953 | loss: 0.0311072 | val_loss: 0.0311384 | Time: 1520.39 ms [2022-02-26 19:29:30 main:574] : INFO : Epoch 1954 | loss: 0.0311075 | val_loss: 0.031135 | Time: 1497.48 ms [2022-02-26 19:29:31 main:574] : INFO : Epoch 1955 | loss: 0.0311081 | val_loss: 0.0311356 | Time: 1497.34 ms [2022-02-26 19:29:33 main:574] : INFO : Epoch 1956 | loss: 0.0311062 | val_loss: 0.0311347 | Time: 1490.75 ms [2022-02-26 19:29:34 main:574] : INFO : Epoch 1957 | loss: 0.0311041 | val_loss: 0.0311408 | Time: 1494.14 ms [2022-02-26 19:29:36 main:574] : INFO : Epoch 1958 | loss: 0.0311038 | val_loss: 0.0311402 | Time: 1490.89 ms [2022-02-26 19:29:37 main:574] : INFO : Epoch 1959 | loss: 0.0311038 | val_loss: 0.0311376 | Time: 1499.91 ms [2022-02-26 19:29:39 main:574] : INFO : Epoch 1960 | loss: 0.0311053 | val_loss: 0.0311384 | Time: 1494.91 ms [2022-02-26 19:29:40 main:574] : INFO : Epoch 1961 | loss: 0.0311042 | val_loss: 0.0311353 | Time: 1492.17 ms [2022-02-26 19:29:42 main:574] : INFO : Epoch 1962 | loss: 0.0311083 | val_loss: 0.0311331 | Time: 1501.63 ms [2022-02-26 19:29:43 main:574] : INFO : Epoch 1963 | loss: 0.0311104 | val_loss: 0.0311336 | Time: 1488.52 ms [2022-02-26 19:29:45 main:574] : INFO : Epoch 1964 | loss: 0.0311092 | val_loss: 0.031145 | Time: 1498.55 ms [2022-02-26 19:29:46 main:574] : INFO : Epoch 1965 | loss: 0.0311163 | val_loss: 0.0311416 | Time: 1494.08 ms [2022-02-26 19:29:47 main:574] : INFO : Epoch 1966 | loss: 0.0311132 | val_loss: 0.0311378 | Time: 1477.94 ms [2022-02-26 19:29:49 main:574] : INFO : Epoch 1967 | loss: 0.0311096 | val_loss: 0.0311379 | Time: 1488.95 ms [2022-02-26 19:29:50 main:574] : INFO : Epoch 1968 | loss: 0.0311108 | val_loss: 0.031142 | Time: 1489.4 ms [2022-02-26 19:29:52 main:574] : INFO : Epoch 1969 | loss: 0.031112 | val_loss: 0.0311406 | Time: 1489.12 ms [2022-02-26 19:29:53 main:574] : INFO : Epoch 1970 | loss: 0.0311096 | val_loss: 0.0311358 | Time: 1492.28 ms [2022-02-26 19:29:55 main:574] : INFO : Epoch 1971 | loss: 0.0311086 | val_loss: 0.0311417 | Time: 1482.49 ms [2022-02-26 19:29:56 main:574] : INFO : Epoch 1972 | loss: 0.0311093 | val_loss: 0.0311337 | Time: 1492.77 ms [2022-02-26 19:29:58 main:574] : INFO : Epoch 1973 | loss: 0.0311095 | val_loss: 0.0311361 | Time: 1486.6 ms [2022-02-26 19:29:59 main:574] : INFO : Epoch 1974 | loss: 0.0311069 | val_loss: 0.0311394 | Time: 1483.45 ms [2022-02-26 19:30:01 main:574] : INFO : Epoch 1975 | loss: 0.0311064 | val_loss: 0.0311392 | Time: 1491.33 ms [2022-02-26 19:30:02 main:574] : INFO : Epoch 1976 | loss: 0.0311044 | val_loss: 0.0311443 | Time: 1482.61 ms [2022-02-26 19:30:04 main:574] : INFO : Epoch 1977 | loss: 0.0311053 | val_loss: 0.0311356 | Time: 1481.8 