| Name | ParityMachine-1623893185-31792-0_1 |
| Workunit | 3217967 |
| Created | 17 Jun 2021, 8:36:58 UTC |
| Sent | 17 Jun 2021, 11:17:50 UTC |
| Report deadline | 25 Jun 2021, 11:17:50 UTC |
| Received | 21 Jun 2021, 17:03:54 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1832 |
| Run time | 3 hours 37 min 15 sec |
| CPU time | 2 hours 2 min 7 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 884.18 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.56 GB |
| Peak swap size | 3.46 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> och 1571 | loss: 0.0309453 | val_loss: 0.0313 | Time: 5796.58 ms [2021-06-21 10:55:48 main:574] : INFO : Epoch 1572 | loss: 0.030947 | val_loss: 0.031277 | Time: 7678.4 ms [2021-06-21 10:55:54 main:574] : INFO : Epoch 1573 | loss: 0.0309423 | val_loss: 0.0312919 | Time: 5683.35 ms [2021-06-21 10:56:00 main:574] : INFO : Epoch 1574 | loss: 0.0309441 | val_loss: 0.0312451 | Time: 5350.67 ms [2021-06-21 10:56:06 main:574] : INFO : Epoch 1575 | loss: 0.0309496 | val_loss: 0.0312684 | Time: 5310.85 ms [2021-06-21 10:56:12 main:574] : INFO : Epoch 1576 | loss: 0.0309427 | val_loss: 0.0312538 | Time: 5374.64 ms [2021-06-21 10:56:18 main:574] : INFO : Epoch 1577 | loss: 0.0309527 | val_loss: 0.0312555 | Time: 5271.32 ms [2021-06-21 10:56:24 main:574] : INFO : Epoch 1578 | loss: 0.0309489 | val_loss: 0.0312848 | Time: 5308.4 ms [2021-06-21 10:56:29 main:574] : INFO : Epoch 1579 | loss: 0.0309417 | val_loss: 0.0313051 | Time: 5239.6 ms [2021-06-21 10:56:35 main:574] : INFO : Epoch 1580 | loss: 0.0309435 | val_loss: 0.0313109 | Time: 5277.19 ms [2021-06-21 10:56:41 main:574] : INFO : Epoch 1581 | loss: 0.0309404 | val_loss: 0.0312818 | Time: 5609.09 ms [2021-06-21 10:56:47 main:574] : INFO : Epoch 1582 | loss: 0.030941 | val_loss: 0.0312695 | Time: 5422.66 ms [2021-06-21 10:56:53 main:574] : INFO : Epoch 1583 | loss: 0.0309415 | val_loss: 0.0312946 | Time: 5310.06 ms [2021-06-21 10:56:59 main:574] : INFO : Epoch 1584 | loss: 0.0309464 | val_loss: 0.0312887 | Time: 5245.29 ms [2021-06-21 10:57:05 main:574] : INFO : Epoch 1585 | loss: 0.0309482 | val_loss: 0.0312978 | Time: 5257.43 ms [2021-06-21 10:57:11 main:574] : INFO : Epoch 1586 | loss: 0.0309393 | val_loss: 0.0312819 | Time: 5308.87 ms [2021-06-21 10:57:16 main:574] : INFO : Epoch 1587 | loss: 0.0309413 | val_loss: 0.0312719 | Time: 5256.19 ms [2021-06-21 10:57:22 main:574] : INFO : Epoch 1588 | loss: 0.0309435 | val_loss: 0.031284 | Time: 5317.64 ms [2021-06-21 10:57:27 main:574] : INFO : Epoch 1589 | loss: 0.0309391 | val_loss: 0.0312633 | Time: 5368.13 ms [2021-06-21 10:57:33 main:574] : INFO : Epoch 1590 | loss: 0.030958 | val_loss: 0.0313127 | Time: 5228.39 ms [2021-06-21 10:57:39 main:574] : INFO : Epoch 1591 | loss: 0.0309547 | val_loss: 0.0312954 | Time: 5496.08 ms [2021-06-21 10:57:44 main:574] : INFO : Epoch 1592 | loss: 0.0309425 | val_loss: 0.0312599 | Time: 5247.94 ms [2021-06-21 10:57:50 main:574] : INFO : Epoch 1593 | loss: 0.0309391 | val_loss: 0.0313072 | Time: 5743.75 ms [2021-06-21 10:57:56 main:574] : INFO : Epoch 1594 | loss: 0.030944 | val_loss: 0.0312657 | Time: 5353.53 ms [2021-06-21 10:58:02 main:574] : INFO : Epoch 1595 | loss: 0.0309905 | val_loss: 0.0311864 | Time: 5225.57 ms [2021-06-21 10:58:07 main:574] : INFO : Epoch 1596 | loss: 0.0310992 | val_loss: 0.031192 | Time: 5324.23 ms [2021-06-21 10:58:13 main:574] : INFO : Epoch 1597 | loss: 0.031065 | val_loss: 0.0312298 | Time: 5428.58 ms [2021-06-21 10:58:18 main:574] : INFO : Epoch 1598 | loss: 0.0310169 | val_loss: 0.0312391 | Time: 5364.98 ms [2021-06-21 10:58:24 main:574] : INFO : Epoch 1599 | loss: 0.0309777 | val_loss: 0.0312732 | Time: 5350.88 ms [2021-06-21 10:58:30 main:574] : INFO : Epoch 1600 | loss: 0.0309542 | val_loss: 0.0312575 | Time: 5508.91 ms [2021-06-21 10:58:36 main:574] : INFO : Epoch 1601 | loss: 0.0309498 | val_loss: 0.0312527 | Time: 5765.15 ms [2021-06-21 10:58:42 main:574] : INFO : Epoch 1602 | loss: 0.0309441 | val_loss: 0.0312739 | Time: 5335.27 ms [2021-06-21 10:58:47 main:574] : INFO : Epoch 1603 | loss: 0.0309479 | val_loss: 0.0312433 | Time: 5266.98 ms [2021-06-21 10:58:53 main:574] : INFO : Epoch 1604 | loss: 0.0309451 | val_loss: 0.0312721 | Time: 5311.33 ms [2021-06-21 10:59:00 main:574] : INFO : Epoch 1605 | loss: 0.0309427 | val_loss: 0.0312861 | Time: 5345.33 ms [2021-06-21 10:59:05 main:574] : INFO : Epoch 1606 | loss: 0.0309409 | val_loss: 0.0312817 | Time: 5283.19 ms [2021-06-21 10:59:11 main:574] : INFO : Epoch 1607 | loss: 0.0309394 | val_loss: 0.0313128 | Time: 5643.71 ms [2021-06-21 10:59:17 main:574] : INFO : Epoch 1608 | loss: 0.0309424 | val_loss: 0.0312796 | Time: 5297.69 ms [2021-06-21 10:59:24 main:574] : INFO : Epoch 1609 | loss: 0.0309466 | val_loss: 0.0312447 | Time: 5671.41 ms [2021-06-21 10:59:31 main:574] : INFO : Epoch 1610 | loss: 0.0309501 | val_loss: 0.031284 | Time: 5374.56 ms [2021-06-21 10:59:37 main:574] : INFO : Epoch 1611 | loss: 0.0309448 | val_loss: 0.0312969 | Time: 5299.37 ms [2021-06-21 10:59:43 main:574] : INFO : Epoch 1612 | loss: 0.0309336 | val_loss: 0.031282 | Time: 5277.76 ms [2021-06-21 10:59:49 main:574] : INFO : Epoch 1613 | loss: 0.0309296 | val_loss: 0.031266 | Time: 5278.1 ms [2021-06-21 10:59:54 main:574] : INFO : Epoch 1614 | loss: 0.0309345 | val_loss: 0.0312987 | Time: 5283.91 ms [2021-06-21 11:00:00 main:574] : INFO : Epoch 1615 | loss: 0.0309363 | val_loss: 0.0313018 | Time: 5417.04 ms [2021-06-21 11:00:06 main:574] : INFO : Epoch 1616 | loss: 0.0309405 | val_loss: 0.0312561 | Time: 5448.87 ms [2021-06-21 11:00:12 main:574] : INFO : Epoch 1617 | loss: 0.0309463 | val_loss: 0.0313093 | Time: 5412.15 ms [2021-06-21 11:00:18 main:574] : INFO : Epoch 1618 | loss: 0.0309399 | val_loss: 0.0312781 | Time: 5342.17 ms [2021-06-21 11:00:24 main:574] : INFO : Epoch 1619 | loss: 0.0309339 | val_loss: 0.0312555 | Time: 5281.76 ms [2021-06-21 11:00:30 main:574] : INFO : Epoch 1620 | loss: 0.0309573 | val_loss: 0.0312738 | Time: 5274.22 ms [2021-06-21 11:00:36 main:574] : INFO : Epoch 1621 | loss: 0.0309509 | val_loss: 0.0312627 | Time: 5599.16 ms [2021-06-21 11:00:42 main:574] : INFO : Epoch 1622 | loss: 0.0309476 | val_loss: 0.0312658 | Time: 5353.6 ms [2021-06-21 11:00:48 main:574] : INFO : Epoch 1623 | loss: 0.0309522 | val_loss: 0.0312659 | Time: 5334.75 ms [2021-06-21 11:00:54 main:574] : INFO : Epoch 1624 | loss: 0.0309637 | val_loss: 0.0312647 | Time: 5286.76 ms [2021-06-21 11:01:00 main:574] : INFO : Epoch 1625 | loss: 0.0309628 | val_loss: 0.031277 | Time: 5648.98 ms [2021-06-21 11:01:06 main:574] : INFO : Epoch 1626 | loss: 0.0309522 | val_loss: 0.0313012 | Time: 6247.89 ms [2021-06-21 11:01:13 main:574] : INFO : Epoch 1627 | loss: 0.0309509 | val_loss: 0.0312529 | Time: 5814.4 ms [2021-06-21 11:01:19 main:574] : INFO : Epoch 1628 | loss: 0.0309415 | val_loss: 0.0312718 | Time: 5756 ms [2021-06-21 11:01:24 main:574] : INFO : Epoch 1629 | loss: 0.030949 | val_loss: 0.0312984 | Time: 5383.67 ms [2021-06-21 11:01:30 main:574] : INFO : Epoch 1630 | loss: 0.0309471 | val_loss: 0.0312932 | Time: 5597.99 ms [2021-06-21 11:01:40 main:574] : INFO : Epoch 1631 | loss: 0.0309599 | val_loss: 0.031274 | Time: 6842.39 ms [2021-06-21 11:01:46 main:574] : INFO : Epoch 1632 | loss: 0.0309579 | val_loss: 0.0312766 | Time: 5926.01 ms [2021-06-21 11:01:52 main:574] : INFO : Epoch 1633 | loss: 0.0309525 | val_loss: 0.0312699 | Time: 5578.49 ms [2021-06-21 11:01:58 main:574] : INFO : Epoch 1634 | loss: 0.0309483 | val_loss: 0.0312979 | Time: 5447.59 ms [2021-06-21 11:02:03 main:574] : INFO : Epoch 1635 | loss: 0.0309475 | val_loss: 0.0312933 | Time: 5292.7 ms [2021-06-21 11:02:09 main:574] : INFO : Epoch 1636 | loss: 0.030949 | val_loss: 0.0312466 | Time: 5342.52 ms [2021-06-21 11:02:15 main:574] : INFO : Epoch 1637 | loss: 0.0309466 | val_loss: 0.0312777 | Time: 5430.75 ms [2021-06-21 11:02:21 main:574] : INFO : Epoch 1638 | loss: 0.0309402 | val_loss: 0.0312565 | Time: 5317.61 ms [2021-06-21 11:02:27 main:574] : INFO : Epoch 1639 | loss: 0.0309478 | val_loss: 0.0312393 | Time: 5333.4 ms [2021-06-21 11:02:33 main:574] : INFO : Epoch 1640 | loss: 0.0309502 | val_loss: 0.0312339 | Time: 5309.37 ms [2021-06-21 11:02:39 main:574] : INFO : Epoch 1641 | loss: 0.0309576 | val_loss: 0.0312896 | Time: 5300.35 ms [2021-06-21 11:02:44 main:574] : INFO : Epoch 1642 | loss: 0.0309592 | val_loss: 0.0312658 | Time: 5279.52 ms [2021-06-21 11:02:50 main:574] : INFO : Epoch 1643 | loss: 0.0309425 | val_loss: 0.0312702 | Time: 5380.05 ms [2021-06-21 11:02:55 main:574] : INFO : Epoch 1644 | loss: 0.0309428 | val_loss: 0.0312812 | Time: 5281.23 ms [2021-06-21 11:03:00 main:574] : INFO : Epoch 1645 | loss: 0.0309497 | val_loss: 0.0312357 | Time: 5266.75 ms [2021-06-21 11:03:06 main:574] : INFO : Epoch 1646 | loss: 0.0309606 | val_loss: 0.0312786 | Time: 5328.2 ms [2021-06-21 11:03:11 main:574] : INFO : Epoch 1647 | loss: 0.0309553 | val_loss: 0.0312805 | Time: 5304.85 ms [2021-06-21 11:03:17 main:574] : INFO : Epoch 1648 | loss: 0.0309458 | val_loss: 0.0312563 | Time: 5319.9 ms [2021-06-21 11:03:23 main:574] : INFO : Epoch 1649 | loss: 0.0309449 | val_loss: 0.0312713 | Time: 5234.04 ms [2021-06-21 11:03:28 main:574] : INFO : Epoch 1650 | loss: 0.0309535 | val_loss: 0.0312412 | Time: 5228.83 ms [2021-06-21 11:03:34 main:574] : INFO : Epoch 1651 | loss: 0.0309472 | val_loss: 0.0312665 | Time: 5266.2 ms [2021-06-21 11:03:39 main:574] : INFO : Epoch 1652 | loss: 0.0309404 | val_loss: 0.0312495 | Time: 5326.67 ms [2021-06-21 11:03:45 main:574] : INFO : Epoch 1653 | loss: 0.0309476 | val_loss: 0.0312699 | Time: 5268.07 ms [2021-06-21 11:03:51 main:574] : INFO : Epoch 1654 | loss: 0.0309474 | val_loss: 0.0312565 | Time: 5311.92 ms [2021-06-21 11:03:56 main:574] : INFO : Epoch 1655 | loss: 0.0309505 | val_loss: 0.0312813 | Time: 5278.85 ms [2021-06-21 11:04:02 main:574] : INFO : Epoch 1656 | loss: 0.0309408 | val_loss: 0.0313042 | Time: 5303 ms [2021-06-21 11:04:08 main:574] : INFO : Epoch 1657 | loss: 0.0309451 | val_loss: 0.031257 | Time: 5234.23 ms [2021-06-21 11:04:13 main:574] : INFO : Epoch 1658 | loss: 0.0309431 | val_loss: 0.0312625 | Time: 5360.27 ms [2021-06-21 11:04:19 main:574] : INFO : Epoch 1659 | loss: 0.0309449 | val_loss: 0.0312975 | Time: 5299.36 ms [2021-06-21 11:04:24 main:574] : INFO : Epoch 1660 | loss: 0.0309381 | val_loss: 0.0313247 | Time: 5351.16 ms [2021-06-21 11:04:30 main:574] : INFO : Epoch 1661 | loss: 0.0309485 | val_loss: 0.0313002 | Time: 5344.23 ms [2021-06-21 11:04:35 main:574] : INFO : Epoch 1662 | loss: 0.0309437 | val_loss: 0.0312817 | Time: 5340.09 ms [2021-06-21 11:04:41 main:574] : INFO : Epoch 1663 | loss: 0.0309436 | val_loss: 0.0312986 | Time: 5338.48 ms [2021-06-21 11:04:46 main:574] : INFO : Epoch 1664 | loss: 0.0309439 | val_loss: 0.0312523 | Time: 5308.68 ms [2021-06-21 11:04:52 main:574] : INFO : Epoch 1665 | loss: 0.0309539 | val_loss: 0.0312918 | Time: 5317.87 ms [2021-06-21 11:04:57 main:574] : INFO : Epoch 1666 | loss: 0.0309402 | val_loss: 0.0312952 | Time: 5254.11 ms [2021-06-21 11:05:04 main:574] : INFO : Epoch 1667 | loss: 0.0309428 | val_loss: 0.0312738 | Time: 5336.97 ms [2021-06-21 11:05:09 main:574] : INFO : Epoch 1668 | loss: 0.0309485 | val_loss: 0.0312785 | Time: 5319.55 ms [2021-06-21 11:05:15 main:574] : INFO : Epoch 1669 | loss: 0.0309477 | val_loss: 0.0312683 | Time: 5342.27 ms [2021-06-21 11:05:20 main:574] : INFO : Epoch 1670 | loss: 0.030939 | val_loss: 0.0313143 | Time: 5229.9 ms [2021-06-21 11:05:26 main:574] : INFO : Epoch 1671 | loss: 0.030945 | val_loss: 0.0312704 | Time: 5367.91 ms [2021-06-21 11:05:31 main:574] : INFO : Epoch 1672 | loss: 0.0309799 | val_loss: 0.0312455 | Time: 5320.65 ms [2021-06-21 11:05:37 main:574] : INFO : Epoch 1673 | loss: 0.0309851 | val_loss: 0.0312855 | Time: 5490.61 ms [2021-06-21 11:05:43 main:574] : INFO : Epoch 1674 | loss: 0.0309514 | val_loss: 0.0312464 | Time: 5385.06 ms [2021-06-21 11:05:48 main:574] : INFO : Epoch 1675 | loss: 0.0309468 | val_loss: 0.0312712 | Time: 5280.61 ms [2021-06-21 11:05:54 main:574] : INFO : Epoch 1676 | loss: 0.0309572 | val_loss: 0.0312318 | Time: 5288.88 ms [2021-06-21 11:06:00 main:574] : INFO : Epoch 1677 | loss: 0.030981 | val_loss: 0.0313068 | Time: 6065.37 ms [2021-06-21 11:06:06 main:574] : INFO : Epoch 1678 | loss: 0.030963 | val_loss: 0.0312876 | Time: 5729.12 ms [2021-06-21 11:06:14 main:574] : INFO : Epoch 1679 | loss: 0.0309403 | val_loss: 0.0312624 | Time: 6782.42 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 940MX) [2021-06-21 15:23:06 main:435] : INFO : Set logging level to 1 [2021-06-21 15:23:07 main:441] : INFO : Running in BOINC Client mode [2021-06-21 15:23:07 main:444] : INFO : Resolving all filenames [2021-06-21 15:23:09 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-21 15:23:10 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1623893185-31792-0_1_r777811921_1 (exists = 1) [2021-06-21 15:23:11 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1623893185-31792-0_1_r777811921_0 (exists = 0) [2021-06-21 15:23:12 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-06-21 15:23:13 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-21 15:23:13 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-21 15:23:13 main:474] : INFO : Configuration: [2021-06-21 15:23:13 main:475] : INFO : Model type: GRU [2021-06-21 15:23:13 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-21 15:23:14 main:477] : INFO : Max Epochs: 2048 [2021-06-21 15:23:14 main:478] : INFO : Batch Size: 128 [2021-06-21 15:23:14 main:479] : INFO : Learning Rate: 0.01 [2021-06-21 15:23:14 main:480] : INFO : Patience: 10 [2021-06-21 15:23:14 main:481] : INFO : Hidden Width: 12 [2021-06-21 15:23:14 main:482] : INFO : # Recurrent Layers: 4 [2021-06-21 15:23:14 main:483] : INFO : # Backend Layers: 4 [2021-06-21 15:23:15 main:484] : INFO : # Threads: 1 [2021-06-21 