| Name | ParityModified-1639954530-15055-3-0_0 |
| Workunit | 8803188 |
| Created | 15 Feb 2022, 12:34:34 UTC |
| Sent | 28 Feb 2022, 1:37:50 UTC |
| Report deadline | 8 Mar 2022, 1:37:50 UTC |
| Received | 17 Apr 2022, 21:24:20 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17116 |
| Run time | 53 min 46 sec |
| CPU time | 52 min 11 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 9,205.27 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.66 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 04-17 12:09:19 main:574] : INFO : Epoch 1701 | loss: 0.0310613 | val_loss: 0.0311027 | Time: 1442.82 ms [2022-04-17 12:09:20 main:574] : INFO : Epoch 1702 | loss: 0.0310578 | val_loss: 0.0311036 | Time: 1443.26 ms [2022-04-17 12:09:21 main:574] : INFO : Epoch 1703 | loss: 0.0310567 | val_loss: 0.0311087 | Time: 1446.9 ms [2022-04-17 12:09:23 main:574] : INFO : Epoch 1704 | loss: 0.0310541 | val_loss: 0.0311046 | Time: 1439.17 ms [2022-04-17 12:09:24 main:574] : INFO : Epoch 1705 | loss: 0.0310528 | val_loss: 0.0311057 | Time: 1439.34 ms [2022-04-17 12:09:26 main:574] : INFO : Epoch 1706 | loss: 0.0310535 | val_loss: 0.031105 | Time: 1439.56 ms [2022-04-17 12:09:27 main:574] : INFO : Epoch 1707 | loss: 0.0310533 | val_loss: 0.031102 | Time: 1441.11 ms [2022-04-17 12:09:29 main:574] : INFO : Epoch 1708 | loss: 0.0310583 | val_loss: 0.0311021 | Time: 1443.7 ms [2022-04-17 12:09:30 main:574] : INFO : Epoch 1709 | loss: 0.0310587 | val_loss: 0.0311064 | Time: 1447.66 ms [2022-04-17 12:09:32 main:574] : INFO : Epoch 1710 | loss: 0.0310573 | val_loss: 0.0311055 | Time: 1444.88 ms [2022-04-17 12:09:33 main:574] : INFO : Epoch 1711 | loss: 0.0310541 | val_loss: 0.0311072 | Time: 1435.6 ms [2022-04-17 12:09:34 main:574] : INFO : Epoch 1712 | loss: 0.031054 | val_loss: 0.0311061 | Time: 1428.15 ms [2022-04-17 12:09:36 main:574] : INFO : Epoch 1713 | loss: 0.0310531 | val_loss: 0.0311036 | Time: 1467.35 ms [2022-04-17 12:09:37 main:574] : INFO : Epoch 1714 | loss: 0.0310517 | val_loss: 0.0310999 | Time: 1454.47 ms [2022-04-17 12:09:39 main:574] : INFO : Epoch 1715 | loss: 0.0310519 | val_loss: 0.0311053 | Time: 1434.42 ms [2022-04-17 12:09:40 main:574] : INFO : Epoch 1716 | loss: 0.031051 | val_loss: 0.0311103 | Time: 1437.2 ms [2022-04-17 12:09:42 main:574] : INFO : Epoch 1717 | loss: 0.031051 | val_loss: 0.031103 | Time: 1447.61 ms [2022-04-17 12:09:43 main:574] : INFO : Epoch 1718 | loss: 0.0310535 | val_loss: 0.0311013 | Time: 1441.78 ms [2022-04-17 12:09:45 main:574] : INFO : Epoch 1719 | loss: 0.0310541 | val_loss: 0.0311014 | Time: 1439.8 ms [2022-04-17 12:09:46 main:574] : INFO : Epoch 1720 | loss: 0.0310513 | val_loss: 0.0311029 | Time: 1446.2 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-04-17 12:13:35 main:435] : INFO : Set logging level to 1 [2022-04-17 12:13:35 main:441] : INFO : Running in BOINC Client mode [2022-04-17 12:13:35 main:444] : INFO : Resolving all filenames [2022-04-17 12:13:35 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-17 12:13:35 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-17 12:13:35 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-17 12:13:35 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-17 12:13:35 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-17 12:13:35 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-17 12:13:35 main:474] : INFO : Configuration: [2022-04-17 12:13:35 main:475] : INFO : Model type: GRU [2022-04-17 12:13:35 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-17 12:13:35 main:477] : INFO : Max Epochs: 2048 [2022-04-17 12:13:35 main:478] : INFO : Batch Size: 128 [2022-04-17 12:13:35 main:479] : INFO : Learning Rate: 0.01 [2022-04-17 12:13:35 main:480] : INFO : Patience: 10 [2022-04-17 12:13:35 main:481] : INFO : Hidden Width: 12 [2022-04-17 12:13:35 main:482] : INFO : # Recurrent Layers: 4 [2022-04-17 12:13:35 main:483] : INFO : # Backend Layers: 4 [2022-04-17 12:13:35 main:484] : INFO : # Threads: 1 [2022-04-17 12:13:35 main:486] : INFO : Preparing Dataset [2022-04-17 12:13:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-17 12:13:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-17 12:13:37 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-17 12:13:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-17 12:13:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-17 12:13:37 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-17 12:13:37 main:494] : INFO : Creating Model [2022-04-17 12:13:37 main:507] : INFO : Preparing config file [2022-04-17 12:13:37 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-17 12:13:37 main:512] : INFO : Loading config [2022-04-17 12:13:37 main:514] : INFO : Loading state [2022-04-17 12:13:38 main:559] : INFO : Loading DataLoader into Memory [2022-04-17 12:13:38 main:562] : INFO : Starting Training [2022-04-17 12:13:39 main:574] : INFO : Epoch 1627 | loss: 0.031106 | val_loss: 0.0311184 | Time: 1552.47 ms [2022-04-17 12:13:41 main:574] : INFO : Epoch 1628 | loss: 0.0310651 | val_loss: 0.0311115 | Time: 1364.88 ms [2022-04-17 12:13:42 main:574] : INFO : Epoch 1629 | loss: 0.0310617 | val_loss: 0.0311136 | Time: 1366.3 ms [2022-04-17 12:13:43 main:574] : INFO : Epoch 1630 | loss: 0.0310613 | val_loss: 0.031102 | Time: 1379.12 ms [2022-04-17 12:13:45 main:574] : INFO : Epoch 1631 | loss: 0.0310649 | val_loss: 0.0311127 | Time: 1369.43 ms [2022-04-17 12:13:46 main:574] : INFO : Epoch 1632 | loss: 0.0310569 | val_loss: 0.0311154 | Time: 1361.88 ms [2022-04-17 12:13:47 main:574] : INFO : Epoch 1633 | loss: 0.0310595 | val_loss: 0.0311141 | Time: 1368.65 ms [2022-04-17 12:13:49 main:574] : INFO : Epoch 1634 | loss: 0.0310614 | val_loss: 0.0311133 | Time: 1368.56 ms [2022-04-17 12:13:50 main:574] : INFO : Epoch 1635 | loss: 0.0310717 | val_loss: 0.0311115 | Time: 1369.6 ms [2022-04-17 12:13:52 main:574] : INFO : Epoch 1636 | loss: 0.0310764 | val_loss: 0.0311142 | Time: 1385.96 ms [2022-04-17 12:13:53 main:574] : INFO : Epoch 1637 | loss: 0.0310733 | val_loss: 0.0311097 | Time: 1376.16 ms [2022-04-17 12:13:54 main:574] : INFO : Epoch 1638 | loss: 0.0310771 | val_loss: 0.0311015 | Time: 1368.25 ms [2022-04-17 12:13:56 main:574] : INFO : Epoch 1639 | loss: 0.0310691 | val_loss: 0.0311016 | Time: 1377.96 ms [2022-04-17 12:13:57 main:574] : INFO : Epoch 1640 | loss: 0.0310656 | val_loss: 0.0310975 | Time: 1373.34 ms [2022-04-17 12:13:58 main:574] : INFO : Epoch 1641 | loss: 0.031064 | val_loss: 0.0311036 | Time: 1369.85 ms [2022-04-17 12:14:00 main:574] : INFO : Epoch 1642 | loss: 0.0310596 | val_loss: 0.031106 | Time: 1374.86 ms [2022-04-17 12:14:01 main:574] : INFO : Epoch 1643 | loss: 0.0310615 | val_loss: 0.0311154 | Time: 1369.62 ms [2022-04-17 12:14:03 main:574] : INFO : Epoch 1644 | loss: 0.0310672 | val_loss: 0.0311088 | Time: 1378.16 ms [2022-04-17 12:14:04 main:574] : INFO : Epoch 1645 | loss: 0.0310655 | val_loss: 0.0311089 | Time: 1366.78 ms [2022-04-17 12:14:05 main:574] : INFO : Epoch 1646 | loss: 0.0310612 | val_loss: 0.0311102 | Time: 1397.97 ms [2022-04-17 12:14:07 main:574] : INFO : Epoch 1647 | loss: 0.0310614 | val_loss: 0.0311069 | Time: 1374.58 ms [2022-04-17 12:14:08 main:574] : INFO : Epoch 1648 | loss: 0.0310663 | val_loss: 0.0311085 | Time: 1369.28 ms [2022-04-17 12:14:09 main:574] : INFO : Epoch 1649 | loss: 0.0310728 | val_loss: 0.0311044 | Time: 1379.26 ms [2022-04-17 12:14:11 main:574] : INFO : Epoch 1650 | loss: 0.0310672 | val_loss: 0.0311106 | Time: 1379.79 ms [2022-04-17 12:14:12 main:574] : INFO : Epoch 1651 | loss: 0.0310696 | val_loss: 0.0311029 | Time: 1362.01 ms [2022-04-17 12:14:14 main:574] : INFO : Epoch 1652 | loss: 0.0310648 | val_loss: 0.0311051 | Time: 1375.39 ms [2022-04-17 12:14:15 main:574] : INFO : Epoch 1653 | loss: 0.0310629 | val_loss: 0.0310991 | Time: 1382.28 ms [2022-04-17 12:14:16 main:574] : INFO : Epoch 1654 | loss: 0.0310626 | val_loss: 0.0311 | Time: 1377.11 ms [2022-04-17 12:14:18 main:574] : INFO : Epoch 1655 | loss: 0.0310642 | val_loss: 0.0310998 | Time: 1381.74 ms [2022-04-17 12:14:19 main:574] : INFO : Epoch 1656 | loss: 0.0310606 | val_loss: 0.0311011 | Time: 1396.38 ms [2022-04-17 12:14:21 main:574] : INFO : Epoch 1657 | loss: 0.0310574 | val_loss: 0.0310988 | Time: 1369.5 ms [2022-04-17 12:14:22 main:574] : INFO : Epoch 1658 | loss: 0.0310589 | val_loss: 0.0310998 | Time: 1368.94 ms [2022-04-17 12:14:23 main:574] : INFO : Epoch 1659 | loss: 0.0310592 | val_loss: 0.0311038 | Time: 1380.98 ms [2022-04-17 12:14:25 main:574] : INFO : Epoch 1660 | loss: 0.0310592 | val_loss: 0.0311062 | Time: 1376.86 ms [2022-04-17 12:14:26 main:574] : INFO : Epoch 1661 | loss: 0.0310572 | val_loss: 0.0311021 | Time: 1370.55 ms [2022-04-17 12:14:27 main:574] : INFO : Epoch 1662 | loss: 0.0310592 | val_loss: 0.0311035 | Time: 1374.97 ms [2022-04-17 12:14:29 main:574] : INFO : Epoch 1663 | loss: 0.0310556 | val_loss: 0.0311066 | Time: 1375.44 ms [2022-04-17 12:14:30 main:574] : INFO : Epoch 1664 | loss: 0.0310543 | val_loss: 0.031104 | Time: 1371.29 ms [2022-04-17 12:14:32 main:574] : INFO : Epoch 1665 | loss: 0.0310572 | val_loss: 0.0310969 | Time: 1376.13 ms [2022-04-17 12:14:33 main:574] : INFO : Epoch 1666 | loss: 0.0310547 | val_loss: 0.0311041 | Time: 1387.2 ms [2022-04-17 12:14:34 main:574] : INFO : Epoch 1667 | loss: 0.0310539 | val_loss: 0.0311017 | Time: 1398.2 ms [2022-04-17 12:14:36 main:574] : INFO : Epoch 1668 | loss: 0.0310557 | val_loss: 0.0311075 | Time: 1381.98 ms [2022-04-17 12:14:38 main:574] : INFO : Epoch 1669 | loss: 0.0310575 | val_loss: 0.0311022 | Time: 1382.26 ms [2022-04-17 12:14:40 main:574] : INFO : Epoch 1670 | loss: 0.0310611 | val_loss: 0.0311013 | Time: 1378.52 ms [2022-04-17 12:14:41 main:574] : INFO : Epoch 1671 | loss: 0.0310593 | val_loss: 0.0311168 | Time: 1374.58 ms [2022-04-17 12:14:42 main:574] : INFO : Epoch 1672 | loss: 0.0310592 | val_loss: 0.0311045 | Time: 1375.15 ms [2022-04-17 12:14:44 main:574] : INFO : Epoch 1673 | loss: 0.0310595 | val_loss: 0.0310991 | Time: 1373.7 ms [2022-04-17 12:14:45 main:574] : INFO : Epoch 1674 | loss: 0.0310587 | val_loss: 0.0310953 | Time: 1370.7 ms [2022-04-17 12:14:46 main:574] : INFO : Epoch 1675 | loss: 0.0310614 | val_loss: 0.0311098 | Time: 1374.8 ms [2022-04-17 12:14:48 main:574] : INFO : Epoch 1676 | loss: 0.0310653 | val_loss: 0.0311076 | Time: 1390.18 ms [2022-04-17 12:14:49 main:574] : INFO : Epoch 1677 | loss: 0.0310607 | val_loss: 0.0311045 | Time: 1377.88 ms [2022-04-17 12:14:51 main:574] : INFO : Epoch 1678 | loss: 0.031059 | val_loss: 0.031104 | Time: 1372.34 ms [2022-04-17 12:14:52 main:574] : INFO : Epoch 1679 | loss: 0.0310588 | val_loss: 0.0311044 | Time: 1382.29 ms [2022-04-17 12:14:53 main:574] : INFO : Epoch 1680 | loss: 0.0310544 | val_loss: 0.0310996 | Time: 1370.15 ms [2022-04-17 12:14:55 main:574] : INFO : Epoch 1681 | loss: 0.0310518 | val_loss: 0.0311081 | Time: 1374.37 ms [2022-04-17 12:14:56 main:574] : INFO : Epoch 1682 | loss: 0.0310522 | val_loss: 0.0311112 | Time: 1376.18 ms [2022-04-17 12:14:58 main:574] : INFO : Epoch 1683 | loss: 0.0310537 | val_loss: 0.0311065 | Time: 1365.98 ms [2022-04-17 12:14:59 main:574] : INFO : Epoch 1684 | loss: 0.031084 | val_loss: 0.0311241 | Time: 1370.85 ms [2022-04-17 12:15:00 main:574] : INFO : Epoch 1685 | loss: 0.0310746 | val_loss: 0.031113 | Time: 1381.82 ms [2022-04-17 12:15:02 main:574] : INFO : Epoch 1686 | loss: 0.0310646 | val_loss: 0.0311144 | Time: 1396.62 ms [2022-04-17 12:15:03 main:574] : INFO : Epoch 1687 | loss: 0.0310628 | val_loss: 0.0311017 | Time: 1375.09 ms [2022-04-17 12:15:04 main:574] : INFO : Epoch 1688 | loss: 0.0310581 | val_loss: 0.0311051 | Time: 1379.61 ms [2022-04-17 12:15:06 main:574] : INFO : Epoch 1689 | loss: 0.0310609 | val_loss: 0.0311066 | Time: 1374.8 ms [2022-04-17 12:15:07 main:574] : INFO : Epoch 1690 | loss: 0.0310583 | val_loss: 0.0311074 | Time: 1375.62 ms [2022-04-17 12:15:09 main:574] : INFO : Epoch 1691 | loss: 0.0310533 | val_loss: 0.0311047 | Time: 1374.62 ms [2022-04-17 12:15:10 main:574] : INFO : Epoch 1692 | loss: 0.0310563 | val_loss: 0.0311046 | Time: 1368.16 ms [2022-04-17 12:15:11 main:574] : INFO : Epoch 1693 | loss: 0.0310556 | val_loss: 0.0311026 | Time: 1369.83 ms [2022-04-17 12:15:13 main:574] : INFO : Epoch 1694 | loss: 0.0310526 | val_loss: 0.031102 | Time: 1375.45 ms [2022-04-17 12:15:14 main:574] : INFO : Epoch 1695 | loss: 0.031052 | val_loss: 0.0311032 | Time: 1371.26 ms [2022-04-17 12:15:15 main:574] : INFO : Epoch 1696 | loss: 0.0310508 | val_loss: 0.0311054 | Time: 1383.44 ms [2022-04-17 12:15:17 main:574] : INFO : Epoch 1697 | loss: 0.0310527 | val_loss: 0.0311091 | Time: 1377.15 ms [2022-04-17 12:15:18 main:574] : INFO : Epoch 1698 | loss: 0.031054 | val_loss: 0.0311053 | Time: 1378.98 ms [2022-04-17 12:15:20 main:574] : INFO : Epoch 1699 | loss: 0.031052 | val_loss: 