Task 14335535
| Name | ParityModified-1647041578-14772-3-0_0 |
| Workunit | 11385396 |
| Created | 4 Apr 2022, 3:13:16 UTC |
| Sent | 10 Apr 2022, 19:05:25 UTC |
| Report deadline | 18 Apr 2022, 19:05:25 UTC |
| Received | 11 Apr 2022, 3:55:28 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6170 |
| Run time | 6 hours 39 min 40 sec |
| CPU time | 5 hours 52 min 37 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,130.52 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.57 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> .97 ms [2022-04-10 18:29:52 main:574] : INFO : Epoch 1592 | loss: 0.0311422 | val_loss: 0.0311521 | Time: 11822.2 ms [2022-04-10 18:30:03 main:574] : INFO : Epoch 1593 | loss: 0.0311442 | val_loss: 0.0311534 | Time: 11611.6 ms [2022-04-10 18:30:12 main:574] : INFO : Epoch 1594 | loss: 0.0311451 | val_loss: 0.0311496 | Time: 9005.44 ms [2022-04-10 18:30:20 main:574] : INFO : Epoch 1595 | loss: 0.0311429 | val_loss: 0.0311496 | Time: 7589.12 ms [2022-04-10 18:30:27 main:574] : INFO : Epoch 1596 | loss: 0.0311426 | val_loss: 0.0311514 | Time: 7533.82 ms [2022-04-10 18:30:40 main:574] : INFO : Epoch 1597 | loss: 0.0311416 | val_loss: 0.0311519 | Time: 12296.6 ms [2022-04-10 18:30:49 main:574] : INFO : Epoch 1598 | loss: 0.0311402 | val_loss: 0.0311496 | Time: 9309.74 ms [2022-04-10 18:31:02 main:574] : INFO : Epoch 1599 | loss: 0.0311399 | val_loss: 0.0311522 | Time: 12790.7 ms [2022-04-10 18:31:12 main:574] : INFO : Epoch 1600 | loss: 0.0311411 | val_loss: 0.0311507 | Time: 9445.63 ms [2022-04-10 18:31:24 main:574] : INFO : Epoch 1601 | loss: 0.0311394 | val_loss: 0.0311491 | Time: 12100.5 ms [2022-04-10 18:31:34 main:574] : INFO : Epoch 1602 | loss: 0.0311387 | val_loss: 0.0311545 | Time: 9734.29 ms [2022-04-10 18:31:42 main:574] : INFO : Epoch 1603 | loss: 0.0311419 | val_loss: 0.0311526 | Time: 8191.08 ms [2022-04-10 18:31:50 main:574] : INFO : Epoch 1604 | loss: 0.0311399 | val_loss: 0.0311508 | Time: 7751.58 ms [2022-04-10 18:31:57 main:574] : INFO : Epoch 1605 | loss: 0.0311405 | val_loss: 0.0311499 | Time: 7610.14 ms [2022-04-10 18:32:05 main:574] : INFO : Epoch 1606 | loss: 0.0311384 | val_loss: 0.0311564 | Time: 7471.79 ms [2022-04-10 18:32:12 main:574] : INFO : Epoch 1607 | loss: 0.0311381 | val_loss: 0.0311501 | Time: 7690.16 ms [2022-04-10 18:32:20 main:574] : INFO : Epoch 1608 | loss: 0.0311392 | val_loss: 0.0311549 | Time: 7565 ms [2022-04-10 18:32:32 main:574] : INFO : Epoch 1609 | loss: 0.0311374 | val_loss: 0.0311492 | Time: 12050 ms [2022-04-10 18:32:41 main:574] : INFO : Epoch 1610 | loss: 0.0311381 | val_loss: 0.0311496 | Time: 8870.03 ms [2022-04-10 18:32:49 main:574] : INFO : Epoch 1611 | loss: 0.0311378 | val_loss: 0.0311489 | Time: 8103.3 ms [2022-04-10 18:32:57 main:574] : INFO : Epoch 1612 | loss: 0.0311374 | val_loss: 0.0311516 | Time: 7970.47 ms [2022-04-10 18:33:05 main:574] : INFO : Epoch 1613 | loss: 0.0311399 | val_loss: 0.0311504 | Time: 7542.79 ms [2022-04-10 18:33:12 main:574] : INFO : Epoch 1614 | loss: 0.0311362 | val_loss: 0.0311474 | Time: 7273.46 ms [2022-04-10 18:33:19 main:574] : INFO : Epoch 1615 | loss: 0.0311375 | val_loss: 0.031147 | Time: 6881.84 ms [2022-04-10 18:33:26 main:574] : INFO : Epoch 1616 | loss: 0.0311371 | val_loss: 0.0311495 | Time: 6757.28 ms [2022-04-10 18:33:32 main:574] : INFO : Epoch 1617 | loss: 0.0311363 | val_loss: 0.0311511 | Time: 6399.85 ms [2022-04-10 18:33:39 main:574] : INFO : Epoch 1618 | loss: 0.0311369 | val_loss: 0.0311505 | Time: 6406.5 ms [2022-04-10 18:33:51 main:574] : INFO : Epoch 1619 | loss: 0.0311389 | val_loss: 0.0311503 | Time: 12398.8 ms [2022-04-10 18:34:01 main:574] : INFO : Epoch 1620 | loss: 0.0311383 | val_loss: 0.0311491 | Time: 9881.03 ms [2022-04-10 18:34:11 main:574] : INFO : Epoch 1621 | loss: 0.0311377 | val_loss: 0.0311483 | Time: 9447.01 ms [2022-04-10 18:34:19 main:574] : INFO : Epoch 1622 | loss: 0.0311376 | val_loss: 0.0311525 | Time: 8826.05 ms [2022-04-10 18:34:27 main:574] : INFO : Epoch 1623 | loss: 0.0311353 | val_loss: 0.0311496 | Time: 7766.04 ms [2022-04-10 18:34:35 main:574] : INFO : Epoch 1624 | loss: 0.031137 | val_loss: 0.0311466 | Time: 7693.58 ms [2022-04-10 18:34:43 main:574] : INFO : Epoch 1625 | loss: 0.0311352 | val_loss: 0.0311494 | Time: 7716.19 ms [2022-04-10 18:34:50 main:574] : INFO : Epoch 1626 | loss: 0.031135 | val_loss: 0.0311494 | Time: 7711.81 ms [2022-04-10 18:34:58 main:574] : INFO : Epoch 1627 | loss: 0.0311386 | val_loss: 0.0311528 | Time: 7496.42 ms [2022-04-10 18:35:05 main:574] : INFO : Epoch 1628 | loss: 0.0311442 | val_loss: 0.0311533 | Time: 7377.06 ms [2022-04-10 18:35:19 main:574] : INFO : Epoch 1629 | loss: 0.0311423 | val_loss: 0.0311486 | Time: 13875.9 ms [2022-04-10 18:35:33 main:574] : INFO : Epoch 1630 | loss: 0.0311452 | val_loss: 0.0311506 | Time: 13380.6 ms [2022-04-10 18:35:47 main:574] : INFO : Epoch 1631 | loss: 0.0311396 | val_loss: 0.031151 | Time: 14464 ms [2022-04-10 18:35:57 main:574] : INFO : Epoch 1632 | loss: 0.031139 | val_loss: 0.0311487 | Time: 9166.79 ms [2022-04-10 18:36:05 main:574] : INFO : Epoch 1633 | loss: 0.0311377 | val_loss: 0.0311474 | Time: 8142.08 ms [2022-04-10 18:36:18 main:574] : INFO : Epoch 1634 | loss: 0.0311369 | val_loss: 0.0311475 | Time: 13062.9 ms [2022-04-10 18:36:26 main:574] : INFO : Epoch 1635 | loss: 0.0311365 | val_loss: 0.0311495 | Time: 8425.53 ms [2022-04-10 18:36:34 main:574] : INFO : Epoch 1636 | loss: 0.0311378 | val_loss: 0.0311543 | Time: 8085.17 ms [2022-04-10 18:36:43 main:574] : INFO : Epoch 1637 | loss: 0.0311377 | val_loss: 0.0311516 | Time: 8145.59 ms [2022-04-10 18:36:55 main:574] : INFO : Epoch 1638 | loss: 0.0311388 | val_loss: 0.0311523 | Time: 12590.1 ms [2022-04-10 18:37:05 main:574] : INFO : Epoch 1639 | loss: 0.031137 | val_loss: 0.0311558 | Time: 9218.72 ms [2022-04-10 18:37:20 main:574] : INFO : Epoch 1640 | loss: 0.0311378 | val_loss: 0.0311498 | Time: 15005.4 ms [2022-04-10 18:37:34 main:574] : INFO : Epoch 1641 | loss: 0.0311376 | val_loss: 0.0311521 | Time: 14245.1 ms [2022-04-10 18:37:46 main:574] : INFO : Epoch 1642 | loss: 0.031141 | val_loss: 0.0311472 | Time: 11665.4 ms [2022-04-10 18:38:01 main:574] : INFO : Epoch 1643 | loss: 0.0311391 | val_loss: 0.0311524 | Time: 15514.2 ms [2022-04-10 18:38:14 main:574] : INFO : Epoch 1644 | loss: 0.0311406 | val_loss: 0.0311511 | Time: 13121.3 ms [2022-04-10 18:38:28 main:574] : INFO : Epoch 1645 | loss: 0.0311373 | val_loss: 0.0311523 | Time: 13362.7 ms [2022-04-10 18:38:44 main:574] : INFO : Epoch 1646 | loss: 0.031137 | val_loss: 0.0311463 | Time: 16080.2 ms [2022-04-10 18:38:57 main:574] : INFO : Epoch 1647 | loss: 0.0311365 | val_loss: 0.0311454 | Time: 13254.6 ms [2022-04-10 18:39:09 main:574] : INFO : Epoch 1648 | loss: 0.0311353 | val_loss: 0.0311488 | Time: 11638.5 ms [2022-04-10 18:39:25 main:574] : INFO : Epoch 1649 | loss: 0.031136 | val_loss: 0.0311475 | Time: 