15:23:15 main:486] : INFO : Preparing Dataset [2021-06-21 15:23:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-21 15:23:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-21 15:23:26 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-21 15:23:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-21 15:23:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-21 15:23:28 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-21 15:23:29 main:494] : INFO : Creating Model [2021-06-21 15:23:29 main:507] : INFO : Preparing config file [2021-06-21 15:23:29 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-21 15:23:29 main:512] : INFO : Loading config [2021-06-21 15:23:30 main:514] : INFO : Loading state [2021-06-21 15:23:33 main:559] : INFO : Loading DataLoader into Memory [2021-06-21 15:23:34 main:562] : INFO : Starting Training [2021-06-21 15:23:42 main:574] : INFO : Epoch 1680 | loss: 0.03105 | val_loss: 0.0312639 | Time: 7933.9 ms [2021-06-21 15:23:49 main:574] : INFO : Epoch 1681 | loss: 0.0309739 | val_loss: 0.0312543 | Time: 5403.43 ms [2021-06-21 15:23:54 main:574] : INFO : Epoch 1682 | loss: 0.0309508 | val_loss: 0.0313123 | Time: 5352.55 ms [2021-06-21 15:24:01 main:574] : INFO : Epoch 1683 | loss: 0.0309474 | val_loss: 0.0312756 | Time: 5510.62 ms [2021-06-21 15:24:08 main:574] : INFO : Epoch 1684 | loss: 0.0309524 | val_loss: 0.0312772 | Time: 6808.44 ms [2021-06-21 15:24:16 main:574] : INFO : Epoch 1685 | loss: 0.030967 | val_loss: 0.0312366 | Time: 7172.66 ms [2021-06-21 15:24:22 main:574] : INFO : Epoch 1686 | loss: 0.030955 | val_loss: 0.0312484 | Time: 5708.94 ms [2021-06-21 15:24:28 main:574] : INFO : Epoch 1687 | loss: 0.0309735 | val_loss: 0.031273 | Time: 5320.45 ms [2021-06-21 15:24:34 main:574] : INFO : Epoch 1688 | loss: 0.0309486 | val_loss: 0.0312815 | Time: 5250.01 ms [2021-06-21 15:24:40 main:574] : INFO : Epoch 1689 | loss: 0.0309653 | val_loss: 0.0312593 | Time: 5327.47 ms [2021-06-21 15:24:45 main:574] : INFO : Epoch 1690 | loss: 0.0309561 | val_loss: 0.0312812 | Time: 5260.47 ms [2021-06-21 15:24:51 main:574] : INFO : Epoch 1691 | loss: 0.0309517 | val_loss: 0.0312508 | Time: 5319.24 ms [2021-06-21 15:24:57 main:574] : INFO : Epoch 1692 | loss: 0.0309545 | val_loss: 0.0312738 | Time: 5306.75 ms [2021-06-21 15:25:03 main:574] : INFO : Epoch 1693 | loss: 0.0309565 | val_loss: 0.0312921 | Time: 5271.36 ms [2021-06-21 15:25:09 main:574] : INFO : Epoch 1694 | loss: 0.0309602 | val_loss: 0.0312228 | Time: 5261.1 ms [2021-06-21 15:25:15 main:574] : INFO : Epoch 1695 | loss: 0.0309445 | val_loss: 0.0312683 | Time: 5303.95 ms [2021-06-21 15:25:21 main:574] : INFO : Epoch 1696 | loss: 0.0309432 | val_loss: 0.0313083 | Time: 5257.51 ms [2021-06-21 15:25:27 main:574] : INFO : Epoch 1697 | loss: 0.0309429 | val_loss: 0.0312818 | Time: 5959.63 ms [2021-06-21 15:25:32 main:574] : INFO : Epoch 1698 | loss: 0.0309562 | val_loss: 0.0312933 | Time: 5275.73 ms [2021-06-21 15:25:39 main:574] : INFO : Epoch 1699 | loss: 0.0309501 | val_loss: 0.0312619 | Time: 5294.89 ms [2021-06-21 15:25:46 main:574] : INFO : Epoch 1700 | loss: 0.0309424 | val_loss: 0.0313111 | Time: 5354.63 ms [2021-06-21 15:25:54 main:574] : INFO : Epoch 1701 | loss: 0.0309491 | val_loss: 0.0312567 | Time: 6119.41 ms [2021-06-21 15:26:00 main:574] : INFO : Epoch 1702 | loss: 0.0309441 | val_loss: 0.0312679 | Time: 5320.09 ms [2021-06-21 15:26:07 main:574] : INFO : Epoch 1703 | loss: 0.030948 | val_loss: 0.0312534 | Time: 5295.81 ms [2021-06-21 15:26:13 main:574] : INFO : Epoch 1704 | loss: 0.0309469 | val_loss: 0.0312702 | Time: 5247.07 ms [2021-06-21 15:26:19 main:574] : INFO : Epoch 1705 | loss: 0.0309472 | val_loss: 0.0312603 | Time: 5305.99 ms [2021-06-21 15:26:25 main:574] : INFO : Epoch 1706 | loss: 0.0309397 | val_loss: 0.0312811 | Time: 5624.06 ms [2021-06-21 15:26:32 main:574] : INFO : Epoch 1707 | loss: 0.0309428 | val_loss: 0.0312736 | Time: 5717.79 ms [2021-06-21 15:26:40 main:574] : INFO : Epoch 1708 | loss: 0.0309647 | val_loss: 0.0312621 | Time: 7610.82 ms [2021-06-21 15:26:48 main:574] : INFO : Epoch 1709 | loss: 0.0309631 | val_loss: 0.0313079 | Time: 6804.36 ms [2021-06-21 15:26:55 main:574] : INFO : Epoch 1710 | loss: 0.030945 | val_loss: 0.0312891 | Time: 5317.38 ms [2021-06-21 15:27:02 main:574] : INFO : Epoch 1711 | loss: 0.0309473 | val_loss: 0.0312717 | Time: 5887.75 ms [2021-06-21 15:27:09 main:574] : INFO : Epoch 1712 | loss: 0.0309464 | val_loss: 0.0313082 | Time: 6283.94 ms [2021-06-21 15:27:14 main:574] : INFO : Epoch 1713 | loss: 0.030954 | val_loss: 0.0312965 | Time: 5233.18 ms [2021-06-21 15:27:21 main:574] : INFO : Epoch 1714 | loss: 0.0309519 | val_loss: 0.0312736 | Time: 5323.19 ms [2021-06-21 15:27:26 main:574] : INFO : Epoch 1715 | loss: 0.0309479 | val_loss: 0.0312703 | Time: 5306.4 ms [2021-06-21 15:27:34 main:574] : INFO : Epoch 1716 | loss: 0.0309443 | val_loss: 0.0312646 | Time: 5397.1 ms [2021-06-21 15:27:40 main:574] : INFO : Epoch 1717 | loss: 0.0309427 | val_loss: 0.0312806 | Time: 5254.95 ms [2021-06-21 15:27:46 main:574] : INFO : Epoch 1718 | loss: 0.0309463 | val_loss: 0.0312364 | Time: 6033.23 ms [2021-06-21 15:27:52 main:574] : INFO : Epoch 1719 | loss: 0.0309553 | val_loss: 0.0312756 | Time: 5323.04 ms [2021-06-21 15:27:58 main:574] : INFO : Epoch 1720 | loss: 0.0309477 | val_loss: 0.031277 | Time: 5327.88 ms [2021-06-21 15:28:04 main:574] : INFO : Epoch 1721 | loss: 0.0309454 | val_loss: 0.0312564 | Time: 5281.66 ms [2021-06-21 15:28:11 main:574] : INFO : Epoch 1722 | loss: 0.0309445 | val_loss: 0.0313031 | Time: 5514.06 ms [2021-06-21 15:28:17 main:574] : INFO : Epoch 1723 | loss: 0.030948 | val_loss: 0.0313048 | Time: 5765.44 ms [2021-06-21 15:28:22 main:574] : INFO : Epoch 1724 | loss: 0.0309548 | val_loss: 0.0312633 | Time: 5284.07 ms [2021-06-21 15:28:28 main:574] : INFO : Epoch 1725 | loss: 0.0309461 | val_loss: 0.0312665 | Time: 5252.89 ms [2021-06-21 15:28:34 main:574] : INFO : Epoch 1726 | loss: 0.0309475 | val_loss: 0.0312851 | Time: 5258 ms [2021-06-21 15:28:40 main:574] : INFO : Epoch 1727 | loss: 0.0309522 | val_loss: 0.0312722 | Time: 5301.98 ms [2021-06-21 15:28:46 main:574] : INFO : Epoch 1728 | loss: 0.0309881 | val_loss: 0.0312498 | Time: 5330.79 ms [2021-06-21 15:28:51 main:574] : INFO : Epoch 1729 | loss: 0.0309569 | val_loss: 0.0312933 | Time: 5382.22 ms [2021-06-21 15:28:57 main:574] : INFO : Epoch 1730 | loss: 0.030943 | val_loss: 0.0312816 | Time: 5250.2 ms [2021-06-21 15:29:03 main:574] : INFO : Epoch 1731 | loss: 0.0309469 | val_loss: 0.0312548 | Time: 5551.09 ms [2021-06-21 15:29:09 main:574] : INFO : Epoch 1732 | loss: 0.0309675 | val_loss: 0.0312686 | Time: 5472.58 ms [2021-06-21 15:29:15 main:574] : INFO : Epoch 1733 | loss: 0.0309499 | val_loss: 0.0312991 | Time: 5230.01 ms [2021-06-21 15:29:22 main:574] : INFO : Epoch 1734 | loss: 0.0309407 | val_loss: 0.0312948 | Time: 5296.51 ms [2021-06-21 15:29:28 main:574] : INFO : Epoch 