0.0311084 | Time: 1371.06 ms [2022-04-17 12:15:21 main:574] : INFO : Epoch 1700 | loss: 0.0310498 | val_loss: 0.0311124 | Time: 1373.1 ms [2022-04-17 12:15:22 main:574] : INFO : Epoch 1701 | loss: 0.031052 | val_loss: 0.0311148 | Time: 1385.86 ms [2022-04-17 12:15:24 main:574] : INFO : Epoch 1702 | loss: 0.0310653 | val_loss: 0.0311185 | Time: 1373.25 ms [2022-04-17 12:15:25 main:574] : INFO : Epoch 1703 | loss: 0.031068 | val_loss: 0.0311119 | Time: 1385.12 ms [2022-04-17 12:15:26 main:574] : INFO : Epoch 1704 | loss: 0.0310634 | val_loss: 0.0311207 | Time: 1377.79 ms [2022-04-17 12:15:28 main:574] : INFO : Epoch 1705 | loss: 0.0310595 | val_loss: 0.0311115 | Time: 1374.3 ms [2022-04-17 12:15:29 main:574] : INFO : Epoch 1706 | loss: 0.0310608 | val_loss: 0.0311093 | Time: 1391.75 ms [2022-04-17 12:15:31 main:574] : INFO : Epoch 1707 | loss: 0.0310664 | val_loss: 0.0311035 | Time: 1381.07 ms [2022-04-17 12:15:32 main:574] : INFO : Epoch 1708 | loss: 0.0310654 | val_loss: 0.0311025 | Time: 1383.03 ms [2022-04-17 12:15:33 main:574] : INFO : Epoch 1709 | loss: 0.0310656 | val_loss: 0.0311024 | Time: 1374.57 ms [2022-04-17 12:15:35 main:574] : INFO : Epoch 1710 | loss: 0.0310635 | val_loss: 0.0311077 | Time: 1369.95 ms [2022-04-17 12:15:36 main:574] : INFO : Epoch 1711 | loss: 0.0310602 | val_loss: 0.0311009 | Time: 1397.42 ms [2022-04-17 12:15:38 main:574] : INFO : Epoch 1712 | loss: 0.0310585 | val_loss: 0.0311088 | Time: 1391.11 ms [2022-04-17 12:15:39 main:574] : INFO : Epoch 1713 | loss: 0.0310578 | val_loss: 0.0311075 | Time: 1387.95 ms [2022-04-17 12:15:40 main:574] : INFO : Epoch 1714 | loss: 0.031057 | val_loss: 0.0311101 | Time: 1367.09 ms [2022-04-17 12:15:42 main:574] : INFO : Epoch 1715 | loss: 0.0310544 | val_loss: 0.0311103 | Time: 1373.77 ms [2022-04-17 12:15:43 main:574] : INFO : Epoch 1716 | loss: 0.0310567 | val_loss: 0.0311117 | Time: 1403.16 ms [2022-04-17 12:15:44 main:574] : INFO : Epoch 1717 | loss: 0.0310571 | val_loss: 0.0311042 | Time: 1383.23 ms [2022-04-17 12:15:46 main:574] : INFO : Epoch 1718 | loss: 0.0310556 | val_loss: 0.0311084 | Time: 1380.84 ms [2022-04-17 12:15:47 main:574] : INFO : Epoch 1719 | loss: 0.0310568 | val_loss: 0.0311161 | Time: 1372.94 ms [2022-04-17 12:15:49 main:574] : INFO : Epoch 1720 | loss: 0.0310567 | val_loss: 0.0311017 | Time: 1377.59 ms [2022-04-17 12:15:50 main:574] : INFO : Epoch 1721 | loss: 0.0310539 | val_loss: 0.0310998 | Time: 1380.11 ms [2022-04-17 12:15:51 main:574] : INFO : Epoch 1722 | loss: 0.0310565 | val_loss: 0.0311115 | Time: 1375.57 ms [2022-04-17 12:15:53 main:574] : INFO : Epoch 1723 | loss: 0.031056 | val_loss: 0.0311085 | Time: 1381.53 ms [2022-04-17 12:15:54 main:574] : INFO : Epoch 1724 | loss: 0.0310572 | val_loss: 0.0311022 | Time: 1376.38 ms [2022-04-17 12:15:56 main:574] : INFO : Epoch 1725 | loss: 0.0310527 | val_loss: 0.031104 | Time: 1371.38 ms [2022-04-17 12:15:57 main:574] : INFO : Epoch 1726 | loss: 0.0310529 | val_loss: 0.0310971 | Time: 1390.61 ms [2022-04-17 12:15:58 main:574] : INFO : Epoch 1727 | loss: 0.031051 | val_loss: 0.0311077 | Time: 1397.81 ms [2022-04-17 12:16:00 main:574] : INFO : Epoch 1728 | loss: 0.0310514 | val_loss: 0.0311012 | Time: 1375.29 ms [2022-04-17 12:16:01 main:574] : INFO : Epoch 1729 | loss: 0.0310497 | val_loss: 0.0311091 | Time: 1371.85 ms [2022-04-17 12:16:02 main:574] : INFO : Epoch 1730 | loss: 0.0310503 | val_loss: 0.0311151 | Time: 1374.87 ms [2022-04-17 12:16:04 main:574] : INFO : Epoch 1731 | loss: 0.0310508 | val_loss: 0.031114 | Time: 1376.34 ms [2022-04-17 12:16:05 main:574] : INFO : Epoch 1732 | loss: 0.0310501 | val_loss: 0.0311118 | Time: 1375.57 ms [2022-04-17 12:16:07 main:574] : INFO : Epoch 1733 | loss: 0.0310485 | val_loss: 0.0311128 | Time: 1375.36 ms [2022-04-17 12:16:08 main:574] : INFO : Epoch 1734 | loss: 0.0310523 | val_loss: 0.031109 | Time: 1375.76 ms [2022-04-17 12:16:09 main:574] : INFO : Epoch 1735 | loss: 0.0310588 | val_loss: 0.0311053 | Time: 1379.28 ms [2022-04-17 12:16:11 main:574] : INFO : Epoch 1736 | loss: 0.0310532 | val_loss: 0.0311131 | Time: 1373.49 ms [2022-04-17 12:16:12 main:574] : INFO : Epoch 1737 | loss: 0.0310506 | val_loss: 0.0311002 | Time: 1408.18 ms [2022-04-17 12:16:13 main:574] : INFO : Epoch 1738 | loss: 0.0310498 | val_loss: 0.0311064 | Time: 1369.64 ms [2022-04-17 12:16:15 main:574] : INFO : Epoch 1739 | loss: 0.0310495 | val_loss: 0.0311011 | Time: 1381.06 ms [2022-04-17 12:16:16 main:574] : INFO : Epoch 1740 | loss: 0.0310471 | val_loss: 0.031103 | Time: 1373.25 ms [2022-04-17 12:16:18 main:574] : INFO : Epoch 1741 | loss: 0.0310496 | val_loss: 0.0311144 | Time: 1375.15 ms [2022-04-17 12:16:19 main:574] : INFO : Epoch 1742 | loss: 0.0310506 | val_loss: 0.0311041 | Time: 1376.86 ms [2022-04-17 12:16:20 main:574] : INFO : Epoch 1743 | loss: 0.0310473 | val_loss: 0.0311131 | Time: 1375.95 ms [2022-04-17 12:16:22 main:574] : INFO : Epoch 1744 | loss: 0.03105 | val_loss: 0.0311064 | Time: 1384.36 ms [2022-04-17 12:16:23 main:574] : INFO : Epoch 1745 | loss: 0.0310529 | val_loss: 0.0311058 | Time: 1380.85 ms [2022-04-17 12:16:25 main:574] : INFO : Epoch 1746 | loss: 0.0310519 | val_loss: 0.0311082 | Time: 1376.4 ms [2022-04-17 12:16:26 main:574] : INFO : Epoch 1747 | loss: 0.0310542 | val_loss: 0.0311031 | Time: 1411.08 ms [2022-04-17 12:16:27 main:574] : INFO : Epoch 1748 | loss: 0.0310558 | val_loss: 0.0311034 | Time: 1375.37 ms [2022-04-17 12:16:29 main:574] : INFO : Epoch 1749 | loss: 0.0310642 | val_loss: 0.0311084 | Time: 1371.7 ms [2022-04-17 12:16:30 main:574] : INFO : Epoch 1750 | loss: 0.0310597 | val_loss: 0.0311076 | Time: 1374.62 ms [2022-04-17 12:16:31 main:574] : INFO : Epoch 1751 | loss: 0.0310529 | val_loss: 0.031098 | Time: 1375.73 ms [2022-04-17 12:16:33 main:574] : INFO : Epoch 1752 | loss: 0.0310532 | val_loss: 0.0311009 | Time: 1378.25 ms [2022-04-17 12:16:35 main:574] : INFO : Epoch 1753 | loss: 0.0310504 | val_loss: 0.0311022 | Time: 1385.59 ms [2022-04-17 12:16:36 main:574] : INFO : Epoch 1754 | loss: 0.0310497 | val_loss: 0.0311046 | Time: 1387.06 ms [2022-04-17 12:16:37 main:574] : INFO : Epoch 1755 | loss: 0.0310487 | val_loss: 0.0311006 | Time: 1374.22 ms [2022-04-17 12:16:39 main:574] : INFO : Epoch 1756 | loss: 0.0310474 | val_loss: 0.0311049 | Time: 1376.64 ms [2022-04-17 12:16:40 main:574] : INFO : Epoch 1757 | loss: 0.031048 | val_loss: 0.0311029 | Time: 1403.23 ms [2022-04-17 