16175.7 ms [2022-04-10 18:39:39 main:574] : INFO : Epoch 1650 | loss: 0.0311364 | val_loss: 0.0311484 | Time: 14036.9 ms [2022-04-10 18:39:54 main:574] : INFO : Epoch 1651 | loss: 0.0311365 | val_loss: 0.0311487 | Time: 14723.2 ms [2022-04-10 18:40:10 main:574] : INFO : Epoch 1652 | loss: 0.031136 | val_loss: 0.0311523 | Time: 15854.2 ms [2022-04-10 18:40:23 main:574] : INFO : Epoch 1653 | loss: 0.0311361 | val_loss: 0.0311491 | Time: 13190.6 ms [2022-04-10 18:40:39 main:574] : INFO : Epoch 1654 | loss: 0.0311362 | val_loss: 0.031146 | Time: 16168.7 ms [2022-04-10 18:40:55 main:574] : INFO : Epoch 1655 | loss: 0.0311373 | val_loss: 0.0311469 | Time: 15768.5 ms [2022-04-10 18:41:06 main:574] : INFO : Epoch 1656 | loss: 0.0311446 | val_loss: 0.0311479 | Time: 10945.9 ms [2022-04-10 18:41:18 main:574] : INFO : Epoch 1657 | loss: 0.0311405 | val_loss: 0.0311473 | Time: 12189.8 ms [2022-04-10 18:41:26 main:574] : INFO : Epoch 1658 | loss: 0.0311392 | val_loss: 0.0311459 | Time: 7737.29 ms [2022-04-10 18:41:33 main:574] : INFO : Epoch 1659 | loss: 0.0311395 | val_loss: 0.0311549 | Time: 7110.71 ms [2022-04-10 18:41:40 main:574] : INFO : Epoch 1660 | loss: 0.0311407 | val_loss: 0.0311481 | Time: 7310.78 ms [2022-04-10 18:41:47 main:574] : INFO : Epoch 1661 | loss: 0.0311382 | val_loss: 0.031149 | Time: 6584.87 ms [2022-04-10 18:42:00 main:574] : INFO : Epoch 1662 | loss: 0.0311378 | val_loss: 0.0311501 | Time: 12936.7 ms [2022-04-10 18:42:14 main:574] : INFO : Epoch 1663 | loss: 0.0311379 | val_loss: 0.0311492 | Time: 13987.9 ms [2022-04-10 18:42:28 main:574] : INFO : Epoch 1664 | loss: 0.031139 | val_loss: 0.0311478 | Time: 13463.6 ms [2022-04-10 18:42:39 main:574] : INFO : Epoch 1665 | loss: 0.0311379 | val_loss: 0.0311477 | Time: 11735.4 ms [2022-04-10 18:42:53 main:574] : INFO : Epoch 1666 | loss: 0.0311373 | val_loss: 0.0311467 | Time: 13680.5 ms [2022-04-10 18:43:04 main:574] : INFO : Epoch 1667 | loss: 0.031136 | val_loss: 0.0311481 | Time: 10467.4 ms [2022-04-10 18:43:13 main:574] : INFO : Epoch 1668 | loss: 0.0311353 | val_loss: 0.0311472 | Time: 9131.56 ms [2022-04-10 18:43:21 main:574] : INFO : Epoch 1669 | loss: 0.0311367 | val_loss: 0.0311547 | Time: 8074.87 ms [2022-04-10 18:43:29 main:574] : INFO : Epoch 1670 | loss: 0.0311423 | val_loss: 0.0311491 | Time: 8058.45 ms [2022-04-10 18:43:37 main:574] : INFO : Epoch 1671 | loss: 0.0311412 | val_loss: 0.0311472 | Time: 8088 ms [2022-04-10 18:43:45 main:574] : INFO : Epoch 1672 | loss: 0.0311362 | val_loss: 0.0311475 | Time: 7601.98 ms [2022-04-10 18:43:59 main:574] : INFO : Epoch 1673 | loss: 0.0311363 | val_loss: 0.0311462 | Time: 14040 ms [2022-04-10 18:44:12 main:574] : INFO : Epoch 1674 | loss: 0.0311376 | val_loss: 0.0311449 | Time: 13546 ms [2022-04-10 18:44:26 main:574] : INFO : Epoch 1675 | loss: 0.0311357 | val_loss: 0.0311469 | Time: 13722.8 ms [2022-04-10 18:44:36 main:574] : INFO : Epoch 1676 | loss: 0.031135 | val_loss: 0.0311473 | Time: 10076.3 ms [2022-04-10 18:44:46 main:574] : INFO : Epoch 1677 | loss: 0.0311333 | val_loss: 0.0311439 | Time: 9432.21 ms [2022-04-10 18:45:00 main:574] : INFO : Epoch 1678 | loss: 0.0311337 | val_loss: 0.0311457 | Time: 14240.5 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030) [2022-04-10 18:47:08 main:435] : INFO : Set logging level to 1 [2022-04-10 18:47:08 main:441] : INFO : Running in BOINC Client mode [2022-04-10 18:47:08 main:444] : INFO : Resolving all filenames [2022-04-10 18:47:08 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-10 18:47:08 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-10 18:47:08 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-10 18:47:08 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-10 18:47:08 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-10 18:47:08 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-10 18:47:09 main:474] : INFO : Configuration: [2022-04-10 18:47:09 main:475] : INFO : Model type: GRU [2022-04-10 18:47:09 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-10 18:47:09 main:477] : INFO : Max Epochs: 2048 [2022-04-10 18:47:09 main:478] : INFO : Batch Size: 128 [2022-04-10 18:47:09 main:479] : INFO : Learning Rate: 0.01 [2022-04-10 18:47:09 main:480] : INFO : Patience: 10 [2022-04-10 18:47:09 main:481] : INFO : Hidden Width: 12 [2022-04-10 18:47:09 main:482] : INFO : # Recurrent Layers: 4 [2022-04-10 18:47:09 main:483] : INFO : # Backend Layers: 4 [2022-04-10 18:47:09 main:484] : INFO : # Threads: 1 [2022-04-10 18:47:09 main:486] : INFO : Preparing Dataset [2022-04-10 18:47:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-10 18:47:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-10 18:47:16 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-10 18:47:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-10 18:47:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-10 18:47:17 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-10 18:47:17 main:494] : INFO : Creating Model [2022-04-10 18:47:17 main:507] : INFO : Preparing config file [2022-04-10 18:47:17 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-10 18:47:17 main:512] : INFO : Loading config [2022-04-10 18:47:17 main:514] : INFO : Loading state [2022-04-10 18:47:20 main:559] : INFO : Loading DataLoader into Memory [2022-04-10 18:47:20 main:562] : INFO : Starting Training [2022-04-10 18:47:38 main:574] : INFO : Epoch 1679 | loss: 0.0311691 | val_loss: 0.0311491 | Time: 17976.4 ms [2022-04-10 18:47:56 main:574] : INFO : Epoch 1680 | loss: 0.0311396 | val_loss: 0.0311478 | Time: 18261.7 ms [2022-04-10 18:48:10 main:574] : INFO : Epoch 1681 | loss: 0.031137 | val_loss: 0.0311433 | Time: 13527 ms [2022-04-10 18:48:25 main:574] : INFO : Epoch 1682 | loss: 0.0311357 | val_loss: 0.0311444 | Time: 14956.5 ms [2022-04-10 18:48:40 main:574] : INFO : Epoch 1683 | loss: 0.0311346 | val_loss: 0.0311457 | Time: 14701.2 ms [2022-04-10 18:48:54 main:574] : INFO : Epoch 1684 | loss: 0.0311344 | val_loss: 0.0311457 | Time: 14123.4 ms [2022-04-10 18:49:07 main:574] : INFO : Epoch 1685 | loss: 0.0311341 | val_loss: 0.0311458 | Time: 12835.2 ms [2022-04-10 18:49:19 main:574] : INFO : Epoch 1686 | loss: 0.0311357 | val_loss: 0.0311451 | Time: 11999 ms [2022-04-10 18:49:34 main:574] : INFO : Epoch 1687 | loss: 0.0311368 | val_loss: 0.0311437 | Time: 14822 ms [2022-04-10 18:49:47 main:574] : INFO : Epoch 1688 | loss: 0.0311367 | val_loss: 0.0311431 | Time: 13858.4 ms [2022-04-10 18:50:01 main:574] : INFO : Epoch 1689 | loss: 0.031135 | val_loss: 0.0311407 | Time: 13680.7 ms [2022-04-10 18:50:17 main:574] : INFO : Epoch 1690 | loss: 0.0311363 | val_loss: 0.0311455 | Time: 15910.6 ms [2022-04-10 18:50:29 main:574] : INFO : Epoch 1691 | loss: 0.0311366 | val_loss: 0.0311424 | Time: 11679.7 ms [2022-04-10 18:50:43 main:574] : INFO : Epoch 1692 | loss: 0.0311353 | val_loss: 0.0311421 | Time: 14450.7 ms [2022-04-10 18:50:58 main:574] : INFO : Epoch 1693 | loss: 0.0311362 | val_loss: 0.0311423 | Time: 14348.5 ms [2022-04-10 18:51:13 main:574] : INFO : Epoch 1694 | loss: 0.0311343 | val_loss: 0.0311414 | Time: 14717.5 ms [2022-04-10 18:51:24 main:574] : INFO : Epoch 1695 | loss: 0.0311353 | val_loss: 0.0311439 | Time: 11690.7 ms [2022-04-10 18:51:38 main:574] : INFO : Epoch 1696 | loss: 0.0311343 | val_loss: 0.0311407 | Time: 13891.2 ms [2022-04-10 18:51:54 main:574] : INFO : Epoch 1697 | loss: 0.0311343 | val_loss: 0.031142 | Time: 15819.3 ms [2022-04-10 18:52:09 main:574] : INFO : Epoch 1698 | loss: 0.031133 | val_loss: 0.031141 | Time: 15028.6 ms [2022-04-10 18:52:25 main:574] : INFO : Epoch 1699 | loss: 0.0311331 | val_loss: 0.0311413 | Time: 15652.7 ms [2022-04-10 18:52:40 main:574] : INFO : Epoch 1700 | loss: 0.0311349 | val_loss: 0.0311415 | Time: 14686.7 ms [2022-04-10 18:52:52 main:574] : INFO : Epoch 1701 | loss: 0.0311368 | val_loss: 0.0311422 | Time: 12635.6 ms [2022-04-10 18:53:09 main:574] : INFO : Epoch 1702 | loss: 0.0311352 | val_loss: 0.0311408 | Time: 16731.7 ms [2022-04-10 18:53:24 main:574] : INFO : Epoch 1703 | loss: 0.0311336 | val_loss: 0.0311396 | Time: 14832.2 ms [2022-04-10 18:53:40 main:574] : INFO : Epoch 1704 | loss: 0.0311339 | val_loss: 0.0311424 | Time: 16201.9 ms [2022-04-10 18:53:55 main:574] : INFO : Epoch 1705 | loss: 0.0311354 | val_loss: 0.031143 | Time: 14155.8 ms [2022-04-10 18:54:06 main:574] : INFO : Epoch 1706 | loss: 0.0311367 | val_loss: 0.0311436 | Time: 10885.6 ms [2022-04-10 18:54:15 main:574] : INFO : Epoch 1707 | loss: 0.0311361 | val_loss: 0.0311427 | Time: 9888.95 ms [2022-04-10 18:54:25 main:574] : INFO : Epoch 1708 | loss: 0.031134 | val_loss: 0.0311422 | Time: 9584.61 ms [2022-04-10 18:54:38 main:574] : INFO : Epoch 1709 | loss: 0.0311352 | val_loss: 0.0311441 | Time: 13258.5 ms [2022-04-10 18:54:50 main:574] : INFO : Epoch 1710 | loss: 0.0311361 | val_loss: 0.0311425 | Time: 11854 ms [2022-04-10 18:55:05 main:574] : INFO : Epoch 1711 | loss: 0.0311387 | val_loss: 0.0311421 | Time: 14975.2 ms [2022-04-10 18:55:21 main:574] : INFO : Epoch 1712 | loss: 0.0311337 | val_loss: 0.0311432 | Time: 15224.4 ms [2022-04-10 18:55:33 main:574] : INFO : Epoch 1713 | loss: 0.0311363 | val_loss: 0.0311491 | Time: 12724 ms [2022-04-10 18:55:47 main:574] : INFO : Epoch 1714 | loss: 0.0311355 | val_loss: 0.0311439 | Time: 14059.7 ms [2022-04-10 18:55:59 main:574] : INFO : Epoch 1715 | loss: 0.0311398 | val_loss: 0.0311559 | Time: 11176.4 ms [2022-04-10 18:56:13 main:574] : INFO : Epoch 1716 | loss: 0.0311424 | val_loss: 0.0311486 | Time: 14292.1 ms [2022-04-10 18:56:26 main:574] : INFO : Epoch 1717 | loss: 0.031139 | val_loss: 0.031153 | Time: 12819.2 ms [2022-04-10 18:56:42 main:574] : INFO : Epoch 1718 | loss: 0.0311387 | val_loss: 0.031146 | Time: 15642.6 ms [2022-04-10 18:56:57 main:574] : INFO : Epoch 1719 | loss: 0.0311365 | val_loss: 0.0311433 | Time: 15418.7 ms [2022-04-10 18:57:11 main:574] : INFO : Epoch 1720 | loss: 0.0311366 | val_loss: 0.0311473 | Time: 14098.6 ms [2022-04-10 18:57:23 main:574] : INFO : Epoch 1721 | loss: 0.031136 | val_loss: 0.0311462 | Time: 11619.6 ms [2022-04-10 18:57:33 main:574] : INFO : Epoch 1722 | loss: 0.0311366 | val_loss: 0.0311451 | Time: 9848.13 ms [2022-04-10 18:57:40 main:574] : INFO : Epoch 1723 | loss: 0.0311357 | val_loss: 0.0311478 | Time: 6872.94 ms [2022-04-10 18:57:46 main:574] : INFO : Epoch 1724 | loss: 0.0311384 | val_loss: 0.0311468 | Time: 6556.06 ms [2022-04-10 18:57:53 main:574] : INFO : Epoch 1725 | loss: 0.0311364 | val_loss: 0.0311478 | Time: 6586.34 ms [2022-04-10 18:57:59 main:574] : INFO : Epoch 1726 | loss: 0.0311372 | val_loss: 0.0311481 | Time: 6597.4 ms [2022-04-10 18:58:06 main:574] : INFO : Epoch 1727 | loss: 0.0311354 | val_loss: 0.0311447 | Time: 6584.42 ms [2022-04-10 18:58:13 main:574] : INFO : Epoch 1728 | loss: 0.0311377 | val_loss: 0.0311496 | Time: 6662.14 ms [2022-04-10 18:58:19 main:574] : INFO : Epoch 1729 | loss: 0.0311385 | val_loss: 0.031143 | Time: 6540.2 ms [2022-04-10 18:58:26 main:574] : INFO : Epoch 1730 | loss: 0.0311345 | val_loss: 0.0311446 | Time: 6634.26 ms [2022-04-10 18:58:33 main:574] : INFO : Epoch 1731 | loss: 0.031133 | val_loss: 0.0311445 | Time: 6741.98 ms [2022-04-10 18:58:39 main:574] : INFO : Epoch 1732 | loss: 0.0311333 | val_loss: 0.0311435 | Time: 6383.9 ms [2022-04-10 18:58:55 main:574] : INFO : Epoch 1733 | loss: 0.0311324 | val_loss: 0.0311496 | Time: 15574.7 ms [2022-04-10 18:59:09 main:574] : INFO : Epoch 1734 | loss: 0.0311338 | val_loss: 0.0311441 | Time: 14605.7 ms [2022-04-10 18:59:24 main:574] : INFO : Epoch 1735 | loss: 0.0311322 | val_loss: 0.0311454 | Time: 14748.1 ms [2022-04-10 18:59:41 main:574] : INFO : Epoch 1736 | loss: 0.0311328 | val_loss: 0.0311439 | Time: 17079 ms [2022-04-10 18:59:55 main:574] : INFO : Epoch 1737 | loss: 0.0311367 | val_loss: 0.0311421 | Time: 13835.8 ms [2022-04-10 19:00:10 main:574] : INFO : Epoch 1738 | loss: 0.0311414 | val_loss: 0.0311415 | Time: 15105.9 ms [2022-04-10 19:00:24 main:574] : INFO : Epoch 1739 | loss: 0.0311406 | val_loss: 0.0311507 | Time: 13160.3 ms [2022-04-10 19:00:36 main:574] : INFO : Epoch 1740 | loss: 0.0311389 | val_loss: 0.0311419 | Time: 12689.4 ms [2022-04-10 19:00:49 main:574] : INFO : Epoch 1741 | loss: 0.0311357 | val_loss: 0.0311437 | Time: 12802.8 ms [2022-04-10 19:01:05 main:574] : INFO : Epoch 1742 | loss: 0.0311351 | val_loss: 0.0311417 | Time: 15300.8 ms [2022-04-10 19:01:18 main:574] : INFO : Epoch 1743 | loss: 0.0311325 | val_loss: 0.0311432 | Time: 13146.4 ms [2022-04-10 19:01:36 main:574] : INFO : Epoch 1744 | loss: 0.031133 | val_loss: 0.0311419 | Time: 18229.5 ms [2022-04-10 19:01:51 main:574] : INFO : Epoch 1745 | loss: 0.0311337 | val_loss: 0.0311436 | Time: 14937 ms [2022-04-10 19:02:11 main:574] : INFO : Epoch 1746 | loss: 0.0311393 | val_loss: 0.0311433 | Time: 19457.7 ms [2022-04-10 19:02:24 main:574] : INFO : Epoch 1747 | loss: 0.0311391 | val_loss: 0.0311432 | Time: 13432 ms [2022-04-10 19:02:37 main:574] : INFO : Epoch 1748 | loss: 0.0311394 | val_loss: 0.0311432 | Time: 12752.2 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030) [2022-04-10 19:04:44 main:435] : INFO : Set logging level to 1 [2022-04-10 19:04:44 main:441] : INFO : Running in BOINC Client mode [2022-04-10 19:04:44 main:444] : INFO : Resolving all filenames [2022-04-10 19:04:44 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-10 19:04:44 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-10 19:04:44 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-10 19:04:44 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-10 19:04:44 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-10 19:04:44 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-10 19:04:44 main:474] : INFO : Configuration: [2022-04-10 19:04:44 main:475] : INFO : Model type: GRU [2022-04-10 19:04:44 