1735 | loss: 0.0309423 | val_loss: 0.0312982 | Time: 5239.72 ms [2021-06-21 15:29:34 main:574] : INFO : Epoch 1736 | loss: 0.030946 | val_loss: 0.0312783 | Time: 5274.49 ms [2021-06-21 15:29:39 main:574] : INFO : Epoch 1737 | loss: 0.0309434 | val_loss: 0.0312862 | Time: 5332.03 ms [2021-06-21 15:29:45 main:574] : INFO : Epoch 1738 | loss: 0.0309597 | val_loss: 0.0312954 | Time: 5217.07 ms [2021-06-21 15:29:50 main:574] : INFO : Epoch 1739 | loss: 0.030961 | val_loss: 0.0312604 | Time: 5306.39 ms [2021-06-21 15:29:56 main:574] : INFO : Epoch 1740 | loss: 0.0309518 | val_loss: 0.0312338 | Time: 5302.23 ms [2021-06-21 15:30:02 main:574] : INFO : Epoch 1741 | loss: 0.0309459 | val_loss: 0.0312628 | Time: 5287.85 ms [2021-06-21 15:30:08 main:574] : INFO : Epoch 1742 | loss: 0.0309386 | val_loss: 0.0313007 | Time: 5263.57 ms [2021-06-21 15:30:13 main:574] : INFO : Epoch 1743 | loss: 0.0309376 | val_loss: 0.0313018 | Time: 5276.7 ms [2021-06-21 15:30:19 main:574] : INFO : Epoch 1744 | loss: 0.0309442 | val_loss: 0.0312841 | Time: 5279.79 ms [2021-06-21 15:30:25 main:574] : INFO : Epoch 1745 | loss: 0.0309409 | val_loss: 0.0312769 | Time: 5299.56 ms [2021-06-21 15:30:31 main:574] : INFO : Epoch 1746 | loss: 0.0309379 | val_loss: 0.0312766 | Time: 5298.54 ms [2021-06-21 15:30:37 main:574] : INFO : Epoch 1747 | loss: 0.0309389 | val_loss: 0.0313125 | Time: 5312 ms [2021-06-21 15:30:42 main:574] : INFO : Epoch 1748 | loss: 0.030944 | val_loss: 0.0312919 | Time: 5270.03 ms [2021-06-21 15:30:47 main:574] : INFO : Epoch 1749 | loss: 0.0309461 | val_loss: 0.0312683 | Time: 5289.94 ms [2021-06-21 15:30:53 main:574] : INFO : Epoch 1750 | loss: 0.0309452 | val_loss: 0.0312797 | Time: 5265.35 ms [2021-06-21 15:30:58 main:574] : INFO : Epoch 1751 | loss: 0.0309463 | val_loss: 0.03127 | Time: 5296.97 ms [2021-06-21 15:31:04 main:574] : INFO : Epoch 1752 | loss: 0.0309522 | val_loss: 0.031291 | Time: 5268.21 ms [2021-06-21 15:31:09 main:574] : INFO : Epoch 1753 | loss: 0.030957 | val_loss: 0.0313164 | Time: 5239.8 ms [2021-06-21 15:31:15 main:574] : INFO : Epoch 1754 | loss: 0.0309401 | val_loss: 0.0313187 | Time: 5281.66 ms [2021-06-21 15:31:20 main:574] : INFO : Epoch 1755 | loss: 0.0309449 | val_loss: 0.031336 | Time: 5184.85 ms [2021-06-21 15:31:25 main:574] : INFO : Epoch 1756 | loss: 0.0309497 | val_loss: 0.0312676 | Time: 5268.27 ms [2021-06-21 15:31:31 main:574] : INFO : Epoch 1757 | loss: 0.0309384 | val_loss: 0.0312932 | Time: 5258.97 ms [2021-06-21 15:31:36 main:574] : INFO : Epoch 1758 | loss: 0.0309426 | val_loss: 0.0313126 | Time: 5260.71 ms [2021-06-21 15:31:42 main:574] : INFO : Epoch 1759 | loss: 0.0309562 | val_loss: 0.031294 | Time: 5280.83 ms [2021-06-21 15:31:47 main:574] : INFO : Epoch 1760 | loss: 0.0309571 | val_loss: 0.0313049 | Time: 5290.25 ms [2021-06-21 15:31:53 main:574] : INFO : Epoch 1761 | loss: 0.0309585 | val_loss: 0.0312956 | Time: 5250.57 ms [2021-06-21 15:31:58 main:574] : INFO : Epoch 1762 | loss: 0.0309605 | val_loss: 0.0312464 | Time: 5236.16 ms [2021-06-21 15:32:04 main:574] : INFO : Epoch 1763 | loss: 0.0309569 | val_loss: 0.0312637 | Time: 5334.54 ms [2021-06-21 15:32:09 main:574] : INFO : Epoch 1764 | loss: 0.0309554 | val_loss: 0.0312857 | Time: 5272.03 ms [2021-06-21 15:32:15 main:574] : INFO : Epoch 1765 | loss: 0.0309422 | val_loss: 0.0312892 | Time: 5281.77 ms [2021-06-21 15:32:20 main:574] : INFO : Epoch 1766 | loss: 0.0309441 | val_loss: 0.0312699 | Time: 5257.99 ms [2021-06-21 15:32:25 main:574] : INFO : Epoch 1767 | loss: 0.0309471 | val_loss: 0.0312573 | Time: 5380.48 ms [2021-06-21 15:32:31 main:574] : INFO : Epoch 1768 | loss: 0.0309535 | val_loss: 0.0312355 | Time: 5334.13 ms [2021-06-21 15:32:37 main:574] : INFO : Epoch 1769 | loss: 0.0310152 | val_loss: 0.0312416 | Time: 5483.33 ms [2021-06-21 15:32:43 main:574] : INFO : Epoch 1770 | loss: 0.0309804 | val_loss: 0.0312778 | Time: 5300.13 ms [2021-06-21 15:32:48 main:574] : INFO : Epoch 1771 | loss: 0.030955 | val_loss: 0.0312837 | Time: 5271.93 ms [2021-06-21 15:32:54 main:574] : INFO : Epoch 1772 | loss: 0.0309522 | val_loss: 0.0312977 | Time: 5403.64 ms [2021-06-21 15:33:00 main:574] : INFO : Epoch 1773 | loss: 0.0309441 | val_loss: 0.0313023 | Time: 5341.45 ms [2021-06-21 15:33:06 main:574] : INFO : Epoch 1774 | loss: 0.0309423 | val_loss: 0.0313117 | Time: 5325.03 ms [2021-06-21 15:33:11 main:574] : INFO : Epoch 1775 | loss: 0.0309526 | val_loss: 0.0312925 | Time: 5183.89 ms [2021-06-21 15:33:17 main:574] : INFO : Epoch 1776 | loss: 0.0309384 | val_loss: 0.0312978 | Time: 5281.28 ms [2021-06-21 15:33:23 main:574] : INFO : Epoch 1777 | loss: 0.0309423 | val_loss: 0.0313091 | Time: 5514.05 ms [2021-06-21 15:33:29 main:574] : INFO : Epoch 1778 | loss: 0.0309477 | val_loss: 0.0312751 | Time: 5331.56 ms [2021-06-21 15:33:35 main:574] : INFO : Epoch 1779 | loss: 0.0309528 | val_loss: 0.0312989 | Time: 5321.03 ms [2021-06-21 15:33:41 main:574] : INFO : Epoch 1780 | loss: 0.0309471 | val_loss: 0.0312655 | Time: 5266.9 ms [2021-06-21 15:33:47 main:574] : INFO : Epoch 1781 | loss: 0.0309503 | val_loss: 0.0313262 | Time: 5287.54 ms [2021-06-21 15:33:53 main:574] : INFO : Epoch 1782 | loss: 0.0309492 | val_loss: 0.0313031 | Time: 5249.61 ms [2021-06-21 15:33:58 main:574] : INFO : Epoch 1783 | loss: 0.0309428 | val_loss: 0.031302 | Time: 5242.46 ms [2021-06-21 15:34:05 main:574] : INFO : Epoch 1784 | loss: 0.0309478 | val_loss: 0.0313058 | Time: 5295.04 ms [2021-06-21 15:34:10 main:574] : INFO : Epoch 1785 | loss: 0.030947 | val_loss: 0.03128 | Time: 5251.39 ms [2021-06-21 15:34:17 main:574] : INFO : Epoch 1786 | loss: 0.0309389 | val_loss: 0.0313047 | Time: 6182.14 ms [2021-06-21 15:34:22 main:574] : INFO : Epoch 1787 | loss: 0.030938 | val_loss: 0.0312778 | Time: 5265.65 ms [2021-06-21 15:34:29 main:574] : INFO : Epoch 1788 | loss: 0.0309503 | val_loss: 0.0312837 | Time: 5309.72 ms [2021-06-21 15:34:34 main:574] : INFO : Epoch 1789 | loss: 0.0309495 | val_loss: 0.0312947 | Time: 5287.63 ms [2021-06-21 15:34:40 main:574] : INFO : Epoch 1790 | loss: 0.0309459 | val_loss: 0.0312857 | Time: 5326.21 ms [2021-06-21 15:34:46 main:574] : INFO : Epoch 1791 | loss: 0.0309462 | val_loss: 0.031246 | Time: 5248.97 ms [2021-06-21 15:34:52 main:574] : INFO : Epoch 1792 | loss: 0.0309665 | val_loss: 0.0312602 | Time: 5268.78 ms [2021-06-21 15:34:59 main:574] : INFO : Epoch 1793 | loss: 0.0309434 | val_loss: 0.0313143 | Time: 5244.13 ms [2021-06-21 15:35:04 main:574] : INFO : Epoch 1794 | loss: 0.0309425 | val_loss: 0.0313099 | Time: 5270.86 ms [2021-06-21 15:35:10 main:574] : INFO : Epoch 1795 | loss: 0.0309981 | val_loss: 0.0312491 | Time: 5291.54 ms [2021-06-21 15:35:15 main:574] : INFO : Epoch 1796 | loss: 0.0309889 | val_loss: 0.0312762 | Time: 5385.44 ms [2021-06-21 15:35:21 main:574] : INFO : Epoch 1797 | loss: 0.0309761 | val_loss: 0.0312466 | Time: 5273.13 ms [2021-06-21 15:35:27 main:574] : INFO : Epoch 1798 | loss: 0.0309623 | val_loss: 0.0312814 | Time: 5283.13 ms [2021-06-21 15:35:32 main:574] : INFO : Epoch 1799 | loss: 0.0309495 | val_loss: 0.031275 | Time: 5280.6 ms [2021-06-21 15:35:38 main:574] : INFO : Epoch 1800 | loss: 0.0309418 | val_loss: 0.031296 | Time: 5361.35 ms [2021-06-21 15:35:43 main:574] : INFO : Epoch 1801 | loss: 0.03094 | val_loss: 0.0312867 | Time: 5256.83 ms [2021-06-21 15:35:49 main:574] : INFO : Epoch 1802 | loss: 0.0309478 | val_loss: 0.0313009 | Time: 5455.07 ms [2021-06-21 15:35:54 main:574] : INFO : Epoch 1803 | loss: 0.0309448 | val_loss: 0.031266 | Time: 5574.76 ms [2021-06-21 15:36:00 main:574] : INFO : Epoch 1804 | loss: 0.0309457 | val_loss: 0.0312824 | Time: 5440.44 ms [2021-06-21 15:36:05 main:574] : INFO : Epoch 1805 | loss: 0.03094 | val_loss: 0.0312946 | Time: 5292.78 ms [2021-06-21 15:36:12 main:574] : INFO : Epoch 1806 | loss: 0.0309516 | val_loss: 0.0312902 | Time: 6056.42 ms [2021-06-21 15:36:19 main:574] : INFO : Epoch 1807 | loss: 0.0309408 | val_loss: 0.0313141 | Time: 7199.11 ms [2021-06-21 15:36:26 main:574] : INFO : Epoch 1808 | loss: 0.0309357 | val_loss: 0.0313047 | Time: 6224.05 ms [2021-06-21 15:36:33 main:574] : INFO : Epoch 1809 | loss: 0.0309374 | val_loss: 0.0313126 | Time: 5910.32 ms [2021-06-21 15:36:39 main:574] : INFO : Epoch 1810 | loss: 0.0309543 | val_loss: 0.0312639 | Time: 5548.38 ms [2021-06-21 15:36:45 main:574] : INFO : Epoch 1811 | loss: 0.0309662 | val_loss: 0.0312825 | Time: 5357.08 ms [2021-06-21 15:36:50 main:574] : INFO : Epoch 1812 | loss: 0.0309484 | val_loss: 0.0313012 | Time: 5343.24 ms [2021-06-21 15:36:56 main:574] : INFO : Epoch 1813 | loss: 0.0309512 | val_loss: 0.0312902 | Time: 5284.8 ms [2021-06-21 15:37:01 main:574] : INFO : Epoch 1814 | loss: 0.030939 | val_loss: 0.0312731 | Time: 5309.28 ms [2021-06-21 15:37:07 main:574] : INFO : Epoch 1815 | loss: 0.0309383 | val_loss: 0.0312766 | Time: 5281.35 ms [2021-06-21 15:37:13 main:574] : INFO : Epoch 1816 | loss: 0.0309408 | val_loss: 0.0312828 | Time: 5680.31 ms [2021-06-21 15:37:19 main:574] : INFO : Epoch 1817 | loss: 0.0309403 | val_loss: 0.03129 | Time: 5641.63 ms [2021-06-21 15:37:25 main:574] : INFO : Epoch 1818 | loss: 0.0309384 | val_loss: 0.0312895 | Time: 5308.76 ms [2021-06-21 15:37:31 main:574] : INFO : Epoch 1819 | loss: 0.0309352 | val_loss: 0.0312887 | Time: 5468.82 ms [2021-06-21 15:37:37 main:574] : INFO : Epoch 1820 | loss: 0.0309473 | val_loss: 0.0312993 | Time: 5360.65 ms [2021-06-21 15:37:44 main:574] : INFO : Epoch 1821 | loss: 0.0309462 | val_loss: 0.0312875 | Time: 5265.68 ms [2021-06-21 15:37:50 main:574] : INFO : Epoch 1822 | loss: 0.03094 | val_loss: 0.031281 | Time: 5916.41 ms [2021-06-21 15:37:57 main:574] : INFO : Epoch 1823 | loss: 0.0309349 | val_loss: 0.0312988 | Time: 5359.22 ms [2021-06-21 15:38:03 main:574] : INFO : Epoch 1824 | loss: 0.0309343 | val_loss: 0.0312941 | Time: 5331.54 ms [2021-06-21 15:38:09 main:574] : INFO : Epoch 1825 | loss: 0.0309457 | val_loss: 0.0312562 | Time: 5397.14 ms [2021-06-21 15:38:15 main:574] : INFO : Epoch 1826 | loss: 0.0309474 | val_loss: 0.0313093 | Time: 5305.82 ms [2021-06-21 15:38:21 main:574] : INFO : Epoch 1827 | loss: 0.0309433 | val_loss: 0.0312678 | Time: 5251.48 ms [2021-06-21 15:38:27 main:574] : INFO : Epoch 1828 | loss: 0.0309405 | val_loss: 0.0312746 | Time: 5298.31 ms [2021-06-21 15:38:33 main:574] : INFO : Epoch 1829 | loss: 0.0309511 | val_loss: 0.0312587 | Time: 5252.46 ms [2021-06-21 15:38:38 main:574] : INFO : Epoch 1830 | loss: 0.0309524 | val_loss: 0.0313039 | Time: 5387.41 ms [2021-06-21 15:38:44 main:574] : INFO : Epoch 1831 | loss: 0.0309407 | val_loss: 0.0312767 | Time: 5367.04 ms [2021-06-21 15:38:49 main:574] : INFO : Epoch 1832 | loss: 0.0309484 | val_loss: 0.0312722 | Time: 5259.97 ms [2021-06-21 15:38:55 main:574] : INFO : Epoch 1833 | loss: 0.0309442 | val_loss: 0.0313071 | Time: 5395.79 ms [2021-06-21 15:39:00 main:574] : INFO : Epoch 1834 | loss: 0.0309477 | val_loss: 0.0312918 | Time: 5322.42 ms [2021-06-21 15:39:06 main:574] : INFO : Epoch 1835 | loss: 0.0309548 | val_loss: 0.0312643 | Time: 5348.13 ms [2021-06-21 15:39:12 main:574] : INFO : Epoch 1836 | loss: 0.0309545 | val_loss: 0.0312748 | Time: 5277.96 ms [2021-06-21 15:39:18 main:574] : INFO : Epoch 1837 | loss: 0.0309421 | val_loss: 0.031294 | Time: 5287.53 ms [2021-06-21 15:39:23 main:574] : INFO : Epoch 1838 | loss: 0.0309405 | val_loss: 0.0312723 | Time: 5245.75 ms [2021-06-21 15:39:28 main:574] : INFO : Epoch 1839 | loss: 0.0309498 | val_loss: 0.0313239 | Time: 5256.5 ms [2021-06-21 15:39:34 main:574] : INFO : Epoch 1840 | loss: 0.0309542 | val_loss: 0.0312728 | Time: 5260.2 ms [2021-06-21 15:39:40 main:574] : INFO : Epoch 1841 | loss: 0.0310048 | val_loss: 0.0312873 | Time: 5340.35 ms [2021-06-21 15:39:46 main:574] : INFO : Epoch 1842 | loss: 0.0311338 | val_loss: 0.03167 | Time: 5386.02 ms [2021-06-21 15:39:52 main:574] : INFO : Epoch 1843 | loss: 0.0311307 | val_loss: 0.0313416 | Time: 5293.87 ms [2021-06-21 15:39:57 main:574] : INFO : Epoch 1844 | loss: 0.0309778 | val_loss: 0.0312934 | Time: 5272.1 ms [2021-06-21 15:40:03 main:574] : INFO : Epoch 1845 | loss: 0.0309458 | val_loss: 0.031284 | Time: 5295.59 ms [2021-06-21 15:40:08 main:574] : INFO : Epoch 1846 | loss: 0.0309378 | val_loss: 0.031303 | Time: 5304.3 ms [2021-06-21 15:40:14 main:574] : INFO : Epoch 1847 | loss: 0.0309416 | val_loss: 0.0313137 | Time: 5285.23 ms [2021-06-21 15:40:19 main:574] : INFO : Epoch 1848 | loss: 0.0309477 | val_loss: 0.0312729 | Time: 5289.67 ms [2021-06-21 15:40:25 main:574] : INFO : Epoch 1849 | loss: 0.0309451 | val_loss: 0.0312811 | Time: 5361.64 ms [2021-06-21 15:40:31 main:574] : INFO : Epoch 1850 | loss: 0.0309327 | val_loss: 0.0313118 | Time: 5316.51 ms [2021-06-21 15:40:37 main:574] : INFO : Epoch 1851 | loss: 0.0309465 | val_loss: 0.0312681 | Time: 5335.76 ms [2021-06-21 15:40:43 main:574] : INFO : Epoch 1852 | loss: 0.0309383 | val_loss: 0.0313102 | Time: 5264.07 ms [2021-06-21 15:40:49 main:574] : INFO : Epoch 1853 | loss: 0.0309298 | val_loss: 0.0313042 | Time: 5464.56 ms [2021-06-21 15:40:54 main:574] : INFO : Epoch 1854 | loss: 0.030942 | val_loss: 0.0313136 | Time: 5290.28 ms [2021-06-21 15:41:00 main:574] : INFO : Epoch 1855 | loss: 0.0309384 | val_loss: 0.0313149 | Time: 5302.08 ms [2021-06-21 15:41:06 main:574] : INFO : Epoch 1856 | loss: 0.0309334 | val_loss: 0.0312627 | Time: 5335.74 ms [2021-06-21 15:41:12 main:574] : INFO : Epoch 1857 | loss: 0.0309356 | val_loss: 0.0312814 | Time: 5377.21 ms [2021-06-21 15:41:17 main:574] : INFO : Epoch 1858 | loss: 0.0309607 | val_loss: 0.0312039 | Time: 5271.41 ms [2021-06-21 15:41:23 main:574] : INFO : Epoch 1859 | loss: 0.0310076 | val_loss: 0.0313031 | Time: 5222.14 ms [2021-06-21 15:41:29 main:574] : INFO : Epoch 1860 | loss: 0.0309699 | val_loss: 0.0312582 | Time: 5896.39 ms [2021-06-21 15:41:34 main:574] : INFO : Epoch 1861 | loss: 0.0309489 | val_loss: 0.0312503 | Time: 