ms [2022-02-26 19:30:05 main:574] : INFO : Epoch 1978 | loss: 0.0311087 | val_loss: 0.031141 | Time: 1480.78 ms [2022-02-26 19:30:07 main:574] : INFO : Epoch 1979 | loss: 0.0311174 | val_loss: 0.0311355 | Time: 1501.75 ms [2022-02-26 19:30:08 main:574] : INFO : Epoch 1980 | loss: 0.0311164 | val_loss: 0.0311368 | Time: 1491.93 ms [2022-02-26 19:30:10 main:574] : INFO : Epoch 1981 | loss: 0.0311152 | val_loss: 0.031139 | Time: 1489.02 ms [2022-02-26 19:30:11 main:574] : INFO : Epoch 1982 | loss: 0.0311095 | val_loss: 0.0311375 | Time: 1487.66 ms [2022-02-26 19:30:13 main:574] : INFO : Epoch 1983 | loss: 0.0311148 | val_loss: 0.0311361 | Time: 1489.14 ms [2022-02-26 19:30:14 main:574] : INFO : Epoch 1984 | loss: 0.0311135 | val_loss: 0.0311396 | Time: 1494.41 ms [2022-02-26 19:30:16 main:574] : INFO : Epoch 1985 | loss: 0.0311206 | val_loss: 0.0311339 | Time: 1486.67 ms [2022-02-26 19:30:17 main:574] : INFO : Epoch 1986 | loss: 0.0311169 | val_loss: 0.031139 | Time: 1496.54 ms [2022-02-26 19:30:19 main:574] : INFO : Epoch 1987 | loss: 0.0311146 | val_loss: 0.0311341 | Time: 1452.3 ms [2022-02-26 19:30:20 main:574] : INFO : Epoch 1988 | loss: 0.031114 | val_loss: 0.0311375 | Time: 1500.52 ms [2022-02-26 19:30:22 main:574] : INFO : Epoch 1989 | loss: 0.031111 | val_loss: 0.0311357 | Time: 1503.47 ms [2022-02-26 19:30:23 main:574] : INFO : Epoch 1990 | loss: 0.0311132 | val_loss: 0.0311342 | Time: 1506.95 ms [2022-02-26 19:30:25 main:574] : INFO : Epoch 1991 | loss: 0.0311185 | val_loss: 0.0311515 | Time: 1504.58 ms [2022-02-26 19:30:26 main:574] : INFO : Epoch 1992 | loss: 0.0311299 | val_loss: 0.0311442 | Time: 1508.68 ms [2022-02-26 19:30:28 main:574] : INFO : Epoch 1993 | loss: 0.0311256 | val_loss: 0.0311444 | Time: 1511.53 ms [2022-02-26 19:30:29 main:574] : INFO : Epoch 1994 | loss: 0.0311242 | val_loss: 0.0311394 | Time: 1508.32 ms [2022-02-26 19:30:31 main:574] : INFO : Epoch 1995 | loss: 0.0311221 | val_loss: 0.031141 | Time: 1510.84 ms [2022-02-26 19:30:32 main:574] : INFO : Epoch 1996 | loss: 0.0311195 | val_loss: 0.0311394 | Time: 1515.35 ms [2022-02-26 19:30:34 main:574] : INFO : Epoch 1997 | loss: 0.0311201 | val_loss: 0.0311416 | Time: 1504.36 ms [2022-02-26 19:30:35 main:574] : INFO : Epoch 1998 | loss: 0.0311247 | val_loss: 0.0311399 | Time: 1520.91 ms [2022-02-26 19:30:37 main:574] : INFO : Epoch 1999 | loss: 0.0311262 | val_loss: 0.0311403 | Time: 1460.17 ms [2022-02-26 19:30:38 main:574] : INFO : Epoch 2000 | loss: 0.0311226 | val_loss: 0.0311395 | Time: 1494.21 ms [2022-02-26 19:30:40 main:574] : INFO : Epoch 2001 | loss: 0.0311189 | val_loss: 0.031136 | Time: 1508.36 ms [2022-02-26 19:30:41 main:574] : INFO : Epoch 2002 | loss: 0.0311186 | val_loss: 0.0311371 | Time: 1503.8 ms [2022-02-26 19:30:43 main:574] : INFO : Epoch 2003 | loss: 0.0311175 | val_loss: 0.0311385 | Time: 1500.08 ms [2022-02-26 19:30:44 main:574] : INFO : Epoch 2004 | loss: 0.0311169 | val_loss: 0.0311404 | Time: 1494.55 ms [2022-02-26 19:30:46 main:574] : INFO : Epoch 2005 | loss: 0.0311178 | val_loss: 0.0311387 | Time: 1507.04 ms [2022-02-26 19:30:47 main:574] : INFO : Epoch 2006 | loss: 0.0311173 | val_loss: 0.0311399 | Time: 1499.1 ms [2022-02-26 19:30:49 main:574] : INFO : Epoch 2007 | loss: 0.0311181 | val_loss: 0.0311394 | Time: 1416.55 ms [2022-02-26 19:30:50 main:574] : INFO : Epoch 2008 | loss: 0.031114 | val_loss: 0.0311342 | Time: 1410.4 ms [2022-02-26 19:30:52 main:574] : INFO : Epoch 2009 | loss: 0.0311134 | val_loss: 0.0311381 | Time: 1397.8 ms [2022-02-26 19:30:53 main:574] : INFO : Epoch 2010 | loss: 0.0311121 | val_loss: 0.0311368 | Time: 1397.46 ms [2022-02-26 19:30:54 main:574] : INFO : Epoch 2011 | loss: 0.0311106 | val_loss: 0.031138 | Time: 1402.55 ms [2022-02-26 19:30:56 main:574] : INFO : Epoch 2012 | loss: 0.0311095 | val_loss: 0.0311383 | Time: 1399.45 ms [2022-02-26 19:30:57 main:574] : INFO : Epoch 2013 | loss: 0.0311098 | val_loss: 0.0311384 | Time: 1402.92 ms [2022-02-26 19:30:59 main:574] : INFO : Epoch 2014 | loss: 0.0311096 | val_loss: 0.0311369 | Time: 1408.84 ms [2022-02-26 19:31:00 main:574] : INFO : Epoch 2015 | loss: 0.0311083 | val_loss: 0.0311359 | Time: 1401.71 ms [2022-02-26 19:31:01 main:574] : INFO : Epoch 2016 | loss: 0.0311096 | val_loss: 0.0311351 | Time: 1400.55 ms [2022-02-26 19:31:03 main:574] : INFO : Epoch 2017 | loss: 0.0311092 | val_loss: 0.0311367 | Time: 1476.39 ms [2022-02-26 19:31:04 main:574] : INFO : Epoch 2018 | loss: 0.031111 | val_loss: 0.0311361 | Time: 1524.01 ms [2022-02-26 19:31:06 main:574] : INFO : Epoch 2019 | loss: 0.0311107 | val_loss: 0.0311402 | Time: 1523.39 ms [2022-02-26 19:31:07 main:574] : INFO : Epoch 2020 | loss: 0.0311069 | val_loss: 0.0311376 | Time: 1491.24 ms [2022-02-26 19:31:09 main:574] : INFO : Epoch 2021 | loss: 0.031108 | val_loss: 0.0311436 | Time: 1487.89 ms [2022-02-26 19:31:10 main:574] : INFO : Epoch 2022 | loss: 0.0311084 | val_loss: 0.0311441 | Time: 1491.48 ms [2022-02-26 19:31:12 main:574] : INFO : Epoch 2023 | loss: 0.0311113 | val_loss: 0.0311508 | Time: 1491.64 ms [2022-02-26 19:31:13 main:574] : INFO : Epoch 2024 | loss: 0.0311113 | val_loss: 0.0311454 | Time: 1489.1 ms [2022-02-26 19:31:15 main:574] : INFO : Epoch 2025 | loss: 0.0311131 | val_loss: 0.0311407 | Time: 1450.21 ms [2022-02-26 19:31:16 main:574] : INFO : Epoch 2026 | loss: 0.0311114 | val_loss: 0.031145 | Time: 1481.76 ms [2022-02-26 19:31:18 main:574] : INFO : Epoch 2027 | loss: 0.0311096 | val_loss: 0.0311474 | Time: 1481.71 ms [2022-02-26 19:31:19 main:574] : INFO : Epoch 2028 | loss: 0.0311167 | val_loss: 0.0311405 | Time: 1486.59 ms [2022-02-26 19:31:21 main:574] : INFO : Epoch 2029 | loss: 0.0311161 | val_loss: 0.0311499 | Time: 1495.68 ms [2022-02-26 19:31:22 main:574] : INFO : Epoch 2030 | loss: 0.031114 | val_loss: 0.0311441 | Time: 1487.14 ms [2022-02-26 19:31:24 main:574] : INFO : Epoch 2031 | loss: 0.031113 | val_loss: 0.0311435 | Time: 1490.25 ms [2022-02-26 19:31:25 main:574] : INFO : Epoch 2032 | loss: 0.0311112 | val_loss: 0.0311431 | Time: 1487.3 ms [2022-02-26 19:31:27 main:574] : INFO : Epoch 2033 | loss: 0.0311103 | val_loss: 0.03114 | Time: 1441.83 ms [2022-02-26 19:31:28 main:574] : INFO : Epoch 2034 | loss: 0.0311111 | val_loss: 0.0311419 | Time: 1407.59 ms [2022-02-26 19:31:30 main:574] : INFO : Epoch 2035 | loss: 0.0311131 | val_loss: 0.0311435 | Time: 1398.03 ms [2022-02-26 19:31:31 main:574] : INFO : Epoch 2036 | loss: 0.0311154 | val_loss: 0.0311485 | Time: 1498.08 ms [2022-02-26 19:31:33 main:574] : INFO : Epoch 2037 | loss: 0.0311131 | val_loss: 0.0311419 | Time: 1482.13 ms [2022-02-26 19:31:34 main:574] : INFO : Epoch 2038 | loss: 0.0311113 | val_loss: 0.0311396 | Time: 1489.67 ms [2022-02-26 19:31:35 main:574] : INFO : Epoch 2039 | loss: 0.0311119 | val_loss: 0.0311422 | Time: 1482.13 ms [2022-02-26 19:31:37 main:574] : INFO : Epoch 2040 | loss: 0.0311088 | val_loss: 0.0311421 | Time: 1499.49 ms [2022-02-26 19:31:38 main:574] : INFO : Epoch 2041 | loss: 0.0311098 | val_loss: 0.0311406 | Time: 1486.68 ms [2022-02-26 19:31:40 main:574] : INFO : Epoch 2042 | loss: 0.0311098 | val_loss: 0.0311435 | Time: 1487.28 ms [2022-02-26 19:31:41 main:574] : INFO : Epoch 2043 | loss: 0.0311091 | val_loss: 0.031149 | Time: 1485.9 ms [2022-02-26 19:31:43 main:574] : INFO : Epoch 2044 | loss: 0.0311067 | val_loss: 0.0311421 | Time: 1494 ms [2022-02-26 19:31:44 main:574] : INFO : Epoch 2045 | loss: 0.0311058 | val_loss: 0.031143 | Time: 1486.07 ms [2022-02-26 19:31:46 main:574] : INFO : Epoch 2046 | loss: 0.0311126 | val_loss: 0.0311427 | Time: 1481.17 ms [2022-02-26 19:31:47 main:574] : INFO : Epoch 2047 | loss: 0.0311152 | val_loss: 0.0311403 | Time: 1488.72 ms [2022-02-26 19:31:49 main:574] : INFO : Epoch 2048 | loss: 0.0311139 | val_loss: 0.031133 | Time: 1495.73 ms [2022-02-26 19:31:49 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.031133 [2022-02-26 19:31:49 main:603] : INFO : Saving end state to config to file [2022-02-26 19:31:49 main:608] : INFO : Success, exiting.. 19:31:49 (7728): 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)