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-10 19:04:44 main:477] : INFO : Max Epochs: 2048 [2022-04-10 19:04:44 main:478] : INFO : Batch Size: 128 [2022-04-10 19:04:44 main:479] : INFO : Learning Rate: 0.01 [2022-04-10 19:04:45 main:480] : INFO : Patience: 10 [2022-04-10 19:04:45 main:481] : INFO : Hidden Width: 12 [2022-04-10 19:04:45 main:482] : INFO : # Recurrent Layers: 4 [2022-04-10 19:04:45 main:483] : INFO : # Backend Layers: 4 [2022-04-10 19:04:45 main:484] : INFO : # Threads: 1 [2022-04-10 19:04:45 main:486] : INFO : Preparing Dataset [2022-04-10 19:04:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-10 19:04:46 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-10 19:04:53 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-10 19:04:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-10 19:04:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-10 19:04:54 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-10 19:04:54 main:494] : INFO : Creating Model [2022-04-10 19:04:54 main:507] : INFO : Preparing config file [2022-04-10 19:04:54 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-10 19:04:54 main:512] : INFO : Loading config [2022-04-10 19:04:54 main:514] : INFO : Loading state [2022-04-10 19:04:57 main:559] : INFO : Loading DataLoader into Memory [2022-04-10 19:04:57 main:562] : INFO : Starting Training [2022-04-10 19:05:13 main:574] : INFO : Epoch 1749 | loss: 0.0311691 | val_loss: 0.0311543 | Time: 16294.8 ms [2022-04-10 19:05:27 main:574] : INFO : Epoch 1750 | loss: 0.0311392 | val_loss: 0.0311432 | Time: 14064.8 ms [2022-04-10 19:05:39 main:574] : INFO : Epoch 1751 | loss: 0.031136 | val_loss: 0.0311427 | Time: 11691.7 ms [2022-04-10 19:05:49 main:574] : INFO : Epoch 1752 | loss: 0.0311342 | val_loss: 0.031141 | Time: 9826.62 ms [2022-04-10 19:05:57 main:574] : INFO : Epoch 1753 | loss: 0.0311321 | val_loss: 0.0311391 | Time: 8122.14 ms [2022-04-10 19:06:05 main:574] : INFO : Epoch 1754 | loss: 0.0311326 | val_loss: 0.031138 | Time: 7953.62 ms [2022-04-10 19:06:13 main:574] : INFO : Epoch 1755 | loss: 0.0311319 | val_loss: 0.0311391 | Time: 7686.78 ms [2022-04-10 19:06:20 main:574] : INFO : Epoch 1756 | loss: 0.0311322 | val_loss: 0.0311407 | Time: 7065.06 ms [2022-04-10 19:06:33 main:574] : INFO : Epoch 1757 | loss: 0.0311319 | val_loss: 0.031141 | Time: 13325.9 ms [2022-04-10 19:06:45 main:574] : INFO : Epoch 1758 | loss: 0.0311314 | val_loss: 0.031142 | Time: 11263.5 ms [2022-04-10 19:06:57 main:574] : INFO : Epoch 1759 | loss: 0.0311315 | val_loss: 0.0311408 | Time: 12735.7 ms [2022-04-10 19:07:06 main:574] : INFO : Epoch 1760 | loss: 0.0311311 | val_loss: 0.0311387 | Time: 8237.36 ms [2022-04-10 19:07:14 main:574] : INFO : Epoch 1761 | loss: 0.0311319 | val_loss: 0.031143 | Time: 8102.26 ms [2022-04-10 19:07:22 main:574] : INFO : Epoch 1762 | loss: 0.03113 | val_loss: 0.0311392 | Time: 8026.18 ms [2022-04-10 19:07:30 main:574] : INFO : Epoch 1763 | loss: 0.03113 | val_loss: 0.0311393 | Time: 8119.55 ms [2022-04-10 19:07:38 main:574] : INFO : Epoch 1764 | loss: 0.03113 | val_loss: 0.0311413 | Time: 8260.16 ms [2022-04-10 19:07:46 main:574] : INFO : Epoch 1765 | loss: 0.0311312 | val_loss: 0.0311404 | Time: 8019.12 ms [2022-04-10 19:07:54 main:574] : INFO : Epoch 1766 | loss: 0.0311322 | val_loss: 0.0311402 | Time: 7687.59 ms [2022-04-10 19:08:07 main:574] : INFO : Epoch 1767 | loss: 0.0311284 | val_loss: 0.0311395 | Time: 12933.5 ms [2022-04-10 19:08:17 main:574] : INFO : Epoch 1768 | loss: 0.0311299 | val_loss: 0.0311398 | Time: 9301.53 ms [2022-04-10 19:08:29 main:574] : INFO : Epoch 1769 | loss: 0.0311309 | val_loss: 0.0311386 | Time: 11954.7 ms [2022-04-10 19:08:38 main:574] : INFO : Epoch 1770 | loss: 0.0311286 | val_loss: 0.0311397 | Time: 9687.92 ms [2022-04-10 19:08:52 main:574] : INFO : Epoch 1771 | loss: 0.031128 | val_loss: 0.0311402 | Time: 13788.7 ms [2022-04-10 19:09:01 main:574] : INFO : Epoch 1772 | loss: 0.031129 | val_loss: 0.0311392 | Time: 8938.74 ms [2022-04-10 19:09:09 main:574] : INFO : Epoch 1773 | loss: 0.0311283 | val_loss: 0.0311378 | Time: 7930.75 ms [2022-04-10 19:09:22 main:574] : INFO : Epoch 1774 | loss: 0.0311278 | val_loss: 0.0311399 | Time: 13152.7 ms [2022-04-10 19:09:35 main:574] : INFO : Epoch 1775 | loss: 0.031128 | val_loss: 0.0311373 | Time: 12556.8 ms [2022-04-10 19:09:45 main:574] : INFO : Epoch 1776 | loss: 0.0311287 | val_loss: 0.0311394 | Time: 10199.4 ms [2022-04-10 19:09:59 main:574] : INFO : Epoch 1777 | loss: 0.0311342 | val_loss: 0.0311506 | Time: 13944.2 ms [2022-04-10 19:10:08 main:574] : INFO : Epoch 1778 | loss: 0.0311315 | val_loss: 0.0311394 | Time: 8521.58 ms [2022-04-10 19:10:21 main:574] : INFO : Epoch 1779 | loss: 0.0311307 | val_loss: 0.0311381 | Time: 13303.5 ms [2022-04-10 19:10:35 main:574] : INFO : Epoch 1780 | loss: 0.0311304 | val_loss: 0.0311382 | Time: 13500 ms [2022-04-10 19:10:45 main:574] : INFO : Epoch 1781 | loss: 0.0311281 | val_loss: 0.0311366 | Time: 10376 ms [2022-04-10 19:10:55 main:574] : INFO : Epoch 1782 | loss: 0.031128 | val_loss: 0.0311393 | Time: 9937.81 ms [2022-04-10 19:11:04 main:574] : INFO : Epoch 1783 | loss: 0.0311292 | val_loss: 0.0311385 | Time: 9249.95 ms [2022-04-10 19:11:13 main:574] : INFO : Epoch 1784 | loss: 0.0311307 | val_loss: 0.0311376 | Time: 8881.91 ms [2022-04-10 19:11:21 main:574] : INFO : Epoch 1785 | loss: 0.0311298 | val_loss: 0.0311408 | Time: 8102.64 ms [2022-04-10 19:11:29 main:574] : INFO : Epoch 1786 | loss: 0.0311279 | val_loss: 0.0311398 | Time: 7605.28 ms [2022-04-10 19:11:36 main:574] : INFO : Epoch 1787 | loss: 0.0311313 | val_loss: 0.0311412 | Time: 7054.7 ms [2022-04-10 19:11:51 main:574] : INFO : Epoch 1788 | loss: 0.0311301 | val_loss: 0.0311381 | Time: 14842.4 ms [2022-04-10 19:12:05 main:574] : INFO : Epoch 1789 | loss: 0.0311311 | val_loss: 0.0311374 | Time: 13610.7 ms [2022-04-10 19:12:16 main:574] : INFO : Epoch 1790 | loss: 0.0311322 | val_loss: 0.0311385 | Time: 11479.2 ms [2022-04-10 19:12:31 main:574] : INFO : Epoch 1791 | loss: 0.0311313 | val_loss: 0.0311411 | Time: 14717.8 ms [2022-04-10 19:12:42 main:574] : INFO : Epoch 1792 | loss: 0.0311351 | val_loss: 0.0311434 | Time: 11535.8 ms [2022-04-10 19:12:52 main:574] : INFO : Epoch 1793 | loss: 0.0311373 | val_loss: 0.0311435 | Time: 9333.18 ms [2022-04-10 19:13:01 main:574] : INFO : Epoch 1794 | loss: 0.0311377 | val_loss: 0.031142 | Time: 9328.72 ms [2022-04-10 19:13:11 main:574] : INFO : Epoch 1795 | loss: 0.0311379 | val_loss: 0.0311445 | Time: 9492.6 ms [2022-04-10 19:13:19 main:574] : INFO : Epoch 1796 | loss: 0.0311353 | val_loss: 0.0311431 | Time: 8666.61 ms [2022-04-10 19:13:27 main:574] : INFO : Epoch 1797 | loss: 0.0311344 | val_loss: 0.0311411 | Time: 8048.59 ms [2022-04-10 19:13:36 main:574] : INFO : Epoch 1798 | loss: 0.0311326 | val_loss: 0.0311402 | Time: 8054.03 ms [2022-04-10 19:13:44 main:574] : INFO : Epoch 1799 | loss: 0.0311324 | val_loss: 