5348.6 ms [2021-06-21 15:41:40 main:574] : INFO : Epoch 1862 | loss: 0.030945 | val_loss: 0.0312792 | Time: 5308.49 ms [2021-06-21 15:41:47 main:574] : INFO : Epoch 1863 | loss: 0.0309462 | val_loss: 0.0312781 | Time: 5274.87 ms [2021-06-21 15:41:52 main:574] : INFO : Epoch 1864 | loss: 0.0309444 | val_loss: 0.0312754 | Time: 5318.62 ms [2021-06-21 15:41:58 main:574] : INFO : Epoch 1865 | loss: 0.0309421 | val_loss: 0.0312823 | Time: 5304.85 ms [2021-06-21 15:42:03 main:574] : INFO : Epoch 1866 | loss: 0.0309525 | val_loss: 0.0312713 | Time: 5366.62 ms [2021-06-21 15:42:09 main:574] : INFO : Epoch 1867 | loss: 0.0309543 | val_loss: 0.0312848 | Time: 5286 ms [2021-06-21 15:42:14 main:574] : INFO : Epoch 1868 | loss: 0.0309449 | val_loss: 0.0312663 | Time: 5378.46 ms [2021-06-21 15:42:20 main:574] : INFO : Epoch 1869 | loss: 0.0309487 | val_loss: 0.0312678 | Time: 5364.64 ms [2021-06-21 15:42:26 main:574] : INFO : Epoch 1870 | loss: 0.0309506 | val_loss: 0.031251 | Time: 5515.19 ms [2021-06-21 15:42:32 main:574] : INFO : Epoch 1871 | loss: 0.0309519 | val_loss: 0.0312786 | Time: 5485.3 ms [2021-06-21 15:42:38 main:574] : INFO : Epoch 1872 | loss: 0.0309507 | val_loss: 0.031304 | Time: 5302.44 ms [2021-06-21 15:42:43 main:574] : INFO : Epoch 1873 | loss: 0.0309472 | val_loss: 0.0313096 | Time: 5317.2 ms [2021-06-21 15:42:49 main:574] : INFO : Epoch 1874 | loss: 0.030938 | val_loss: 0.0312816 | Time: 5320.81 ms [2021-06-21 15:42:55 main:574] : INFO : Epoch 1875 | loss: 0.0309363 | val_loss: 0.0312892 | Time: 5470.15 ms [2021-06-21 15:43:01 main:574] : INFO : Epoch 1876 | loss: 0.0309356 | val_loss: 0.0313204 | Time: 5339.64 ms [2021-06-21 15:43:07 main:574] : INFO : Epoch 1877 | loss: 0.030945 | val_loss: 0.0312383 | Time: 5382.49 ms [2021-06-21 15:43:12 main:574] : INFO : Epoch 1878 | loss: 0.030958 | val_loss: 0.0312512 | Time: 5276.05 ms [2021-06-21 15:43:18 main:574] : INFO : Epoch 1879 | loss: 0.030955 | val_loss: 0.0313039 | Time: 5306.05 ms [2021-06-21 15:43:23 main:574] : INFO : Epoch 1880 | loss: 0.0309615 | val_loss: 0.0312621 | Time: 5341.76 ms [2021-06-21 15:43:29 main:574] : INFO : Epoch 1881 | loss: 0.0309524 | val_loss: 0.0312521 | Time: 5337.45 ms [2021-06-21 15:43:34 main:574] : INFO : Epoch 1882 | loss: 0.030947 | val_loss: 0.0313025 | Time: 5336.21 ms [2021-06-21 15:43:39 main:574] : INFO : Epoch 1883 | loss: 0.0309445 | val_loss: 0.0312786 | Time: 5253.67 ms [2021-06-21 15:43:45 main:574] : INFO : Epoch 1884 | loss: 0.0309492 | val_loss: 0.0312717 | Time: 5412.88 ms [2021-06-21 15:43:50 main:574] : INFO : Epoch 1885 | loss: 0.030946 | val_loss: 0.0312867 | Time: 5307.24 ms [2021-06-21 15:43:56 main:574] : INFO : Epoch 1886 | loss: 0.0309428 | val_loss: 0.031289 | Time: 5358.46 ms [2021-06-21 15:44:02 main:574] : INFO : Epoch 1887 | loss: 0.0309471 | val_loss: 0.0312939 | Time: 5289.49 ms [2021-06-21 15:44:07 main:574] : INFO : Epoch 1888 | loss: 0.0309445 | val_loss: 0.0312837 | Time: 5237.68 ms [2021-06-21 15:44:13 main:574] : INFO : Epoch 1889 | loss: 0.0309422 | val_loss: 0.0312941 | Time: 5317.18 ms [2021-06-21 15:44:18 main:574] : INFO : Epoch 1890 | loss: 0.0309422 | val_loss: 0.0312603 | Time: 5370.78 ms [2021-06-21 15:44:24 main:574] : INFO : Epoch 1891 | loss: 0.0309458 | val_loss: 0.0312949 | Time: 5338.48 ms [2021-06-21 15:44:29 main:574] : INFO : Epoch 1892 | loss: 0.0309512 | val_loss: 0.0312911 | Time: 5296.93 ms [2021-06-21 15:44:35 main:574] : INFO : Epoch 1893 | loss: 0.0309532 | val_loss: 0.0312724 | Time: 5338.32 ms [2021-06-21 15:44:40 main:574] : INFO : Epoch 1894 | loss: 0.0309471 | val_loss: 0.0313002 | Time: 5261.95 ms [2021-06-21 15:44:46 main:574] : INFO : Epoch 1895 | loss: 0.0309383 | val_loss: 0.0313501 | Time: 5362.74 ms [2021-06-21 15:44:51 main:574] : INFO : Epoch 1896 | loss: 0.0309342 | val_loss: 0.0313 | Time: 5307.95 ms [2021-06-21 15:44:57 main:574] : INFO : Epoch 1897 | loss: 0.0309433 | val_loss: 0.0312655 | Time: 5294.27 ms [2021-06-21 15:45:02 main:574] : INFO : Epoch 1898 | loss: 0.0309391 | val_loss: 0.031293 | Time: 5300.87 ms [2021-06-21 15:45:08 main:574] : INFO : Epoch 1899 | loss: 0.0309388 | val_loss: 0.0313038 | Time: 5288.87 ms [2021-06-21 15:45:14 main:574] : INFO : Epoch 1900 | loss: 0.0309368 | val_loss: 0.0312777 | Time: 5303.35 ms [2021-06-21 15:45:20 main:574] : INFO : Epoch 1901 | loss: 0.0309923 | val_loss: 0.0313127 | Time: 5281.02 ms [2021-06-21 15:45:25 main:574] : INFO : Epoch 1902 | loss: 0.0310029 | val_loss: 0.0312331 | Time: 5333.47 ms [2021-06-21 15:45:32 main:574] : INFO : Epoch 1903 | loss: 0.0309759 | val_loss: 0.0312823 | Time: 5349.27 ms [2021-06-21 15:45:37 main:574] : INFO : Epoch 1904 | loss: 0.030946 | val_loss: 0.0312779 | Time: 5359.86 ms [2021-06-21 15:45:43 main:574] : INFO : Epoch 1905 | loss: 0.0309399 | val_loss: 0.0312841 | Time: 5343.35 ms [2021-06-21 15:45:48 main:574] : INFO : Epoch 1906 | loss: 0.0309357 | val_loss: 0.0312625 | Time: 5342.42 ms [2021-06-21 15:45:55 main:574] : INFO : Epoch 1907 | loss: 0.030995 | val_loss: 0.0312486 | Time: 5282.98 ms [2021-06-21 15:46:00 main:574] : INFO : Epoch 1908 | loss: 0.0309719 | val_loss: 0.0312843 | Time: 5320.85 ms [2021-06-21 15:46:07 main:574] : INFO : Epoch 1909 | loss: 0.0309473 | val_loss: 0.0312662 | Time: 5261.23 ms [2021-06-21 15:46:12 main:574] : INFO : Epoch 1910 | loss: 0.0309405 | val_loss: 0.0313048 | Time: 5305.41 ms [2021-06-21 15:46:18 main:574] : INFO : Epoch 1911 | loss: 0.0309409 | val_loss: 0.0312847 | Time: 5317.85 ms [2021-06-21 15:46:23 main:574] : INFO : Epoch 1912 | loss: 0.0309379 | val_loss: 0.0312814 | Time: 5348.79 ms [2021-06-21 15:46:29 main:574] : INFO : Epoch 1913 | loss: 0.0309752 | val_loss: 0.0312699 | Time: 5326.31 ms [2021-06-21 15:46:34 main:574] : INFO : Epoch 1914 | loss: 0.0309753 | val_loss: 0.0312821 | Time: 5251.44 ms [2021-06-21 15:46:39 main:574] : INFO : Epoch 1915 | loss: 0.0309547 | val_loss: 0.0312814 | Time: 5281.27 ms [2021-06-21 15:46:45 main:574] : INFO : Epoch 1916 | loss: 0.0309476 | val_loss: 0.0313102 | Time: 5256.58 ms [2021-06-21 15:46:50 main:574] : INFO : Epoch 1917 | loss: 0.0309325 | val_loss: 0.0312699 | Time: 5313.98 ms [2021-06-21 15:46:56 main:574] : INFO : Epoch 1918 | loss: 0.030935 | val_loss: 0.0312801 | Time: 5323.41 ms [2021-06-21 15:47:01 main:574] : INFO : Epoch 1919 | loss: 0.03093 | val_loss: 0.031304 | Time: 5289.12 ms [2021-06-21 15:47:07 main:574] : INFO : Epoch 1920 | loss: 0.0309418 | val_loss: 0.0312964 | Time: 5340.24 ms [2021-06-21 15:47:12 main:574] : INFO : Epoch 1921 | loss: 0.0309478 | val_loss: 0.0312649 | Time: 5338.24 ms [2021-06-21 15:47:18 main:574] : INFO : Epoch 1922 | loss: 0.0309557 | val_loss: 0.03128 | Time: 5347.25 ms [2021-06-21 15:47:24 main:574] : INFO : Epoch 1923 | loss: 0.0309569 | val_loss: 0.0312592 | Time: 5345.32 ms [2021-06-21 15:47:30 main:574] : INFO : Epoch 1924 | loss: 0.0309533 | val_loss: 0.0312738 | Time: 5533.72 ms [2021-06-21 15:47:36 