12:16:42 main:574] : INFO : Epoch 1758 | loss: 0.0310558 | val_loss: 0.0311009 | Time: 1378.35 ms [2022-04-17 12:16:43 main:574] : INFO : Epoch 1759 | loss: 0.031051 | val_loss: 0.0311076 | Time: 1374.98 ms [2022-04-17 12:16:44 main:574] : INFO : Epoch 1760 | loss: 0.0310465 | val_loss: 0.0310995 | Time: 1373.63 ms [2022-04-17 12:16:46 main:574] : INFO : Epoch 1761 | loss: 0.0310466 | val_loss: 0.0310957 | Time: 1381.94 ms [2022-04-17 12:16:47 main:574] : INFO : Epoch 1762 | loss: 0.0310452 | val_loss: 0.0310983 | Time: 1385.89 ms [2022-04-17 12:16:48 main:574] : INFO : Epoch 1763 | loss: 0.0310441 | val_loss: 0.0311064 | Time: 1375.97 ms [2022-04-17 12:16:50 main:574] : INFO : Epoch 1764 | loss: 0.0310461 | val_loss: 0.0311076 | Time: 1376.11 ms [2022-04-17 12:16:51 main:574] : INFO : Epoch 1765 | loss: 0.0310478 | val_loss: 0.0311113 | Time: 1383.2 ms [2022-04-17 12:16:53 main:574] : INFO : Epoch 1766 | loss: 0.0310481 | val_loss: 0.03111 | Time: 1374.87 ms [2022-04-17 12:16:54 main:574] : INFO : Epoch 1767 | loss: 0.031046 | val_loss: 0.0311017 | Time: 1408.01 ms [2022-04-17 12:16:55 main:574] : INFO : Epoch 1768 | loss: 0.0310473 | val_loss: 0.0310988 | Time: 1378.05 ms [2022-04-17 12:16:57 main:574] : INFO : Epoch 1769 | loss: 0.0310454 | val_loss: 0.0311019 | Time: 1379.31 ms [2022-04-17 12:16:58 main:574] : INFO : Epoch 1770 | loss: 0.0310505 | val_loss: 0.0311033 | Time: 1375.59 ms [2022-04-17 12:17:00 main:574] : INFO : Epoch 1771 | loss: 0.0310606 | val_loss: 0.0311071 | Time: 1383.59 ms [2022-04-17 12:17:01 main:574] : INFO : Epoch 1772 | loss: 0.0310744 | val_loss: 0.031116 | Time: 1388.23 ms [2022-04-17 12:17:02 main:574] : INFO : Epoch 1773 | loss: 0.0310768 | val_loss: 0.0311017 | Time: 1376.85 ms [2022-04-17 12:17:04 main:574] : INFO : Epoch 1774 | loss: 0.0310681 | val_loss: 0.031108 | Time: 1374.79 ms [2022-04-17 12:17:05 main:574] : INFO : Epoch 1775 | loss: 0.0310652 | val_loss: 0.0311074 | Time: 1371.29 ms [2022-04-17 12:17:06 main:574] : INFO : Epoch 1776 | loss: 0.0310601 | val_loss: 0.0311015 | Time: 1371.7 ms [2022-04-17 12:17:08 main:574] : INFO : Epoch 1777 | loss: 0.0310597 | val_loss: 0.0310982 | Time: 1413.26 ms [2022-04-17 12:17:09 main:574] : INFO : Epoch 1778 | loss: 0.0310596 | val_loss: 0.0311131 | Time: 1383.54 ms [2022-04-17 12:17:11 main:574] : INFO : Epoch 1779 | loss: 0.031064 | val_loss: 0.0311122 | Time: 1371.99 ms [2022-04-17 12:17:12 main:574] : INFO : Epoch 1780 | loss: 0.0310621 | val_loss: 0.0311043 | Time: 1383.43 ms [2022-04-17 12:17:13 main:574] : INFO : Epoch 1781 | loss: 0.0310627 | val_loss: 0.0311092 | Time: 1379.68 ms [2022-04-17 12:17:15 main:574] : INFO : Epoch 1782 | loss: 0.0310606 | val_loss: 0.0311086 | Time: 1378.29 ms [2022-04-17 12:17:16 main:574] : INFO : Epoch 1783 | loss: 0.0310586 | val_loss: 0.0311054 | Time: 1370.55 ms [2022-04-17 12:17:17 main:574] : INFO : Epoch 1784 | loss: 0.0310549 | val_loss: 0.0311079 | Time: 1371.41 ms [2022-04-17 12:17:19 main:574] : INFO : Epoch 1785 | loss: 0.0310558 | val_loss: 0.0311065 | Time: 1371.14 ms [2022-04-17 12:17:20 main:574] : INFO : Epoch 1786 | loss: 0.0310536 | val_loss: 0.0311192 | Time: 1381.78 ms [2022-04-17 12:17:22 main:574] : INFO : Epoch 1787 | loss: 0.0310544 | val_loss: 0.0311103 | Time: 1421.67 ms [2022-04-17 12:17:23 main:574] : INFO : Epoch 1788 | loss: 0.0310544 | val_loss: 0.0311114 | Time: 1381.93 ms [2022-04-17 12:17:24 main:574] : INFO : Epoch 1789 | loss: 0.0310551 | val_loss: 0.031112 | Time: 1392.25 ms [2022-04-17 12:17:26 main:574] : INFO : Epoch 1790 | loss: 0.0310552 | val_loss: 0.0311116 | Time: 1386.2 ms [2022-04-17 12:17:27 main:574] : INFO : Epoch 1791 | loss: 0.0310578 | val_loss: 0.0311209 | Time: 1372.01 ms [2022-04-17 12:17:29 main:574] : INFO : Epoch 1792 | loss: 0.0310627 | val_loss: 0.0311105 | Time: 1378.29 ms [2022-04-17 12:17:30 main:574] : INFO : Epoch 1793 | loss: 0.031059 | val_loss: 0.0311051 | Time: 1375.71 ms [2022-04-17 12:17:31 main:574] : INFO : Epoch 1794 | loss: 0.0310598 | val_loss: 0.0311072 | Time: 1377.97 ms [2022-04-17 12:17:33 main:574] : INFO : Epoch 1795 | loss: 0.031057 | val_loss: 0.0311052 | Time: 1367.41 ms [2022-04-17 12:17:34 main:574] : INFO : Epoch 1796 | loss: 0.0310606 | val_loss: 0.0311043 | Time: 1376.33 ms [2022-04-17 12:17:36 main:574] : INFO : Epoch 1797 | loss: 0.0310634 | val_loss: 0.0311128 | Time: 1399 ms [2022-04-17 12:17:37 main:574] : INFO : Epoch 1798 | loss: 0.0311332 | val_loss: 0.0311366 | Time: 1391.14 ms [2022-04-17 12:17:38 main:574] : INFO : Epoch 1799 | loss: 0.0311301 | val_loss: 0.031136 | Time: 1380.68 ms [2022-04-17 12:17:40 main:574] : INFO : Epoch 1800 | loss: 0.031124 | val_loss: 0.0311316 | Time: 1367.1 ms [2022-04-17 12:17:41 main:574] : INFO : Epoch 1801 | loss: 0.0311184 | val_loss: 0.0311288 | Time: 1370.12 ms [2022-04-17 12:17:42 main:574] : INFO : Epoch 1802 | loss: 0.03111 | val_loss: 0.0311252 | Time: 1375.44 ms [2022-04-17 12:17:44 main:574] : INFO : Epoch 1803 | loss: 0.0311061 | val_loss: 0.0311197 | Time: 1370.27 ms [2022-04-17 12:17:45 main:574] : INFO : Epoch 1804 | loss: 0.031099 | val_loss: 0.0311135 | Time: 1374.44 ms [2022-04-17 12:17:47 main:574] : INFO : Epoch 1805 | loss: 0.0310926 | val_loss: 0.0311125 | Time: 1387.32 ms [2022-04-17 12:17:48 main:574] : INFO : Epoch 1806 | loss: 0.0310893 | val_loss: 0.0311108 | Time: 1367.75 ms [2022-04-17 12:17:49 main:574] : INFO : Epoch 1807 | loss: 0.0310891 | val_loss: 0.0311079 | Time: 1410.44 ms [2022-04-17 12:17:51 main:574] : INFO : Epoch 1808 | loss: 0.0310849 | val_loss: 0.0311087 | Time: 1384.21 ms [2022-04-17 12:17:52 main:574] : INFO : Epoch 1809 | loss: 0.0310812 | val_loss: 0.0311057 | Time: 1373.63 ms [2022-04-17 12:17:53 main:574] : INFO : Epoch 1810 | loss: 0.0310807 | val_loss: 0.0311029 | Time: 1380.88 ms [2022-04-17 12:17:55 main:574] : INFO : Epoch 1811 | loss: 0.0310806 | val_loss: 0.0311075 | Time: 1366.67 ms [2022-04-17 12:17:56 main:574] : INFO : Epoch 1812 | loss: 0.0310777 | val_loss: 0.0311042 | Time: 1372.23 ms [2022-04-17 12:17:58 main:574] : INFO : Epoch 1813 | loss: 0.0310779 | val_loss: 0.031111 | Time: 1368.99 ms [2022-04-17 12:17:59 main:574] : INFO : Epoch 1814 | loss: 0.0310771 | val_loss: 0.0311094 | Time: 1367.46 ms [2022-04-17 12:18:00 main:574] : INFO : Epoch 1815 | loss: 0.0310742 | val_loss: 0.0311128 | Time: 1371.61 ms [2022-04-17 12:18:02 main:574] : INFO : Epoch 1816 | loss: 0.0310754 | val_loss: 0.0311113 | Time: 1374.18 ms [2022-04-17 12:18:03 main:574] : INFO : Epoch 1817 | loss: 0.0310757 | val_loss: 0.0311169 | Time: 1372.46 ms [2022-04-17 12:18:04 main:574] : INFO : Epoch 1818 | loss: 0.0310841 | val_loss: 0.0311111 | Time: 1406.03 ms [2022-04-17 12:18:06 main:574] : INFO : Epoch 1819 | loss: 0.0310879 | val_loss: 0.0311162 | Time: 1381.92 ms [2022-04-17 12:18:07 main:574] : INFO : Epoch 1820 | loss: 0.0310871 | val_loss: 0.0311104 | Time: 1375.53 ms [2022-04-17 12:18:09 main:574] : INFO : Epoch 1821 | loss: 0.0310842 | val_loss: 0.0311126 | Time: 1376.04 ms [2022-04-17 12:18:10 main:574] : INFO : Epoch 1822 | loss: 0.0310825 | val_loss: 0.031119 | Time: 1372.23 ms [2022-04-17 12:18:11 main:574] : INFO : Epoch 1823 | loss: 0.03108 | val_loss: 0.0311128 | Time: 1374.03 ms [2022-04-17 12:18:13 main:574] : INFO : Epoch 1824 | loss: 0.0310787 | val_loss: 0.0311102 | Time: 1373.88 ms [2022-04-17 12:18:14 main:574] : INFO : Epoch 1825 | loss: 0.031076 | val_loss: 0.031114 | Time: 1375.18 ms [2022-04-17 12:18:16 main:574] : INFO : Epoch 1826 | loss: 0.0310766 | val_loss: 0.0311184 | Time: 1373.6 ms [2022-04-17 12:18:17 main:574] : INFO : Epoch 1827 | loss: 0.031075 | val_loss: 0.0311174 | Time: 1372.46 ms [2022-04-17 12:18:18 main:574] : INFO : Epoch 1828 | loss: 0.0310737 | val_loss: 0.0311167 | Time: 1397.21 ms [2022-04-17 12:18:20 main:574] : INFO : Epoch 1829 | loss: 0.031076 | val_loss: 0.0311174 | Time: 1372.66 ms [2022-04-17 12:18:21 main:574] : INFO : Epoch 1830 | loss: 0.0310797 | val_loss: 0.0311142 | Time: 1379.21 ms [2022-04-17 12:18:22 main:574] : INFO : Epoch 1831 | loss: 0.0310788 | val_loss: 0.0311187 | Time: 1375.13 ms [2022-04-17 12:18:24 main:574] : INFO : Epoch 1832 | loss: 0.0310779 | val_loss: 0.0311174 | Time: 1382.48 ms [2022-04-17 12:18:25 main:574] : INFO : Epoch 1833 | loss: 0.0310759 | val_loss: 0.0311161 | Time: 1373.34 ms [2022-04-17 12:18:27 main:574] : INFO : Epoch 1834 | loss: 0.0310758 | val_loss: 0.0311172 | Time: 1374.54 ms [2022-04-17 12:18:28 main:574] : INFO : Epoch 1835 | loss: 0.0310779 | val_loss: 0.0311191 | Time: 1371.81 ms [2022-04-17 12:18:29 main:574] : INFO : Epoch 1836 | loss: 0.0310757 | val_loss: 0.0311153 | Time: 1375.81 ms [2022-04-17 12:18:31 main:574] : INFO : Epoch 1837 | loss: 0.0310761 | val_loss: 0.0311199 | Time: 1381.2 ms [2022-04-17 12:18:32 main:574] : INFO : Epoch 1838 | loss: 0.0310781 | val_loss: 0.0311207 | Time: 1391.18 ms [2022-04-17 12:18:33 main:574] : INFO : Epoch 1839 | loss: 0.0310768 | val_loss: 0.0311187 | Time: 1370.24 ms [2022-04-17 12:18:35 main:574] : INFO : Epoch 1840 | loss: 0.0310777 | val_loss: 0.0311202 | Time: 1389.2 ms [2022-04-17 12:18:36 main:574] : INFO : Epoch 1841 | loss: 0.0310795 | val_loss: 0.0311177 | Time: 1400.99 ms [2022-04-17 12:18:38 main:574] : INFO : Epoch 1842 | loss: 0.031077 | val_loss: 0.031116 | Time: 1380.76 ms [2022-04-17 12:18:39 main:574] : INFO : Epoch 1843 | loss: 0.0310759 | val_loss: 0.0311174 | Time: 1379.58 ms [2022-04-17 12:18:40 main:574] : INFO : Epoch 1844 | loss: 0.0310729 | val_loss: 0.0311209 | Time: 1382.13 ms [2022-04-17 12:18:42 main:574] : INFO : Epoch 1845 | loss: 0.0310787 | val_loss: 0.0311192 | Time: 1369.01 ms [2022-04-17 12:18:43 main:574] : INFO : Epoch 1846 | loss: 0.0310787 | val_loss: 0.03112 | Time: 1395.55 ms [2022-04-17 12:18:45 main:574] : INFO : Epoch 1847 | loss: 0.0310777 | val_loss: 0.0311198 | Time: 1383.71 ms [2022-04-17 12:18:46 main:574] : INFO : Epoch 1848 | loss: 0.0310738 | val_loss: 0.0311233 | Time: 1390.18 ms [2022-04-17 12:18:47 main:574] : INFO : Epoch 1849 | loss: 0.0310731 | val_loss: 0.0311267 | Time: 1380.54 ms [2022-04-17 12:18:49 main:574] : INFO : Epoch 1850 | loss: 0.031071 | val_loss: 0.0311193 | Time: 1375.16 ms [2022-04-17 12:18:50 main:574] : INFO : Epoch 1851 | loss: 0.0310695 | val_loss: 0.031116 | Time: 1368.74 ms [2022-04-17 12:18:51 main:574] : INFO : Epoch 1852 | loss: 0.0310724 | val_loss: 0.0311212 | Time: 1375.18 ms [2022-04-17 12:18:53 main:574] : INFO : Epoch 1853 | loss: 0.0310728 | val_loss: 0.0311229 | Time: 1384.18 ms [2022-04-17 12:18:54 main:574] : INFO : Epoch 1854 | loss: 0.0310732 | val_loss: 0.0311149 | Time: 1382.78 ms [2022-04-17 12:18:56 main:574] : INFO : Epoch 1855 | loss: 0.0310718 | val_loss: 0.0311211 | Time: 1375.23 ms [2022-04-17 12:18:57 main:574] : INFO : Epoch 1856 | loss: 0.031077 | val_loss: 0.0311103 | Time: 1374.12 ms [2022-04-17 12:18:58 main:574] : INFO : Epoch 1857 | loss: 0.0310735 | val_loss: 0.0311159 | Time: 1378.1 ms [2022-04-17 12:19:00 main:574] : INFO : Epoch 1858 | loss: 0.0310692 | val_loss: 0.0311171 | Time: 1387.29 ms [2022-04-17 12:19:01 main:574] : INFO : Epoch 1859 | loss: 0.031068 | val_loss: 0.0311176 | Time: 1381.34 ms [2022-04-17 12:19:03 main:574] : INFO : Epoch 1860 | loss: 0.0310674 | val_loss: 0.0311128 | Time: 1375.14 ms [2022-04-17 12:19:04 main:574] : INFO : Epoch 1861 | loss: 0.0310666 | val_loss: 0.0311139 | Time: 1377.57 ms [2022-04-17 12:19:05 main:574] : INFO : Epoch 1862 | loss: 0.031067 | val_loss: 0.0311147 | Time: 1385.18 ms [2022-04-17 12:19:07 main:574] : INFO : Epoch 1863 | loss: 0.0310675 | val_loss: 0.0311187 | Time: 1366.75 ms [2022-04-17 12:19:08 main:574] : INFO : Epoch 1864 | loss: 0.0310663 | val_loss: 0.031118 | Time: 1375.78 ms [2022-04-17 12:19:09 main:574] : INFO : Epoch 1865 | loss: 0.0310643 | val_loss: 0.0311142 | Time: 1373.82 ms [2022-04-17 12:19:11 main:574] : INFO : Epoch 1866 | loss: 0.0310637 | val_loss: 0.031118 | Time: 1377.49 ms [2022-04-17 12:19:12 main:574] : INFO : Epoch 1867 | loss: 0.0310648 | val_loss: 0.0311131 | Time: 1373.99 ms [2022-04-17 12:19:14 main:574] : INFO : Epoch 1868 | loss: 0.0310727 | val_loss: 0.0311182 | Time: 1386.09 ms [2022-04-17 12:19:15 main:574] : INFO : Epoch 1869 | loss: 0.0310799 | val_loss: 0.0311179 | Time: 1375.93 ms [2022-04-17 12:19:16 main:574] : INFO : Epoch 1870 | loss: 0.0310755 | val_loss: 0.0311182 | Time: 1370.6 ms [2022-04-17 12:19:18 main:574] : INFO : Epoch 1871 | loss: 0.0310764 | val_loss: 0.0311111 | Time: 1394.29 ms [2022-04-17 12:19:19 main:574] : INFO : Epoch 1872 | loss: 0.0310823 | val_loss: 0.0311111 | Time: 1393.19 ms [2022-04-17 12:19:20 main:574] : INFO : Epoch 1873 | loss: 0.0310789 | val_loss: 0.0311224 | Time: 1369.89 ms [2022-04-17 12:19:22 main:574] : INFO : Epoch 1874 | loss: 0.0310781 | val_loss: 0.0311113 | Time: 