0.0311437 | Time: 8073.22 ms [2022-04-10 19:13:52 main:574] : INFO : Epoch 1800 | loss: 0.0311311 | val_loss: 0.03114 | Time: 8135.62 ms [2022-04-10 19:14:05 main:574] : INFO : Epoch 1801 | loss: 0.031131 | val_loss: 0.0311433 | Time: 13392.3 ms [2022-04-10 19:14:16 main:574] : INFO : Epoch 1802 | loss: 0.0311314 | val_loss: 0.0311392 | Time: 10566.3 ms [2022-04-10 19:14:30 main:574] : INFO : Epoch 1803 | loss: 0.0311299 | val_loss: 0.0311398 | Time: 14077.9 ms [2022-04-10 19:14:42 main:574] : INFO : Epoch 1804 | loss: 0.0311306 | val_loss: 0.031139 | Time: 11835.4 ms [2022-04-10 19:14:52 main:574] : INFO : Epoch 1805 | loss: 0.0311299 | val_loss: 0.0311393 | Time: 10234.6 ms [2022-04-10 19:15:02 main:574] : INFO : Epoch 1806 | loss: 0.03113 | val_loss: 0.0311372 | Time: 9331.19 ms [2022-04-10 19:15:10 main:574] : INFO : Epoch 1807 | loss: 0.0311286 | val_loss: 0.0311367 | Time: 8238.87 ms [2022-04-10 19:15:18 main:574] : INFO : Epoch 1808 | loss: 0.031129 | val_loss: 0.0311359 | Time: 8049.77 ms [2022-04-10 19:15:26 main:574] : INFO : Epoch 1809 | loss: 0.031128 | val_loss: 0.0311347 | Time: 8067.9 ms [2022-04-10 19:15:34 main:574] : INFO : Epoch 1810 | loss: 0.0311291 | val_loss: 0.0311388 | Time: 8114.12 ms [2022-04-10 19:15:42 main:574] : INFO : Epoch 1811 | loss: 0.0311307 | val_loss: 0.0311415 | Time: 7801.74 ms [2022-04-10 19:15:50 main:574] : INFO : Epoch 1812 | loss: 0.0311304 | val_loss: 0.0311386 | Time: 7494.21 ms [2022-04-10 19:15:57 main:574] : INFO : Epoch 1813 | loss: 0.0311294 | val_loss: 0.0311387 | Time: 7427.5 ms [2022-04-10 19:16:05 main:574] : INFO : Epoch 1814 | loss: 0.0311289 | val_loss: 0.0311371 | Time: 7601.64 ms [2022-04-10 19:16:12 main:574] : INFO : Epoch 1815 | loss: 0.0311296 | val_loss: 0.0311411 | Time: 7508.65 ms [2022-04-10 19:16:20 main:574] : INFO : Epoch 1816 | loss: 0.0311282 | val_loss: 0.03114 | Time: 7399.21 ms [2022-04-10 19:16:27 main:574] : INFO : Epoch 1817 | loss: 0.0311284 | val_loss: 0.0311372 | Time: 7124.53 ms [2022-04-10 19:16:34 main:574] : INFO : Epoch 1818 | loss: 0.0311313 | val_loss: 0.0311397 | Time: 7158.7 ms [2022-04-10 19:16:41 main:574] : INFO : Epoch 1819 | loss: 0.031131 | val_loss: 0.0311394 | Time: 7144.93 ms [2022-04-10 19:16:54 main:574] : INFO : Epoch 1820 | loss: 0.0311345 | val_loss: 0.0311384 | Time: 12796.5 ms [2022-04-10 19:17:04 main:574] : INFO : Epoch 1821 | loss: 0.0311279 | val_loss: 0.0311376 | Time: 10315.9 ms [2022-04-10 19:17:15 main:574] : INFO : Epoch 1822 | loss: 0.0311277 | val_loss: 0.0311388 | Time: 10297.9 ms [2022-04-10 19:17:25 main:574] : INFO : Epoch 1823 | loss: 0.0311272 | val_loss: 0.0311399 | Time: 10201 ms [2022-04-10 19:17:39 main:574] : INFO : Epoch 1824 | loss: 0.0311269 | val_loss: 0.0311353 | Time: 13853.4 ms [2022-04-10 19:17:51 main:574] : INFO : Epoch 1825 | loss: 0.0311282 | val_loss: 0.0311356 | Time: 11993.7 ms [2022-04-10 19:18:03 main:574] : INFO : Epoch 1826 | loss: 0.0311288 | val_loss: 0.0311383 | Time: 12155.8 ms [2022-04-10 19:18:18 main:574] : INFO : Epoch 1827 | loss: 0.0311278 | val_loss: 0.0311366 | Time: 14706 ms [2022-04-10 19:18:29 main:574] : INFO : Epoch 1828 | loss: 0.0311271 | val_loss: 0.0311374 | Time: 10976.4 ms [2022-04-10 19:18:41 main:574] : INFO : Epoch 1829 | loss: 0.0311273 | val_loss: 0.0311378 | Time: 12261.4 ms [2022-04-10 19:18:54 main:574] : INFO : Epoch 1830 | loss: 0.0311263 | val_loss: 0.0311376 | Time: 12997.9 ms [2022-04-10 19:19:08 main:574] : INFO : Epoch 1831 | loss: 0.0311285 | val_loss: 0.031138 | Time: 13592 ms [2022-04-10 19:19:18 main:574] : INFO : Epoch 1832 | loss: 0.0311274 | val_loss: 0.0311406 | Time: 9704.66 ms [2022-04-10 19:19:32 main:574] : INFO : Epoch 1833 | loss: 0.0311272 | val_loss: 0.0311405 | Time: 14286.6 ms [2022-04-10 19:19:44 main:574] : INFO : Epoch 1834 | loss: 0.0311272 | val_loss: 0.0311379 | Time: 11998.2 ms [2022-04-10 19:19:55 main:574] : INFO : Epoch 1835 | loss: 0.0311262 | val_loss: 0.0311376 | Time: 11364.4 ms [2022-04-10 19:20:05 main:574] : INFO : Epoch 1836 | loss: 0.0311304 | val_loss: 0.0311372 | Time: 10048.6 ms [2022-04-10 19:20:14 main:574] : INFO : Epoch 1837 | loss: 0.0311275 | val_loss: 0.0311395 | Time: 8734.14 ms [2022-04-10 19:20:22 main:574] : INFO : Epoch 1838 | loss: 0.0311269 | val_loss: 0.0311376 | Time: 8094.51 ms [2022-04-10 19:20:30 main:574] : INFO : Epoch 1839 | loss: 0.0311273 | val_loss: 0.0311369 | Time: 8081.11 ms [2022-04-10 19:20:38 main:574] : INFO : Epoch 1840 | loss: 0.0311255 | val_loss: 0.0311394 | Time: 7999.75 ms [2022-04-10 19:20:47 main:574] : INFO : Epoch 1841 | loss: 0.0311263 | val_loss: 0.0311378 | Time: 8059.81 ms [2022-04-10 19:21:01 main:574] : INFO : Epoch 1842 | loss: 0.0311259 | val_loss: 0.0311403 | Time: 14388.3 ms [2022-04-10 19:21:13 main:574] : INFO : Epoch 1843 | loss: 0.0311265 | val_loss: 0.0311404 | Time: 11961 ms [2022-04-10 19:21:23 main:574] : INFO : Epoch 1844 | loss: 0.0311249 | val_loss: 0.0311386 | Time: 10240 ms [2022-04-10 19:21:38 main:574] : INFO : Epoch 1845 | loss: 0.0311268 | val_loss: 0.0311427 | Time: 14369.3 ms [2022-04-10 19:21:51 main:574] : INFO : Epoch 1846 | loss: 0.0311271 | val_loss: 0.0311399 | Time: 13252.2 ms [2022-04-10 19:22:03 main:574] : INFO : Epoch 1847 | loss: 0.0311261 | val_loss: 0.0311371 | Time: 12026.5 ms [2022-04-10 19:22:14 main:574] : INFO : Epoch 1848 | loss: 0.0311255 | val_loss: 0.0311383 | Time: 10731.1 ms [2022-04-10 19:22:22 main:574] : INFO : Epoch 1849 | loss: 0.0311267 | val_loss: 0.031139 | Time: 8323.03 ms [2022-04-10 19:22:30 main:574] : INFO : Epoch 1850 | loss: 0.0311264 | val_loss: 0.0311386 | Time: 8032.24 ms [2022-04-10 19:22:38 main:574] : INFO : Epoch 1851 | loss: 0.031125 | val_loss: 0.0311398 | Time: 7557.21 ms [2022-04-10 19:22:45 main:574] : INFO : Epoch 1852 | loss: 0.0311257 | val_loss: 0.0311403 | Time: 7590.33 ms [2022-04-10 19:22:53 main:574] : INFO : Epoch 1853 | loss: 0.0311279 | val_loss: 0.0311374 | Time: 7638.06 ms [2022-04-10 19:23:01 main:574] : INFO : Epoch 1854 | loss: 0.0311276 | val_loss: 0.0311421 | Time: 7556.73 ms [2022-04-10 19:23:14 main:574] : INFO : Epoch 1855 | loss: 0.031129 | val_loss: 0.0311419 | Time: 13050.3 ms [2022-04-10 19:23:24 main:574] : INFO : Epoch 1856 | loss: 0.0311271 | val_loss: 0.0311399 | Time: 10210.4 ms [2022-04-10 19:23:35 main:574] : INFO : Epoch 1857 | loss: 0.0311277 | val_loss: 0.0311406 | Time: 10489.7 ms [2022-04-10 19:23:45 main:574] : INFO : Epoch 1858 | loss: 0.0311348 | val_loss: 0.0311421 | Time: 10061.3 ms [2022-04-10 19:23:54 main:574] : INFO : Epoch 1859 | loss: 0.031142 | val_loss: 0.0311441 | Time: 8849.45 ms [2022-04-10 19:24:02 main:574] : INFO : Epoch 1860 | loss: 0.0311424 | val_loss: 0.0311457 | Time: 8082.73 ms [2022-04-10 19:24:10 main:574] : INFO : Epoch 1861 | loss: 0.0311402 | val_loss: 0.0311419 | Time: 7804.07 ms [2022-04-10 19:24:17 main:574] : INFO : Epoch 1862 | loss: 0.0311356 | val_loss: 0.0311392 | Time: 7164.44 ms [2022-04-10 19:24:31 main:574] : INFO : Epoch 1863 | loss: 0.0311344 | val_loss: 0.0311372 | Time: 14005.7 ms [2022-04-10 19:24:40 main:574] : INFO : Epoch 1864 | loss: 0.0311356 | val_loss: 0.0311426 | Time: 9538.59 ms [2022-04-10 19:24:52 main:574] : INFO : Epoch 1865 | loss: 0.0311415 | val_loss: 0.0311465 | Time: 11920.2 ms [2022-04-10 19:25:00 main:574] : INFO : Epoch 1866 | loss: 0.0311418 | val_loss: 0.031143 | Time: 8073.28 ms [2022-04-10 19:25:13 main:574] : INFO : Epoch 1867 | loss: 0.0311389 | val_loss: 0.0311403 | Time: 12987.1 ms [2022-04-10 19:25:24 main:574] : INFO : Epoch 1868 | loss: 0.0311384 | val_loss: 0.0311402 | Time: 10749.7 ms [2022-04-10 19:25:38 main:574] : INFO : Epoch 1869 | loss: 0.0311382 | val_loss: 0.031137 | Time: 13612.7 ms [2022-04-10 19:25:51 main:574] : INFO : Epoch 1870 | loss: 0.0311331 | val_loss: 0.0311387 | Time: 13205.1 ms [2022-04-10 19:26:02 main:574] : INFO : Epoch 1871 | loss: 0.0311328 | val_loss: 0.0311399 | Time: 10365 ms [2022-04-10 19:26:12 main:574] : INFO : Epoch 1872 | loss: 0.0311319 | val_loss: 0.0311372 | Time: 10111.3 ms [2022-04-10 19:26:25 main:574] : INFO : Epoch 1873 | loss: 0.0311296 | val_loss: 0.0311384 | Time: 13577.7 ms [2022-04-10 19:26:39 main:574] : INFO : Epoch 1874 | loss: 0.031131 | val_loss: 0.0311386 | Time: 13185.3 ms [2022-04-10 19:26:50 main:574] : INFO : Epoch 1875 | loss: 0.0311299 | val_loss: 0.0311381 | Time: 11546.2 ms [2022-04-10 19:26:59 main:574] : INFO : Epoch 1876 | loss: 0.0311304 | val_loss: 0.0311396 | Time: 8702.66 ms [2022-04-10 19:27:12 main:574] : INFO : Epoch 1877 | loss: 0.0311276 | val_loss: 0.0311367 | Time: 13194.3 ms [2022-04-10 19:27:22 main:574] : INFO : Epoch 1878 | loss: 0.0311276 | val_loss: 0.0311367 | Time: 10246.6 ms [2022-04-10 19:27:36 main:574] : INFO : Epoch 1879 | loss: 0.0311273 | val_loss: 0.0311375 | Time: 13780.4 ms [2022-04-10 19:27:45 main:574] : INFO : Epoch 1880 | loss: 0.0311274 | val_loss: 0.0311358 | Time: 8961.78 ms [2022-04-10 19:27:58 main:574] : INFO : Epoch 1881 | loss: 0.0311271 | val_loss: 0.0311398 | Time: 12650.5 ms [2022-04-10 19:28:08 main:574] : INFO : Epoch 1882 | loss: 0.031131 | val_loss: 0.0311391 | Time: 9427.23 ms [2022-04-10 19:28:16 main:574] : INFO : Epoch 1883 | loss: 0.03113 | val_loss: 0.0311397 | Time: 8194.63 ms [2022-04-10 19:28:24 main:574] : INFO : Epoch 1884 | loss: 0.0311315 | val_loss: 0.0311395 | Time: 8183.44 ms [2022-04-10 19:28:32 main:574] : INFO : Epoch 1885 | loss: 0.0311295 | val_loss: 0.0311384 | Time: 8103.87 ms [2022-04-10 19:28:40 main:574] : INFO : Epoch 1886 | loss: 0.0311295 | val_loss: 0.0311412 | Time: 8057.7 ms [2022-04-10 19:28:49 main:574] : INFO : Epoch 1887 | loss: 0.0311285 | val_loss: 0.031138 | Time: 8140.84 ms [2022-04-10 19:28:57 main:574] : INFO : Epoch 1888 | loss: 0.0311292 | val_loss: 0.0311408 | Time: 7982.75 ms [2022-04-10 19:29:05 main:574] : INFO : Epoch 1889 | loss: 0.0311312 | val_loss: 0.0311415 | Time: 8064.43 ms [2022-04-10 19:29:12 main:574] : INFO : Epoch 1890 | loss: 0.031139 | val_loss: 0.0311675 | Time: 7798.54 ms [2022-04-10 19:29:25 main:574] : INFO : Epoch 1891 | loss: 0.0319983 | val_loss: 0.0316507 | Time: 12847.6 ms [2022-04-10 19:29:36 main:574] : INFO : Epoch 1892 | loss: 0.0318517 | val_loss: 0.031468 | Time: 10291.2 ms [2022-04-10 19:29:46 main:574] : INFO : Epoch 1893 | loss: 0.0312967 | val_loss: 0.0311784 | Time: 9862.73 ms [2022-04-10 19:29:59 main:574] : INFO : Epoch 1894 | loss: 0.0311609 | val_loss: 0.0311509 | Time: 13455.2 ms [2022-04-10 19:30:10 main:574] : INFO : Epoch 1895 | loss: 0.0311351 | val_loss: 0.0311413 | Time: 11174.9 ms [2022-04-10 19:30:18 main:574] : INFO : Epoch 1896 | loss: 0.0311307 | val_loss: 0.0311403 | Time: 7946.26 ms [2022-04-10 19:30:26 main:574] : INFO : Epoch 1897 | loss: 0.0311302 | val_loss: 0.0311483 | Time: 7687.62 ms [2022-04-10 19:30:34 main:574] : INFO : Epoch 1898 | loss: 0.0311377 | val_loss: 0.0311434 | Time: 7509.72 ms [2022-04-10 19:30:41 main:574] : INFO : Epoch 1899 | loss: 0.0311343 | val_loss: 0.0311412 | Time: 7572.7 ms [2022-04-10 19:30:49 main:574] : INFO : Epoch 1900 | loss: 0.0311305 | val_loss: 0.0311403 | Time: 7637.11 ms [2022-04-10 19:30:56 main:574] : INFO : Epoch 1901 | loss: 0.031129 | val_loss: 0.0311395 | Time: 7520.99 ms [2022-04-10 19:31:04 main:574] : INFO : Epoch 1902 | loss: 0.0311272 | val_loss: 0.0311395 | Time: 7522.75 ms [2022-04-10 19:31:12 main:574] : INFO : Epoch 1903 | loss: 0.0311274 | val_loss: 0.031139 | Time: 7596.7 ms [2022-04-10 19:31:19 main:574] : INFO : Epoch 1904 | loss: 0.0311302 | val_loss: 0.0311475 | Time: 7463.62 ms [2022-04-10 19:31:27 main:574] : INFO : Epoch 1905 | loss: 0.0311364 | val_loss: 0.0311418 | Time: 7606.98 ms [2022-04-10 19:31:34 main:574] : INFO : Epoch 1906 | loss: 0.0311299 | val_loss: 0.0311391 | Time: 7443.37 ms [2022-04-10 19:31:42 main:574] : INFO : Epoch 1907 | loss: 0.0311289 | val_loss: 0.031139 | Time: 7488.79 ms [2022-04-10 19:31:49 main:574] : INFO : Epoch 1908 | loss: 0.0311285 | val_loss: 0.0311415 | Time: 7155.98 ms [2022-04-10 19:31:56 main:574] : INFO : Epoch 1909 | loss: 0.0311433 | val_loss: 0.0311512 | Time: 7187.34 ms [2022-04-10 19:32:03 main:574] : INFO : Epoch 1910 | loss: 0.0311477 | val_loss: 0.0311539 | Time: 6558.9 ms [2022-04-10 19:32:09 main:574] : INFO : Epoch 1911 | loss: 0.0311487 | val_loss: 0.0311536 | Time: 6710.68 ms [2022-04-10 19:32:16 main:574] : INFO : Epoch 1912 | loss: 0.0311461 | val_loss: 0.0311487 | Time: 6579.63 ms [2022-04-10 19:32:23 main:574] : INFO : Epoch 1913 | loss: 0.031146 | val_loss: 0.0311444 | Time: 6561.92 ms [2022-04-10 19:32:29 main:574] : INFO : Epoch 1914 | loss: 0.0311431 | val_loss: 0.0311429 | Time: 6691.34 ms [2022-04-10 19:32:43 main:574] : INFO : Epoch 1915 | loss: 0.0311392 | val_loss: 0.0311453 | Time: 13104.6 ms [2022-04-10 19:32:54 main:574] : INFO : Epoch 1916 | loss: 0.0311406 | val_loss: 0.0311415 | Time: 11066.3 ms [2022-04-10 19:33:07 main:574] : INFO : Epoch 1917 | loss: 0.0311382 | val_loss: 0.0311404 | Time: 12875.9 ms [2022-04-10 19:33:16 main:574] : INFO : Epoch 1918 | loss: 0.0311376 | val_loss: 0.0311395 | Time: 9498.15 ms [2022-04-10 19:33:29 main:574] : INFO : Epoch 1919 | loss: 0.031138 | val_loss: 0.0311419 | Time: 13282.5 ms [2022-04-10 19:33:39 main:574] : INFO : Epoch 1920 | loss: 0.0311361 | val_loss: 0.0311393 | Time: 9802.51 ms [2022-04-10 19:33:48 main:574] : INFO : Epoch 1921 | loss: 0.0311342 | val_loss: 0.0311399 | Time: 8516.48 ms [2022-04-10 19:34:02 main:574] : INFO : Epoch 1922 | loss: 0.0311325 | val_loss: 0.0311394 | Time: 13700.4 ms [2022-04-10 19:34:14 main:574] : INFO : Epoch 1923 | loss: 0.0311333 | val_loss: 0.0311396 | Time: 12197.9 ms [2022-04-10 19:34:27 main:574] : INFO : Epoch 1924 | loss: 0.0311328 | val_loss: 0.031137 | Time: 12647.6 ms [2022-04-10 19:34:37 main:574] : INFO : Epoch 1925 | loss: 0.0311325 | val_loss: 