main:574] : INFO : Epoch 1925 | loss: 0.0309403 | val_loss: 0.0313085 | Time: 5348.08 ms [2021-06-21 15:47:41 main:574] : INFO : Epoch 1926 | loss: 0.0309391 | val_loss: 0.0313207 | Time: 5242.65 ms [2021-06-21 15:47:47 main:574] : INFO : Epoch 1927 | loss: 0.0309447 | val_loss: 0.0312939 | Time: 5316.01 ms [2021-06-21 15:47:52 main:574] : INFO : Epoch 1928 | loss: 0.0310514 | val_loss: 0.0311764 | Time: 5255.74 ms [2021-06-21 15:47:59 main:574] : INFO : Epoch 1929 | loss: 0.0310961 | val_loss: 0.0311811 | Time: 5862.98 ms [2021-06-21 15:48:04 main:574] : INFO : Epoch 1930 | loss: 0.0310709 | val_loss: 0.0311918 | Time: 5337.78 ms [2021-06-21 15:48:10 main:574] : INFO : Epoch 1931 | loss: 0.0310399 | val_loss: 0.0312082 | Time: 5431.66 ms [2021-06-21 15:48:16 main:574] : INFO : Epoch 1932 | loss: 0.0310086 | val_loss: 0.0312319 | Time: 5272.31 ms [2021-06-21 15:48:21 main:574] : INFO : Epoch 1933 | loss: 0.0309818 | val_loss: 0.0312302 | Time: 5441.57 ms [2021-06-21 15:48:27 main:574] : INFO : Epoch 1934 | loss: 0.0309624 | val_loss: 0.03127 | Time: 5269.67 ms [2021-06-21 15:48:33 main:574] : INFO : Epoch 1935 | loss: 0.0309539 | val_loss: 0.031275 | Time: 5369.27 ms [2021-06-21 15:48:39 main:574] : INFO : Epoch 1936 | loss: 0.0309517 | val_loss: 0.0312797 | Time: 5357.91 ms [2021-06-21 15:48:44 main:574] : INFO : Epoch 1937 | loss: 0.030961 | val_loss: 0.0312883 | Time: 5291.24 ms [2021-06-21 15:48:50 main:574] : INFO : Epoch 1938 | loss: 0.030948 | val_loss: 0.0312886 | Time: 5308.39 ms [2021-06-21 15:48:55 main:574] : INFO : Epoch 1939 | loss: 0.0309459 | val_loss: 0.0312918 | Time: 5266.28 ms [2021-06-21 15:49:01 main:574] : INFO : Epoch 1940 | loss: 0.0309389 | val_loss: 0.0312802 | Time: 5303.94 ms [2021-06-21 15:49:07 main:574] : INFO : Epoch 1941 | loss: 0.0309383 | val_loss: 0.0312909 | Time: 5326.1 ms [2021-06-21 15:49:13 main:574] : INFO : Epoch 1942 | loss: 0.0309413 | val_loss: 0.0312462 | Time: 5427.62 ms [2021-06-21 15:49:19 main:574] : INFO : Epoch 1943 | loss: 0.0309342 | val_loss: 0.0312684 | Time: 5264.93 ms [2021-06-21 15:49:24 main:574] : INFO : Epoch 1944 | loss: 0.0309433 | val_loss: 0.0312462 | Time: 5290.54 ms [2021-06-21 15:49:30 main:574] : INFO : Epoch 1945 | loss: 0.0309478 | val_loss: 0.0312997 | Time: 5357.71 ms [2021-06-21 15:49:36 main:574] : INFO : Epoch 1946 | loss: 0.0309621 | val_loss: 0.0312241 | Time: 5309.64 ms [2021-06-21 15:49:42 main:574] : INFO : Epoch 1947 | loss: 0.0309637 | val_loss: 0.0312674 | Time: 5254.86 ms [2021-06-21 15:49:47 main:574] : INFO : Epoch 1948 | loss: 0.0309569 | val_loss: 0.0312685 | Time: 5299.3 ms [2021-06-21 15:49:53 main:574] : INFO : Epoch 1949 | loss: 0.0309389 | val_loss: 0.0312764 | Time: 5388.35 ms [2021-06-21 15:49:58 main:574] : INFO : Epoch 1950 | loss: 0.0309306 | val_loss: 0.0312957 | Time: 5269.21 ms [2021-06-21 15:50:04 main:574] : INFO : Epoch 1951 | loss: 0.0309655 | val_loss: 0.0312995 | Time: 5295.51 ms [2021-06-21 15:50:09 main:574] : INFO : Epoch 1952 | loss: 0.0309613 | val_loss: 0.0312736 | Time: 5303.07 ms [2021-06-21 15:50:15 main:574] : INFO : Epoch 1953 | loss: 0.0309499 | val_loss: 0.0312727 | Time: 5285.66 ms [2021-06-21 15:50:20 main:574] : INFO : Epoch 1954 | loss: 0.0309376 | val_loss: 0.0312748 | Time: 5268.52 ms [2021-06-21 15:50:26 main:574] : INFO : Epoch 1955 | loss: 0.0309366 | val_loss: 0.0312715 | Time: 5326.72 ms [2021-06-21 15:50:31 main:574] : INFO : Epoch 1956 | loss: 0.0309331 | val_loss: 0.0312673 | Time: 5287.64 ms [2021-06-21 15:50:37 main:574] : INFO : Epoch 1957 | loss: 0.0309318 | val_loss: 0.0312948 | Time: 5277.95 ms [2021-06-21 15:50:43 main:574] : INFO : Epoch 1958 | loss: 0.0309487 | val_loss: 0.0312716 | Time: 5317.14 ms [2021-06-21 15:50:48 main:574] : INFO : Epoch 1959 | loss: 0.0309411 | val_loss: 0.0312899 | Time: 5401.08 ms [2021-06-21 15:50:54 main:574] : INFO : Epoch 1960 | loss: 0.0309415 | val_loss: 0.0312724 | Time: 5365.71 ms [2021-06-21 15:50:59 main:574] : INFO : Epoch 1961 | loss: 0.0309484 | val_loss: 0.0313074 | Time: 5401.34 ms [2021-06-21 15:51:05 main:574] : INFO : Epoch 1962 | loss: 0.0309443 | val_loss: 0.0313042 | Time: 5371.07 ms [2021-06-21 15:51:10 main:574] : INFO : Epoch 1963 | loss: 0.0309384 | val_loss: 0.0312939 | Time: 5251.34 ms [2021-06-21 15:51:16 main:574] : INFO : Epoch 1964 | loss: 0.0309668 | val_loss: 0.0312778 | Time: 5303.01 ms [2021-06-21 15:51:21 main:574] : INFO : Epoch 1965 | loss: 0.0309597 | val_loss: 0.031265 | Time: 5309.33 ms [2021-06-21 15:51:26 main:574] : INFO : Epoch 1966 | loss: 0.0309604 | val_loss: 0.0312917 | Time: 5379.54 ms [2021-06-21 15:51:32 main:574] : INFO : Epoch 1967 | loss: 0.0309583 | val_loss: 0.031272 | Time: 5264.84 ms [2021-06-21 15:51:37 main:574] : INFO : Epoch 1968 | loss: 0.0309454 | val_loss: 0.0312697 | Time: 5270.92 ms [2021-06-21 15:51:43 main:574] : INFO : Epoch 1969 | loss: 0.030942 | val_loss: 0.0312952 | Time: 5295.59 ms [2021-06-21 15:51:48 main:574] : INFO : Epoch 1970 | loss: 0.0309375 | val_loss: 0.0312872 | Time: 5300.77 ms [2021-06-21 15:51:54 main:574] : INFO : Epoch 1971 | loss: 0.0309406 | val_loss: 0.031265 | Time: 5262.68 ms [2021-06-21 15:51:59 main:574] : INFO : Epoch 1972 | loss: 0.0309513 | val_loss: 0.031228 | Time: 5316.42 ms [2021-06-21 15:52:05 main:574] : INFO : Epoch 1973 | loss: 0.0309884 | val_loss: 0.0312905 | Time: 5482.03 ms [2021-06-21 15:52:11 main:574] : INFO : Epoch 1974 | loss: 0.030974 | val_loss: 0.0312724 | Time: 5315.11 ms [2021-06-21 15:52:17 main:574] : INFO : Epoch 1975 | loss: 0.0309599 | val_loss: 0.0312975 | Time: 5301.86 ms [2021-06-21 15:52:22 main:574] : INFO : Epoch 1976 | loss: 0.0309471 | val_loss: 0.0312456 | Time: 5324.5 ms [2021-06-21 15:52:28 main:574] : INFO : Epoch 1977 | loss: 0.0309491 | val_loss: 0.0312452 | Time: 5380.03 ms [2021-06-21 15:52:34 main:574] : INFO : Epoch 1978 | loss: 0.0309425 | val_loss: 0.0312804 | Time: 5265.91 ms [2021-06-21 15:52:39 main:574] : INFO : Epoch 1979 | loss: 0.0309467 | val_loss: 0.0312769 | Time: 5273.81 ms [2021-06-21 15:52:45 main:574] : INFO : Epoch 1980 | loss: 0.0309483 | val_loss: 0.0312792 | Time: 5353.7 ms [2021-06-21 15:52:51 main:574] : INFO : Epoch 1981 | loss: 0.0309488 | val_loss: 0.0312885 | Time: 5368.6 ms [2021-06-21 15:52:56 main:574] : INFO : Epoch 1982 | loss: 0.0309498 | val_loss: 0.031262 | Time: 5265.71 ms [2021-06-21 15:53:02 main:574] : INFO : Epoch 1983 | loss: 0.0309448 | val_loss: 0.0312728 | Time: 6010.01 ms [2021-06-21 15:53:09 main:574] : INFO : Epoch 1984 | loss: 0.0309516 | val_loss: 0.0312775 | Time: 5883.62 ms [2021-06-21 15:53:14 main:574] : INFO : Epoch 1985 | loss: 0.0309425 | val_loss: 0.0312585 | Time: 5306.83 ms [2021-06-21 15:53:21 main:574] : INFO : Epoch 1986 | loss: 0.0309478 | val_loss: 0.0312914 | Time: 5348.63 ms [2021-06-21 15:53:27 main:574] : INFO : Epoch 1987 | loss: 0.0309489 | val_loss: 0.031283 | Time: 5325.89 ms [2021-06-21 15:53:33 main:574] : INFO : Epoch 