1373.9 ms [2022-04-17 12:19:23 main:574] : INFO : Epoch 1875 | loss: 0.0310721 | val_loss: 0.0311125 | Time: 1377.98 ms [2022-04-17 12:19:25 main:574] : INFO : Epoch 1876 | loss: 0.0310716 | val_loss: 0.0311186 | Time: 1369.92 ms [2022-04-17 12:19:26 main:574] : INFO : Epoch 1877 | loss: 0.0310745 | val_loss: 0.0311103 | Time: 1370.02 ms [2022-04-17 12:19:27 main:574] : INFO : Epoch 1878 | loss: 0.031071 | val_loss: 0.0311144 | Time: 1405.52 ms [2022-04-17 12:19:29 main:574] : INFO : Epoch 1879 | loss: 0.0310668 | val_loss: 0.0311133 | Time: 1373.25 ms [2022-04-17 12:19:30 main:574] : INFO : Epoch 1880 | loss: 0.031076 | val_loss: 0.0311216 | Time: 1367.16 ms [2022-04-17 12:19:31 main:574] : INFO : Epoch 1881 | loss: 0.0310891 | val_loss: 0.0311177 | Time: 1373.93 ms [2022-04-17 12:19:33 main:574] : INFO : Epoch 1882 | loss: 0.0310889 | val_loss: 0.0311142 | Time: 1371.05 ms [2022-04-17 12:19:34 main:574] : INFO : Epoch 1883 | loss: 0.0310814 | val_loss: 0.031112 | Time: 1366.19 ms [2022-04-17 12:19:36 main:574] : INFO : Epoch 1884 | loss: 0.0310789 | val_loss: 0.0311157 | Time: 1373.63 ms [2022-04-17 12:19:37 main:574] : INFO : Epoch 1885 | loss: 0.0310758 | val_loss: 0.0311107 | Time: 1385.13 ms [2022-04-17 12:19:38 main:574] : INFO : Epoch 1886 | loss: 0.0310764 | val_loss: 0.0311179 | Time: 1371.42 ms [2022-04-17 12:19:40 main:574] : INFO : Epoch 1887 | loss: 0.0310771 | val_loss: 0.0311186 | Time: 1370.62 ms [2022-04-17 12:19:41 main:574] : INFO : Epoch 1888 | loss: 0.0310744 | val_loss: 0.0311123 | Time: 1376.65 ms [2022-04-17 12:19:43 main:574] : INFO : Epoch 1889 | loss: 0.0310771 | val_loss: 0.0311159 | Time: 1400.18 ms [2022-04-17 12:19:44 main:574] : INFO : Epoch 1890 | loss: 0.0310759 | val_loss: 0.031113 | Time: 1381.03 ms [2022-04-17 12:19:45 main:574] : INFO : Epoch 1891 | loss: 0.0310736 | val_loss: 0.0311098 | Time: 1384.98 ms [2022-04-17 12:19:47 main:574] : INFO : Epoch 1892 | loss: 0.0310789 | val_loss: 0.0311213 | Time: 1377.58 ms [2022-04-17 12:19:48 main:574] : INFO : Epoch 1893 | loss: 0.0310815 | val_loss: 0.0311116 | Time: 1373.66 ms [2022-04-17 12:19:49 main:574] : INFO : Epoch 1894 | loss: 0.0310796 | val_loss: 0.0311152 | Time: 1372.59 ms [2022-04-17 12:19:51 main:574] : INFO : Epoch 1895 | loss: 0.0310786 | val_loss: 0.0311164 | Time: 1368.22 ms [2022-04-17 12:19:52 main:574] : INFO : Epoch 1896 | loss: 0.0310816 | val_loss: 0.0311228 | Time: 1373.42 ms [2022-04-17 12:19:54 main:574] : INFO : Epoch 1897 | loss: 0.0310826 | val_loss: 0.0311155 | Time: 1382.18 ms [2022-04-17 12:19:55 main:574] : INFO : Epoch 1898 | loss: 0.0310755 | val_loss: 0.0311165 | Time: 1376.51 ms [2022-04-17 12:19:56 main:574] : INFO : Epoch 1899 | loss: 0.0310709 | val_loss: 0.0311217 | Time: 1427.79 ms [2022-04-17 12:19:58 main:574] : INFO : Epoch 1900 | loss: 0.031071 | val_loss: 0.0311169 | Time: 1375.68 ms [2022-04-17 12:19:59 main:574] : INFO : Epoch 1901 | loss: 0.0310684 | val_loss: 0.0311169 | Time: 1377.6 ms [2022-04-17 12:20:00 main:574] : INFO : Epoch 1902 | loss: 0.0310659 | val_loss: 0.0311187 | Time: 1367.52 ms [2022-04-17 12:20:02 main:574] : INFO : Epoch 1903 | loss: 0.0310655 | val_loss: 0.0311138 | Time: 1377.73 ms [2022-04-17 12:20:03 main:574] : INFO : Epoch 1904 | loss: 0.0310637 | val_loss: 0.0311008 | Time: 1381.85 ms [2022-04-17 12:20:05 main:574] : INFO : Epoch 1905 | loss: 0.0310659 | val_loss: 0.0311105 | Time: 1371.33 ms [2022-04-17 12:20:06 main:574] : INFO : Epoch 1906 | loss: 0.0310632 | val_loss: 0.0311099 | Time: 1376.47 ms [2022-04-17 12:20:07 main:574] : INFO : Epoch 1907 | loss: 0.0310622 | val_loss: 0.0311077 | Time: 1376.41 ms [2022-04-17 12:20:09 main:574] : INFO : Epoch 1908 | loss: 0.0310649 | val_loss: 0.0311074 | Time: 1371.23 ms [2022-04-17 12:20:10 main:574] : INFO : Epoch 1909 | loss: 0.0310663 | val_loss: 0.0311099 | Time: 1397.32 ms [2022-04-17 12:20:12 main:574] : INFO : Epoch 1910 | loss: 0.0310622 | val_loss: 0.0311093 | Time: 1378.94 ms [2022-04-17 12:20:13 main:574] : INFO : Epoch 1911 | loss: 0.0310598 | val_loss: 0.0311136 | Time: 1376.75 ms [2022-04-17 12:20:14 main:574] : INFO : Epoch 1912 | loss: 0.0310571 | val_loss: 0.0311111 | Time: 1372.74 ms [2022-04-17 12:20:16 main:574] : INFO : Epoch 1913 | loss: 0.0310572 | val_loss: 0.0311052 | Time: 1381.35 ms [2022-04-17 12:20:17 main:574] : INFO : Epoch 1914 | loss: 0.0310561 | val_loss: 0.0311182 | Time: 1380 ms [2022-04-17 12:20:18 main:574] : INFO : Epoch 1915 | loss: 0.0310918 | val_loss: 0.0311204 | Time: 1379.13 ms [2022-04-17 12:20:20 main:574] : INFO : Epoch 1916 | loss: 0.0311146 | val_loss: 0.0311177 | Time: 1370.8 ms [2022-04-17 12:20:21 main:574] : INFO : Epoch 1917 | loss: 0.0311036 | val_loss: 0.0311116 | Time: 1378.48 ms [2022-04-17 12:20:23 main:574] : INFO : Epoch 1918 | loss: 0.0310963 | val_loss: 0.0311133 | Time: 1377.6 ms [2022-04-17 12:20:24 main:574] : INFO : Epoch 1919 | loss: 0.0310882 | val_loss: 0.0311045 | Time: 1411.08 ms [2022-04-17 12:20:25 main:574] : INFO : Epoch 1920 | loss: 0.0310813 | val_loss: 0.0311013 | Time: 1380.28 ms [2022-04-17 12:20:27 main:574] : INFO : Epoch 1921 | loss: 0.0310789 | val_loss: 0.0311014 | Time: 1369.49 ms [2022-04-17 12:20:28 main:574] : INFO : Epoch 1922 | loss: 0.0310785 | val_loss: 0.0312374 | Time: 1384.75 ms [2022-04-17 12:20:30 main:574] : INFO : Epoch 1923 | loss: 0.0391528 | val_loss: 0.0351817 | Time: 1372.75 ms [2022-04-17 12:20:31 main:574] : INFO : Epoch 1924 | loss: 0.0325111 | val_loss: 0.0314396 | Time: 1372.62 ms [2022-04-17 12:20:32 main:574] : INFO : Epoch 1925 | loss: 0.0313654 | val_loss: 0.0312733 | Time: 1372.64 ms [2022-04-17 12:20:34 main:574] : INFO : Epoch 1926 | loss: 0.0312349 | val_loss: 0.0312186 | Time: 1377.01 ms [2022-04-17 12:20:35 main:574] : INFO : Epoch 1927 | loss: 0.0312118 | val_loss: 0.0312077 | Time: 1383.52 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2022-04-17 14:20:40 main:435] : INFO : Set logging level to 1 [2022-04-17 14:20:40 main:441] : INFO : Running in BOINC Client mode [2022-04-17 14:20:40 main:444] : INFO : Resolving all filenames [2022-04-17 14:20:40 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-17 14:20:40 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-17 14:20:40 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-17 14:20:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-17 14:20:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-17 