0.0311373 | Time: 10098.7 ms [2022-04-10 19:34:50 main:574] : INFO : Epoch 1926 | loss: 0.0311327 | val_loss: 0.0311398 | Time: 13284.9 ms [2022-04-10 19:35:00 main:574] : INFO : Epoch 1927 | loss: 0.0311324 | val_loss: 0.0311381 | Time: 9811.97 ms [2022-04-10 19:35:09 main:574] : INFO : Epoch 1928 | loss: 0.0311316 | val_loss: 0.0311382 | Time: 8943.48 ms [2022-04-10 19:35:17 main:574] : INFO : Epoch 1929 | loss: 0.0311313 | val_loss: 0.031139 | Time: 8124.18 ms [2022-04-10 19:35:30 main:574] : INFO : Epoch 1930 | loss: 0.0311309 | val_loss: 0.0311387 | Time: 13339.7 ms [2022-04-10 19:35:45 main:574] : INFO : Epoch 1931 | loss: 0.0311305 | val_loss: 0.0311412 | Time: 14311.4 ms [2022-04-10 19:35:55 main:574] : INFO : Epoch 1932 | loss: 0.0311321 | val_loss: 0.0311401 | Time: 10192.6 ms [2022-04-10 19:36:05 main:574] : INFO : Epoch 1933 | loss: 0.0311294 | val_loss: 0.0311412 | Time: 9488.19 ms [2022-04-10 19:36:13 main:574] : INFO : Epoch 1934 | loss: 0.0311287 | val_loss: 0.0311371 | Time: 8089.66 ms [2022-04-10 19:36:21 main:574] : INFO : Epoch 1935 | loss: 0.0311277 | val_loss: 0.0311401 | Time: 7875.06 ms [2022-04-10 19:36:28 main:574] : INFO : Epoch 1936 | loss: 0.0311293 | val_loss: 0.0311363 | Time: 7553.45 ms [2022-04-10 19:36:36 main:574] : INFO : Epoch 1937 | loss: 0.0311284 | val_loss: 0.0311376 | Time: 7427.76 ms [2022-04-10 19:36:48 main:574] : INFO : Epoch 1938 | loss: 0.0311281 | val_loss: 0.0311378 | Time: 12560.5 ms [2022-04-10 19:36:58 main:574] : INFO : Epoch 1939 | loss: 0.0311288 | val_loss: 0.0311381 | Time: 10118.7 ms [2022-04-10 19:37:08 main:574] : INFO : Epoch 1940 | loss: 0.0311295 | val_loss: 0.0311439 | Time: 9447.32 ms [2022-04-10 19:37:22 main:574] : INFO : Epoch 1941 | loss: 0.0311289 | val_loss: 0.0311433 | Time: 14172.8 ms [2022-04-10 19:37:34 main:574] : INFO : Epoch 1942 | loss: 0.031131 | val_loss: 0.0311417 | Time: 12201.1 ms [2022-04-10 19:37:48 main:574] : INFO : Epoch 1943 | loss: 0.0311289 | val_loss: 0.0311397 | Time: 14028 ms [2022-04-10 19:38:02 main:574] : INFO : Epoch 1944 | loss: 0.0311289 | val_loss: 0.0311403 | Time: 13194.1 ms [2022-04-10 19:38:16 main:574] : INFO : Epoch 1945 | loss: 0.0311297 | val_loss: 0.0311415 | Time: 14739.3 ms [2022-04-10 19:38:29 main:574] : INFO : Epoch 1946 | loss: 0.0311286 | val_loss: 0.0311408 | Time: 12779.3 ms [2022-04-10 19:38:41 main:574] : INFO : Epoch 1947 | loss: 0.0311289 | val_loss: 0.0311396 | Time: 11643.3 ms [2022-04-10 19:38:55 main:574] : INFO : Epoch 1948 | loss: 0.0311282 | val_loss: 0.0311383 | Time: 14503.6 ms [2022-04-10 19:39:07 main:574] : INFO : Epoch 1949 | loss: 0.0311284 | val_loss: 0.0311402 | Time: 11865.4 ms [2022-04-10 19:39:19 main:574] : INFO : Epoch 1950 | loss: 0.0311275 | val_loss: 0.0311417 | Time: 11541.1 ms [2022-04-10 19:39:31 main:574] : INFO : Epoch 1951 | loss: 0.0311299 | val_loss: 0.0311421 | Time: 11606.3 ms [2022-04-10 19:39:42 main:574] : INFO : Epoch 1952 | loss: 0.0311277 | val_loss: 0.031139 | Time: 11638.9 ms [2022-04-10 19:39:54 main:574] : INFO : Epoch 1953 | loss: 0.0311253 | val_loss: 0.0311381 | Time: 11663.8 ms [2022-04-10 19:40:06 main:574] : INFO : Epoch 1954 | loss: 0.0311257 | val_loss: 0.0311404 | Time: 11564.6 ms [2022-04-10 19:40:20 main:574] : INFO : Epoch 1955 | loss: 0.0311264 | val_loss: 0.0311408 | Time: 14339.2 ms [2022-04-10 19:40:32 main:574] : INFO : Epoch 1956 | loss: 0.0311278 | val_loss: 0.0311414 | Time: 12419.2 ms [2022-04-10 19:40:43 main:574] : INFO : Epoch 1957 | loss: 0.0311304 | val_loss: 0.0311393 | Time: 10959.4 ms [2022-04-10 19:40:53 main:574] : INFO : Epoch 1958 | loss: 0.0311291 | val_loss: 0.0311391 | Time: 9571.54 ms [2022-04-10 19:41:04 main:574] : INFO : Epoch 1959 | loss: 0.0311297 | val_loss: 0.0311394 | Time: 10948 ms [2022-04-10 19:41:11 main:574] : INFO : Epoch 1960 | loss: 0.0311305 | val_loss: 0.0311391 | Time: 7272.11 ms [2022-04-10 19:41:22 main:574] : INFO : Epoch 1961 | loss: 0.0311311 | val_loss: 0.0311413 | Time: 10691 ms [2022-04-10 19:41:30 main:574] : INFO : Epoch 1962 | loss: 0.0311289 | val_loss: 0.0311407 | Time: 7652.26 ms [2022-04-10 19:41:37 main:574] : INFO : Epoch 1963 | loss: 0.0311283 | val_loss: 0.0311415 | Time: 7304.11 ms [2022-04-10 19:41:45 main:574] : INFO : Epoch 1964 | loss: 0.0311288 | val_loss: 0.0311392 | Time: 7230.21 ms [2022-04-10 19:41:58 main:574] : INFO : Epoch 1965 | loss: 0.0311276 | val_loss: 0.0311398 | Time: 13568.1 ms [2022-04-10 19:42:08 main:574] : INFO : Epoch 1966 | loss: 0.0311267 | val_loss: 0.0311395 | Time: 9466.63 ms [2022-04-10 19:42:16 main:574] : INFO : Epoch 1967 | loss: 0.0311296 | val_loss: 0.0311372 | Time: 8031.44 ms [2022-04-10 19:42:30 main:574] : INFO : Epoch 1968 | loss: 0.0311281 | val_loss: 0.03114 | Time: 14188.5 ms [2022-04-10 19:42:39 main:574] : INFO : Epoch 1969 | loss: 0.0311283 | val_loss: 0.0311413 | Time: 9399.42 ms [2022-04-10 19:42:53 main:574] : INFO : Epoch 1970 | loss: 0.0311284 | val_loss: 0.0311375 | Time: 13583.2 ms [2022-04-10 19:43:02 main:574] : INFO : Epoch 1971 | loss: 0.0311291 | val_loss: 0.0311396 | Time: 9346.22 ms [2022-04-10 19:43:16 main:574] : INFO : Epoch 1972 | loss: 0.0311293 | val_loss: 0.0311386 | Time: 13121.8 ms [2022-04-10 19:43:25 main:574] : INFO : Epoch 1973 | loss: 0.0311285 | val_loss: 0.0311406 | Time: 9024.78 ms [2022-04-10 19:43:38 main:574] : INFO : Epoch 1974 | loss: 0.0311314 | val_loss: 0.0311486 | Time: 13203.8 ms [2022-04-10 19:43:47 main:574] : INFO : Epoch 1975 | loss: 0.0311318 | val_loss: 0.0311395 | Time: 9137.22 ms [2022-04-10 19:43:55 main:574] : INFO : Epoch 1976 | loss: 0.0311293 | val_loss: 0.0311385 | Time: 7787.82 ms [2022-04-10 19:44:08 main:574] : INFO : Epoch 1977 | loss: 0.031129 | val_loss: 0.0311396 | Time: 13224.7 ms [2022-04-10 19:44:17 main:574] : INFO : Epoch 1978 | loss: 0.0311289 | val_loss: 0.0311421 | Time: 9024.11 ms [2022-04-10 19:44:25 main:574] : INFO : Epoch 1979 | loss: 0.0311305 | val_loss: 0.0311481 | Time: 8022.1 ms [2022-04-10 19:44:34 main:574] : INFO : Epoch 1980 | loss: 0.0311319 | val_loss: 0.0311391 | Time: 8148.44 ms [2022-04-10 19:44:42 main:574] : INFO : Epoch 1981 | loss: 0.0311298 | val_loss: 0.0311369 | Time: 8107.51 ms [2022-04-10 19:44:50 main:574] : INFO : Epoch 1982 | loss: 0.0311297 | val_loss: 0.0311392 | Time: 8111.86 ms [2022-04-10 19:44:58 main:574] : INFO : Epoch 1983 | loss: 0.0311314 | val_loss: 0.0311414 | Time: 8098.97 ms [2022-04-10 19:45:11 main:574] : INFO : Epoch 1984 | loss: 0.0311343 | val_loss: 0.0311437 | Time: 12529.8 ms [2022-04-10 19:45:19 main:574] : INFO : Epoch 1985 | loss: 0.0311328 | val_loss: 0.0311399 | Time: 8321.21 ms [2022-04-10 19:45:27 main:574] : INFO : Epoch 1986 | loss: 0.031132 | val_loss: 0.0311412 | Time: 8207.92 ms [2022-04-10 19:45:39 main:574] : INFO : Epoch 1987 | loss: 0.031133 | val_loss: 0.0311426 | Time: 11917.2 ms [2022-04-10 19:45:48 main:574] : INFO : Epoch 1988 | loss: 0.0311387 | val_loss: 0.0311525 | Time: 8385.49 ms [2022-04-10 19:45:56 main:574] : INFO : Epoch 1989 | loss: 0.0311501 | val_loss: 0.0311484 | Time: 8244.15 ms [2022-04-10 19:46:04 main:574] : INFO : Epoch 1990 | loss: 0.0311525 | val_loss: 0.0311575 | Time: 8136.78 ms [2022-04-10 19:46:12 main:574] : INFO : Epoch 1991 | loss: 0.0311606 | val_loss: 0.0311663 | Time: 8155.32 ms [2022-04-10 19:46:25 main:574] : INFO : Epoch 1992 | loss: 0.0311717 | val_loss: 0.0311786 | Time: 13077.9 ms [2022-04-10 19:46:35 main:574] : INFO : Epoch 1993 | loss: 0.0311808 | val_loss: 0.0311804 | Time: 9719.93 ms [2022-04-10 19:46:49 main:574] : INFO : Epoch 1994 | loss: 0.0311787 | val_loss: 0.031178 | Time: 13525.4 ms [2022-04-10 19:47:00 main:574] : INFO : Epoch 1995 | loss: 0.0311773 | val_loss: 0.0311782 | Time: 11021.1 ms [2022-04-10 19:47:10 main:574] : INFO : Epoch 1996 | loss: 0.0311756 | val_loss: 0.0311774 | Time: 10018.7 ms [2022-04-10 19:47:19 main:574] : INFO : Epoch 1997 | loss: 0.0311751 | val_loss: 0.031177 | Time: 9279.08 ms [2022-04-10 19:47:27 main:574] : INFO : Epoch 1998 | loss: 0.0311729 | val_loss: 0.0311756 | Time: 7782.49 ms [2022-04-10 19:47:35 main:574] : INFO : Epoch 1999 | loss: 0.0311723 | val_loss: 0.0311762 | Time: 7572.51 ms [2022-04-10 19:47:46 main:574] : INFO : Epoch 2000 | loss: 0.0311701 | val_loss: 0.0311752 | Time: 11704 ms [2022-04-10 19:47:55 main:574] : INFO : Epoch 2001 | loss: 0.0311691 | val_loss: 0.031175 | Time: 8223.01 ms [2022-04-10 19:48:03 main:574] : INFO : Epoch 2002 | loss: 0.0311683 | val_loss: 0.0311748 | Time: 8324.76 ms [2022-04-10 19:48:11 main:574] : INFO : Epoch 2003 | loss: 0.0311685 | val_loss: 0.0311752 | Time: 8226.55 ms [2022-04-10 19:48:20 main:574] : INFO : Epoch 2004 | loss: 0.0311683 | val_loss: 0.0311742 | Time: 8184.83 ms [2022-04-10 19:48:28 main:574] : INFO : Epoch 2005 | loss: 0.0311677 | val_loss: 0.0311755 | Time: 8270.6 ms [2022-04-10 19:48:40 main:574] : INFO : Epoch 2006 | loss: 0.0311671 | val_loss: 0.0311726 | Time: 12424.7 ms [2022-04-10 19:48:54 main:574] : INFO : Epoch 2007 | loss: 0.0311682 | val_loss: 0.0311725 | Time: 13956 ms [2022-04-10 19:49:07 main:574] : INFO : Epoch 2008 | loss: 0.0311672 | val_loss: 0.0311749 | Time: 12776.9 ms [2022-04-10 19:49:16 main:574] : INFO : Epoch 2009 | loss: 0.031169 | val_loss: 0.0311733 | Time: 8714.32 ms [2022-04-10 19:49:24 main:574] : INFO : Epoch 2010 | loss: 0.0311666 | val_loss: 0.0311709 | Time: 8031.19 ms [2022-04-10 19:49:32 main:574] : INFO : Epoch 2011 | loss: 0.0311693 | val_loss: 0.0311777 | Time: 7575.57 ms [2022-04-10 19:49:39 main:574] : INFO : Epoch 2012 | loss: 0.031171 | val_loss: 0.0311758 | Time: 7583.09 ms [2022-04-10 19:49:46 main:574] : INFO : Epoch 2013 | loss: 0.0311698 | val_loss: 0.0311788 | Time: 6681.9 ms [2022-04-10 19:49:53 main:574] : INFO : Epoch 2014 | loss: 0.0311708 | val_loss: 0.0311727 | Time: 6368.41 ms [2022-04-10 19:50:04 main:574] : INFO : Epoch 2015 | loss: 0.0311684 | val_loss: 0.0311701 | Time: 11908.2 ms [2022-04-10 19:50:13 main:574] : INFO : Epoch 2016 | loss: 0.0311676 | val_loss: 0.0311709 | Time: 8533.89 ms [2022-04-10 19:50:21 main:574] : INFO : Epoch 2017 | loss: 0.0311689 | val_loss: 0.0311706 | Time: 8378.79 ms [2022-04-10 19:50:30 main:574] : INFO : Epoch 2018 | loss: 0.0311664 | val_loss: 0.0311719 | Time: 8316.29 ms [2022-04-10 19:50:38 main:574] : INFO : Epoch 2019 | loss: 0.0311675 | val_loss: 0.0311696 | Time: 8154.23 ms [2022-04-10 19:50:46 main:574] : INFO : Epoch 2020 | loss: 0.0311656 | val_loss: 0.0311741 | Time: 8265.38 ms [2022-04-10 19:50:54 main:574] : INFO : Epoch 2021 | loss: 0.0311666 | val_loss: 0.0311723 | Time: 7659.47 ms [2022-04-10 19:51:02 main:574] : INFO : Epoch 2022 | loss: 0.0311655 | val_loss: 0.03117 | Time: 7644.54 ms [2022-04-10 19:51:09 main:574] : INFO : Epoch 2023 | loss: 0.0311643 | val_loss: 0.0311701 | Time: 7605.13 ms [2022-04-10 19:51:17 main:574] : INFO : Epoch 2024 | loss: 0.0311631 | val_loss: 0.0311713 | Time: 7615.4 ms [2022-04-10 19:51:25 main:574] : INFO : Epoch 2025 | loss: 0.0311633 | val_loss: 0.0311701 | Time: 7705.9 ms [2022-04-10 19:51:32 main:574] : INFO : Epoch 2026 | loss: 0.0311637 | val_loss: 0.03117 | Time: 7643.72 ms [2022-04-10 19:51:40 main:574] : INFO : Epoch 2027 | loss: 0.0311632 | val_loss: 0.0311704 | Time: 7607.53 ms [2022-04-10 19:51:53 main:574] : INFO : Epoch 2028 | loss: 0.0311631 | val_loss: 0.0311685 | Time: 12742.7 ms [2022-04-10 19:52:02 main:574] : INFO : Epoch 2029 | loss: 0.0311642 | val_loss: 0.0311708 | Time: 9071.59 ms [2022-04-10 19:52:10 main:574] : INFO : Epoch 2030 | loss: 0.0311639 | val_loss: 0.0311695 | Time: 7807.32 ms [2022-04-10 19:52:18 main:574] : INFO : Epoch 2031 | loss: 0.0311636 | val_loss: 0.0311671 | Time: 7814.95 ms [2022-04-10 19:52:25 main:574] : INFO : Epoch 2032 | loss: 0.0311631 | val_loss: 0.0311679 | Time: 7745.9 ms [2022-04-10 19:52:33 main:574] : INFO : Epoch 2033 | loss: 0.0311626 | val_loss: 0.0311696 | Time: 7671.77 ms [2022-04-10 19:52:41 main:574] : INFO : Epoch 2034 | loss: 0.0311624 | val_loss: 0.0311693 | Time: 7642 ms [2022-04-10 19:52:48 main:574] : INFO : Epoch 2035 | loss: 0.0311634 | val_loss: 0.0311689 | Time: 7262.19 ms [2022-04-10 19:53:02 main:574] : INFO : Epoch 2036 | loss: 0.0311627 | val_loss: 0.0311673 | Time: 13538.2 ms [2022-04-10 19:53:16 main:574] : INFO : Epoch 2037 | loss: 0.0311624 | val_loss: 0.0311706 | Time: 14021.1 ms [2022-04-10 19:53:24 main:574] : INFO : Epoch 2038 | loss: 0.0311637 | val_loss: 0.0311686 | Time: 8452.63 ms [2022-04-10 19:53:32 main:574] : INFO : Epoch 2039 | loss: 0.0311636 | val_loss: 0.0311711 | Time: 7987.35 ms [2022-04-10 19:53:40 main:574] : INFO : Epoch 2040 | loss: 0.0311646 | val_loss: 0.031181 | Time: 7408.36 ms [2022-04-10 19:53:47 main:574] : INFO : Epoch 2041 | loss: 0.0311717 | val_loss: 0.0311741 | Time: 7134.35 ms [2022-04-10 19:54:01 main:574] : INFO : Epoch 2042 | loss: 0.031166 | val_loss: 0.0311705 | Time: 13780.5 ms [2022-04-10 19:54:09 main:574] : INFO : Epoch 2043 | loss: 0.0311628 | val_loss: 0.0311679 | Time: 8546.67 ms [2022-04-10 19:54:18 main:574] : INFO : Epoch 2044 | loss: 0.031163 | val_loss: 0.0311695 | Time: 8213.18 ms [2022-04-10 19:54:31 main:574] : INFO : Epoch 2045 | loss: 0.0311624 | val_loss: 0.0311687 | Time: 13014.2 ms [2022-04-10 19:54:41 main:574] : INFO : Epoch 2046 | loss: 0.0311615 | val_loss: 0.0311686 | Time: 10354.3 ms [2022-04-10 19:54:53 main:574] : INFO : Epoch 2047 | loss: 0.0311616 | val_loss: 0.0311695 | Time: 12214.4 ms [2022-04-10 19:55:03 main:574] : INFO : Epoch 2048 | loss: 0.0311626 | val_loss: 0.0311728 | Time: 9830.61 ms [2022-04-10 19:55:03 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311728 [2022-04-10 19:55:03 main:603] : INFO : Saving end state to config to file [2022-04-10 19:55:03 main:608] : INFO : Success, exiting.. 19:55:03 (5264): 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)