1988 | loss: 0.0309432 | val_loss: 0.0312715 | Time: 5337.71 ms [2021-06-21 15:53:40 main:574] : INFO : Epoch 1989 | loss: 0.030937 | val_loss: 0.0312875 | Time: 5271.21 ms [2021-06-21 15:53:46 main:574] : INFO : Epoch 1990 | loss: 0.030938 | val_loss: 0.0312685 | Time: 5473.37 ms [2021-06-21 15:53:52 main:574] : INFO : Epoch 1991 | loss: 0.0309344 | val_loss: 0.0312649 | Time: 5380.25 ms [2021-06-21 15:53:58 main:574] : INFO : Epoch 1992 | loss: 0.0309444 | val_loss: 0.0312555 | Time: 5265.16 ms [2021-06-21 15:54:03 main:574] : INFO : Epoch 1993 | loss: 0.0309531 | val_loss: 0.0312997 | Time: 5266.98 ms [2021-06-21 15:54:09 main:574] : INFO : Epoch 1994 | loss: 0.0309508 | val_loss: 0.0312986 | Time: 5260.69 ms [2021-06-21 15:54:15 main:574] : INFO : Epoch 1995 | loss: 0.0309445 | val_loss: 0.0312663 | Time: 5202.34 ms [2021-06-21 15:54:21 main:574] : INFO : Epoch 1996 | loss: 0.0309457 | val_loss: 0.0312915 | Time: 5232.25 ms [2021-06-21 15:54:26 main:574] : INFO : Epoch 1997 | loss: 0.0309514 | val_loss: 0.0312687 | Time: 5249.48 ms [2021-06-21 15:54:33 main:574] : INFO : Epoch 1998 | loss: 0.0309478 | val_loss: 0.0312688 | Time: 5234.19 ms [2021-06-21 15:54:38 main:574] : INFO : Epoch 1999 | loss: 0.0309421 | val_loss: 0.0312861 | Time: 5340.1 ms [2021-06-21 15:54:44 main:574] : INFO : Epoch 2000 | loss: 0.0309377 | val_loss: 0.0313106 | Time: 5290.25 ms [2021-06-21 15:54:49 main:574] : INFO : Epoch 2001 | loss: 0.0309415 | val_loss: 0.0312826 | Time: 5296.14 ms [2021-06-21 15:54:55 main:574] : INFO : Epoch 2002 | loss: 0.0309406 | val_loss: 0.0312913 | Time: 5239.56 ms [2021-06-21 15:55:00 main:574] : INFO : Epoch 2003 | loss: 0.0309408 | val_loss: 0.0312759 | Time: 5260.41 ms [2021-06-21 15:55:06 main:574] : INFO : Epoch 2004 | loss: 0.0309375 | val_loss: 0.0313087 | Time: 5218.04 ms [2021-06-21 15:55:12 main:574] : INFO : Epoch 2005 | loss: 0.0309364 | val_loss: 0.031275 | Time: 5274.21 ms [2021-06-21 15:55:17 main:574] : INFO : Epoch 2006 | loss: 0.0309506 | val_loss: 0.031248 | Time: 5303.67 ms [2021-06-21 15:55:23 main:574] : INFO : Epoch 2007 | loss: 0.0309484 | val_loss: 0.0312651 | Time: 5294.75 ms [2021-06-21 15:55:29 main:574] : INFO : Epoch 2008 | loss: 0.0309495 | val_loss: 0.0312574 | Time: 5307.99 ms [2021-06-21 15:55:34 main:574] : INFO : Epoch 2009 | loss: 0.0309453 | val_loss: 0.0313035 | Time: 5266.62 ms [2021-06-21 15:55:40 main:574] : INFO : Epoch 2010 | loss: 0.0309475 | val_loss: 0.0312654 | Time: 5261.35 ms [2021-06-21 15:55:46 main:574] : INFO : Epoch 2011 | loss: 0.0309578 | val_loss: 0.0312515 | Time: 5296.35 ms [2021-06-21 15:55:51 main:574] : INFO : Epoch 2012 | loss: 0.0309532 | val_loss: 0.0312965 | Time: 5280.57 ms [2021-06-21 15:55:57 main:574] : INFO : Epoch 2013 | loss: 0.0309544 | val_loss: 0.0312992 | Time: 5484.77 ms [2021-06-21 15:56:02 main:574] : INFO : Epoch 2014 | loss: 0.0309473 | val_loss: 0.0313096 | Time: 5246.42 ms [2021-06-21 15:56:08 main:574] : INFO : Epoch 2015 | loss: 0.0309417 | val_loss: 0.031292 | Time: 5323.26 ms [2021-06-21 15:56:13 main:574] : INFO : Epoch 2016 | loss: 0.0309419 | val_loss: 0.0312917 | Time: 5372.36 ms [2021-06-21 15:56:19 main:574] : INFO : Epoch 2017 | loss: 0.0309387 | val_loss: 0.0312856 | Time: 5342.79 ms [2021-06-21 15:56:24 main:574] : INFO : Epoch 2018 | loss: 0.0309357 | val_loss: 0.0312998 | Time: 5281.42 ms [2021-06-21 15:56:29 main:574] : INFO : Epoch 2019 | loss: 0.0309378 | val_loss: 0.0313223 | Time: 5330.53 ms [2021-06-21 15:56:36 main:574] : INFO : Epoch 2020 | loss: 0.0309554 | val_loss: 0.0312447 | Time: 5358.03 ms [2021-06-21 15:56:42 main:574] : INFO : Epoch 2021 | loss: 0.0309505 | val_loss: 0.0312731 | Time: 5280.33 ms [2021-06-21 15:56:48 main:574] : INFO : Epoch 2022 | loss: 0.0309431 | val_loss: 0.0313168 | Time: 5290.52 ms [2021-06-21 15:56:53 main:574] : INFO : Epoch 2023 | loss: 0.0309395 | val_loss: 0.0312896 | Time: 5322.13 ms [2021-06-21 15:56:59 main:574] : INFO : Epoch 2024 | loss: 0.0309371 | val_loss: 0.0313001 | Time: 5363.49 ms [2021-06-21 15:57:05 main:574] : INFO : Epoch 2025 | loss: 0.030966 | val_loss: 0.0312457 | Time: 5741.44 ms [2021-06-21 15:57:11 main:574] : INFO : Epoch 2026 | loss: 0.0309571 | val_loss: 0.0312918 | Time: 5382.6 ms [2021-06-21 15:57:16 main:574] : INFO : Epoch 2027 | loss: 0.0309392 | val_loss: 0.0312821 | Time: 5226 ms [2021-06-21 15:57:22 main:574] : INFO : Epoch 2028 | loss: 0.0309437 | val_loss: 0.0313155 | Time: 5253.94 ms [2021-06-21 15:57:27 main:574] : INFO : Epoch 2029 | loss: 0.0309394 | val_loss: 0.0312603 | Time: 5294.93 ms [2021-06-21 15:57:33 main:574] : INFO : Epoch 2030 | loss: 0.0309425 | val_loss: 0.0312836 | Time: 5305.77 ms [2021-06-21 15:57:38 main:574] : INFO : Epoch 2031 | loss: 0.0309492 | val_loss: 0.0312708 | Time: 5344.44 ms [2021-06-21 15:57:45 main:574] : INFO : Epoch 2032 | loss: 0.0309491 | val_loss: 0.0312716 | Time: 5291.21 ms [2021-06-21 15:57:50 main:574] : INFO : Epoch 2033 | loss: 0.0309461 | val_loss: 0.0312705 | Time: 5267.87 ms [2021-06-21 15:57:56 main:574] : INFO : Epoch 2034 | loss: 0.0309405 | val_loss: 0.0312921 | Time: 5264.67 ms [2021-06-21 15:58:02 main:574] : INFO : Epoch 2035 | loss: 0.0309437 | val_loss: 0.0312684 | Time: 5373.34 ms [2021-06-21 15:58:07 main:574] : INFO : Epoch 2036 | loss: 0.0309638 | val_loss: 0.031313 | Time: 5314.32 ms [2021-06-21 15:58:13 main:574] : INFO : Epoch 2037 | loss: 0.0309631 | val_loss: 0.0312781 | Time: 5287.38 ms [2021-06-21 15:58:19 main:574] : INFO : Epoch 2038 | loss: 0.0309413 | val_loss: 0.0312796 | Time: 5303.35 ms [2021-06-21 15:58:24 main:574] : INFO : Epoch 2039 | loss: 0.0309339 | val_loss: 0.0312782 | Time: 5321.62 ms [2021-06-21 15:58:30 main:574] : INFO : Epoch 2040 | loss: 0.0309453 | val_loss: 0.0312728 | Time: 5264.89 ms [2021-06-21 15:58:36 main:574] : INFO : Epoch 2041 | loss: 0.0309472 | val_loss: 0.0312961 | Time: 5283.2 ms [2021-06-21 15:58:42 main:574] : INFO : Epoch 2042 | loss: 0.0309384 | val_loss: 0.0313228 | Time: 5342.4 ms [2021-06-21 15:58:47 main:574] : INFO : Epoch 2043 | loss: 0.0309443 | val_loss: 0.0312819 | Time: 5301.4 ms [2021-06-21 15:58:53 main:574] : INFO : Epoch 2044 | loss: 0.0309686 | val_loss: 0.0312979 | Time: 5378.57 ms [2021-06-21 15:58:58 main:574] : INFO : Epoch 2045 | loss: 0.0310246 | val_loss: 0.0312133 | Time: 5248.64 ms [2021-06-21 15:59:04 main:574] : INFO : Epoch 2046 | loss: 0.0310276 | val_loss: 0.0312356 | Time: 5269.67 ms [2021-06-21 15:59:09 main:574] : INFO : Epoch 2047 | loss: 0.0309942 | val_loss: 0.0312536 | Time: 5239.23 ms [2021-06-21 15:59:15 main:574] : INFO : Epoch 2048 | loss: 0.0309674 | val_loss: 0.0312746 | Time: 5335.9 ms [2021-06-21 15:59:15 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312746 [2021-06-21 15:59:15 main:603] : INFO : Saving end state to config to file [2021-06-21 15:59:15 main:608] : INFO : Success, exiting.. 15:59:15 (3612): 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)