14:20:40 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-17 14:20:40 main:474] : INFO : Configuration: [2022-04-17 14:20:40 main:475] : INFO : Model type: GRU [2022-04-17 14:20:40 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-17 14:20:40 main:477] : INFO : Max Epochs: 2048 [2022-04-17 14:20:40 main:478] : INFO : Batch Size: 128 [2022-04-17 14:20:40 main:479] : INFO : Learning Rate: 0.01 [2022-04-17 14:20:40 main:480] : INFO : Patience: 10 [2022-04-17 14:20:40 main:481] : INFO : Hidden Width: 12 [2022-04-17 14:20:40 main:482] : INFO : # Recurrent Layers: 4 [2022-04-17 14:20:40 main:483] : INFO : # Backend Layers: 4 [2022-04-17 14:20:40 main:484] : INFO : # Threads: 1 [2022-04-17 14:20:40 main:486] : INFO : Preparing Dataset [2022-04-17 14:20:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-17 14:20:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-17 14:20:42 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-17 14:20:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-17 14:20:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-17 14:20:42 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-17 14:20:42 main:494] : INFO : Creating Model [2022-04-17 14:20:42 main:507] : INFO : Preparing config file [2022-04-17 14:20:42 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-17 14:20:42 main:512] : INFO : Loading config [2022-04-17 14:20:42 main:514] : INFO : Loading state [2022-04-17 14:20:43 main:559] : INFO : Loading DataLoader into Memory [2022-04-17 14:20:43 main:562] : INFO : Starting Training [2022-04-17 14:20:45 main:574] : INFO : Epoch 1913 | loss: 0.0310866 | val_loss: 0.0311076 | Time: 2049.93 ms [2022-04-17 14:20:47 main:574] : INFO : Epoch 1914 | loss: 0.0310676 | val_loss: 0.0311064 | Time: 1385.32 ms [2022-04-17 14:20:48 main:574] : INFO : Epoch 1915 | loss: 0.031063 | val_loss: 0.0311041 | Time: 1397.65 ms [2022-04-17 14:20:50 main:574] : INFO : Epoch 1916 | loss: 0.031065 | val_loss: 0.0311094 | Time: 1402.72 ms [2022-04-17 14:20:51 main:574] : INFO : Epoch 1917 | loss: 0.0310626 | val_loss: 0.0311015 | Time: 1411.76 ms [2022-04-17 14:20:52 main:574] : INFO : Epoch 1918 | loss: 0.0310616 | val_loss: 0.0310982 | Time: 1402.99 ms [2022-04-17 14:20:54 main:574] : INFO : Epoch 1919 | loss: 0.0310598 | val_loss: 0.0311117 | Time: 1409.84 ms [2022-04-17 14:20:55 main:574] : INFO : Epoch 1920 | loss: 0.031059 | val_loss: 0.0311071 | Time: 1392.59 ms [2022-04-17 14:20:57 main:574] : INFO : Epoch 1921 | loss: 0.031058 | val_loss: 0.0311155 | Time: 1409.51 ms [2022-04-17 14:20:58 main:574] : INFO : Epoch 1922 | loss: 0.03106 | val_loss: 0.0311125 | Time: 1438.35 ms [2022-04-17 14:21:00 main:574] : INFO : Epoch 1923 | loss: 0.0310603 | val_loss: 0.031112 | Time: 1415.04 ms [2022-04-17 14:21:01 main:574] : INFO : Epoch 1924 | loss: 0.0310612 | val_loss: 0.0311187 | Time: 1393.79 ms [2022-04-17 14:21:02 main:574] : INFO : Epoch 1925 | loss: 0.0310599 | val_loss: 0.0311093 | Time: 1403.46 ms [2022-04-17 14:21:04 main:574] : INFO : Epoch 1926 | loss: 0.0310641 | val_loss: 0.0311066 | Time: 1419.51 ms [2022-04-17 14:21:05 main:574] : INFO : Epoch 1927 | loss: 0.0310671 | val_loss: 0.0311071 | Time: 1464.44 ms [2022-04-17 14:21:07 main:574] : INFO : Epoch 1928 | loss: 0.0310621 | val_loss: 0.031103 | Time: 1408.87 ms [2022-04-17 14:21:08 main:574] : INFO : Epoch 1929 | loss: 0.0310568 | val_loss: 0.0311055 | Time: 1423.88 ms [2022-04-17 14:21:09 main:574] : INFO : Epoch 1930 | loss: 0.0310568 | val_loss: 0.0311071 | Time: 1412.55 ms [2022-04-17 14:21:11 main:574] : INFO : Epoch 1931 | loss: 0.0310585 | val_loss: 0.0311086 | Time: 1410.59 ms [2022-04-17 14:21:12 main:574] : INFO : Epoch 1932 | loss: 0.0310555 | val_loss: 0.031112 | Time: 1421.47 ms [2022-04-17 14:21:14 main:574] : INFO : Epoch 1933 | loss: 0.0310563 | val_loss: 0.0311032 | Time: 1443.48 ms [2022-04-17 14:21:15 main:574] : INFO : Epoch 1934 | loss: 0.0310581 | val_loss: 0.0311054 | Time: 1415.97 ms [2022-04-17 14:21:17 main:574] : INFO : Epoch 1935 | loss: 0.031058 | val_loss: 0.0311154 | Time: 1414.69 ms [2022-04-17 14:21:18 main:574] : INFO : Epoch 1936 | loss: 0.0310588 | val_loss: 0.0311031 | Time: 1438.75 ms [2022-04-17 14:21:19 main:574] : INFO : Epoch 1937 | loss: 0.0310608 | val_loss: 0.0311236 | Time: 1409.37 ms [2022-04-17 14:21:21 main:574] : INFO : Epoch 1938 | loss: 0.0310661 | val_loss: 0.031108 | Time: 1402.48 ms [2022-04-17 14:21:22 main:574] : INFO : Epoch 1939 | loss: 0.0310661 | val_loss: 0.0311121 | Time: 1427.89 ms [2022-04-17 14:21:24 main:574] : INFO : Epoch 1940 | loss: 0.0310636 | val_loss: 0.0311085 | Time: 1418.56 ms [2022-04-17 14:21:25 main:574] : INFO : Epoch 1941 | loss: 0.031061 | val_loss: 0.0311059 | Time: 1422.7 ms [2022-04-17 14:21:27 main:574] : INFO : Epoch 1942 | loss: 0.0310606 | val_loss: 0.0311077 | Time: 1416.19 ms [2022-04-17 14:21:28 main:574] : INFO : Epoch 1943 | loss: 0.0310597 | val_loss: 0.0311152 | Time: 1409.26 ms [2022-04-17 14:21:29 main:574] : INFO : Epoch 1944 | loss: 0.0310586 | val_loss: 0.0311113 | Time: 1419.89 ms [2022-04-17 14:21:31 main:574] : INFO : Epoch 1945 | loss: 0.0310574 | val_loss: 0.0311146 | Time: 1417.34 ms [2022-04-17 14:21:32 main:574] : INFO : Epoch 1946 | loss: 0.0310579 | val_loss: 0.0311109 | Time: 1403.49 ms [2022-04-17 14:21:34 main:574] : INFO : Epoch 1947 | loss: 0.0310664 | val_loss: 0.0311172 | Time: 1396.8 ms [2022-04-17 14:21:35 main:574] : INFO : Epoch 1948 | loss: 0.0310665 | val_loss: 0.0311156 | Time: 1413.42 ms [2022-04-17 14:21:36 main:574] : INFO : Epoch 1949 | loss: 0.0310636 | val_loss: 0.031109 | Time: 1431.53 ms [2022-04-17 14:21:38 main:574] : INFO : Epoch 1950 | loss: 0.0310706 | val_loss: 0.0311089 | Time: 1402.6 ms [2022-04-17 14:21:39 main:574] : INFO : Epoch 1951 | loss: 0.03107 | val_loss: 0.0311044 | Time: 1415.52 ms [2022-04-17 14:21:41 main:574] : INFO : Epoch 1952 | loss: 0.0310676 | val_loss: 0.0311067 | Time: 1427.04 ms [2022-04-17 14:21:42 main:574] : INFO : Epoch 1953 | loss: 0.0310683 | val_loss: 0.0311048 | Time: 1429.75 ms [2022-04-17 14:21:44 main:574] : INFO : Epoch 1954 | loss: 0.0310646 | val_loss: 0.0311009 | Time: 1412.04 ms [2022-04-17 14:21:45 main:574] : INFO : Epoch 1955 | loss: 0.0310615 | val_loss: 0.0311103 | Time: 1419.69 ms [2022-04-17 14:21:46 main:574] : INFO : Epoch 1956 | loss: 0.0310632 | val_loss: 0.031106 | Time: 1433.39 ms [2022-04-17 14:21:48 main:574] : INFO : Epoch 1957 | loss: 0.0310634 | val_loss: 0.0311054 | Time: 1412.8 ms [2022-04-17 14:21:49 main:574] : INFO : Epoch 1958 | loss: 0.0310635 | val_loss: 0.0311065 | Time: 1407.57 ms [2022-04-17 14:21:51 main:574] : INFO : Epoch 1959 | loss: 0.0310658 | val_loss: 0.0311106 | Time: 1414.25 ms [2022-04-17 14:21:52 main:574] : INFO : Epoch 1960 | loss: 0.0310809 | val_loss: 0.0311096 | Time: 1416.97 ms [2022-04-17 14:21:53 main:574] : INFO : Epoch 1961 | loss: 0.0310844 | val_loss: 0.0311116 | Time: 1408.42 ms [2022-04-17 14:21:55 main:574] : INFO : Epoch 1962 | loss: 0.0310788 | val_loss: 0.0311167 | Time: 1410.36 ms [2022-04-17 14:21:56 main:574] : INFO : Epoch 1963 | loss: 0.0310761 | val_loss: 0.0311167 | Time: 1416.35 ms [2022-04-17 14:21:58 main:574] : INFO : Epoch 1964 | loss: 0.0310717 | val_loss: 0.0311067 | Time: 1410.22 ms [2022-04-17 14:21:59 main:574] : INFO : Epoch 1965 | loss: 0.0310694 | val_loss: 0.0311082 | Time: 1415.18 ms [2022-04-17 14:22:01 main:574] : INFO : Epoch 1966 | loss: 0.0310675 | val_loss: 0.0311086 | Time: 1420.69 ms [2022-04-17 14:22:02 main:574] : INFO : Epoch 1967 | loss: 0.0310667 | val_loss: 0.0311113 | Time: 1409.8 ms [2022-04-17 14:22:03 main:574] : INFO : Epoch 1968 | loss: 0.0310638 | val_loss: 0.0311078 | Time: 1395.41 ms [2022-04-17 14:22:05 main:574] : INFO : Epoch 1969 | loss: 0.0310629 | val_loss: 0.0311068 | Time: 1409.61 ms [2022-04-17 14:22:06 main:574] : INFO : Epoch 1970 | loss: 0.0310627 | val_loss: 0.0311146 | Time: 1420.09 ms [2022-04-17 14:22:08 main:574] : INFO : Epoch 1971 | loss: 0.0310642 | val_loss: 0.0311096 | Time: 1413.59 ms [2022-04-17 14:22:09 main:574] : INFO : Epoch 1972 | loss: 0.0310631 | val_loss: 0.031117 | Time: 1407.16 ms [2022-04-17 14:22:10 main:574] : INFO : Epoch 1973 | loss: 0.0310606 | val_loss: 0.0311073 | Time: 1426.12 ms [2022-04-17 14:22:12 main:574] : INFO : Epoch 1974 | loss: 0.0310588 | val_loss: 0.0311177 | Time: 1422.04 ms [2022-04-17 14:22:13 main:574] : INFO : Epoch 1975 | loss: 0.0310581 | val_loss: 0.0311144 | Time: 1409.53 ms [2022-04-17 14:22:15 main:574] : INFO : Epoch 1976 | loss: 0.0310563 | val_loss: 0.0311144 | Time: 1410.42 ms [2022-04-17 14:22:16 main:574] : INFO : Epoch 1977 | loss: 0.0310571 | val_loss: 0.0311079 | Time: 1407.65 ms [2022-04-17 14:22:18 main:574] : INFO : Epoch 1978 | loss: 0.0310613 | val_loss: 0.031113 | Time: 1409.49 ms [2022-04-17 14:22:19 main:574] : INFO : Epoch 1979 | loss: 0.0310611 | val_loss: 0.0311132 | Time: 1422.49 ms [2022-04-17 14:22:20 main:574] : INFO : Epoch 1980 | loss: 0.0310632 | val_loss: 0.031106 | Time: 1411.83 ms [2022-04-17 14:22:22 main:574] : INFO : Epoch 1981 | loss: 0.0310573 | val_loss: 0.0311108 | Time: 1406.07 ms [2022-04-17 14:22:23 main:574] : INFO : Epoch 1982 | loss: 0.0310575 | val_loss: 0.0311064 | Time: 1413.18 ms [2022-04-17 14:22:25 main:574] : INFO : Epoch 1983 | loss: 0.0310554 | val_loss: 0.0311149 | Time: 1429.7 ms [2022-04-17 14:22:26 main:574] : INFO : Epoch 1984 | loss: 0.0310579 | val_loss: 0.0311216 | Time: 1410.43 ms [2022-04-17 14:22:27 main:574] : INFO : Epoch 1985 | loss: 0.031058 | val_loss: 0.0311115 | Time: 1410.88 ms [2022-04-17 14:22:29 main:574] : INFO : Epoch 1986 | loss: 0.0310567 | val_loss: 0.0311083 | Time: 1443.43 ms [2022-04-17 14:22:30 main:574] : INFO : Epoch 1987 | loss: 0.0310578 | val_loss: 0.0311072 | Time: 1452.98 ms [2022-04-17 14:22:32 main:574] : INFO : Epoch 1988 | loss: 0.0310588 | val_loss: 0.0311092 | Time: 1412.47 ms [2022-04-17 14:22:33 main:574] : INFO : Epoch 1989 | loss: 0.0310602 | val_loss: 0.0311048 | Time: 1413.31 ms [2022-04-17 14:22:35 main:574] : INFO : Epoch 1990 | loss: 0.0310923 | val_loss: 0.031114 | Time: 1423.52 ms [2022-04-17 14:22:36 main:574] : INFO : Epoch 1991 | loss: 0.0310846 | val_loss: 0.0311143 | Time: 1451.49 ms [2022-04-17 14:22:37 main:574] : INFO : Epoch 1992 | loss: 0.0310758 | val_loss: 0.0311128 | Time: 1413.82 ms [2022-04-17 14:22:39 main:574] : INFO : Epoch 1993 | loss: 0.0310704 | val_loss: 0.0311188 | Time: 1417 ms [2022-04-17 14:22:50 main:574] : INFO : Epoch 1994 | loss: 0.0310673 | val_loss: 0.0311054 | Time: 11586.6 ms [2022-04-17 14:22:52 main:574] : INFO : Epoch 1995 | loss: 0.0310675 | val_loss: 0.0311034 | Time: 1392.93 ms [2022-04-17 14:22:53 main:574] : INFO : Epoch 1996 | loss: 0.0310641 | val_loss: 0.031105 | Time: 1433.87 ms [2022-04-17 14:22:55 main:574] : INFO : Epoch 1997 | loss: 0.031061 | val_loss: 0.031107 | Time: 1408 ms [2022-04-17 14:22:56 main:574] : INFO : Epoch 1998 | loss: 0.0310611 | val_loss: 0.0311035 | Time: 1417.01 ms [2022-04-17 14:22:58 main:574] : INFO : Epoch 1999 | loss: 0.0310585 | val_loss: 0.0311089 | Time: 1397.03 ms [2022-04-17 14:22:59 main:574] : INFO : Epoch 2000 | loss: 0.0310571 | val_loss: 0.0311107 | Time: 1411.77 ms [2022-04-17 14:23:00 main:574] : INFO : Epoch 2001 | loss: 0.0310563 | val_loss: 0.0311027 | Time: 1412.92 ms [2022-04-17 14:23:02 main:574] : INFO : Epoch 2002 | loss: 0.0310539 | val_loss: 0.031106 | Time: 1410.03 ms [2022-04-17 14:23:03 main:574] : INFO : Epoch 2003 | loss: 0.0310552 | val_loss: 0.031117 | Time: 1397.86 ms [2022-04-17 14:23:05 main:574] : INFO : Epoch 2004 | loss: 0.0310575 | val_loss: 0.0311101 | Time: 1402.2 ms [2022-04-17 14:23:06 main:574] : INFO : Epoch 2005 | loss: 0.0310665 | val_loss: 0.0311108 | Time: 1413.03 ms [2022-04-17 14:23:07 main:574] : INFO : Epoch 2006 | loss: 0.0310692 | val_loss: 0.0311003 | Time: 1413.67 ms [2022-04-17 14:23:09 main:574] : INFO : Epoch 2007 | loss: 0.0310572 | val_loss: 0.0311052 | Time: 1413.36 ms [2022-04-17 14:23:10 main:574] : INFO : Epoch 2008 | loss: 0.031055 | val_loss: 0.031105 | Time: 1414.98 ms [2022-04-17 14:23:12 main:574] : INFO : Epoch 2009 | loss: 0.031052 | val_loss: 0.0311102 | Time: 1418.43 ms [2022-04-17 14:23:13 main:574] : INFO : Epoch 2010 | loss: 0.0310534 | val_loss: 0.0311169 | Time: 1423.47 ms [2022-04-17 14:23:14 main:574] : INFO : Epoch 2011 | loss: 0.0310543 | val_loss: 0.0311123 | Time: 1406.4 ms [2022-04-17 14:23:16 main:574] : INFO : Epoch 2012 | loss: 0.0310559 | val_loss: 0.0311159 | Time: 1405.3 ms [2022-04-17 14:23:17 main:574] : INFO : Epoch 2013 | loss: 0.0310534 | val_loss: 0.0311159 | Time: 1422.39 ms [2022-04-17 14:23:19 main:574] : INFO : Epoch 2014 | loss: 0.0310528 | val_loss: 0.0311044 | Time: 1406.88 ms [2022-04-17 14:23:20 main:574] : INFO : Epoch 2015 | loss: 0.031051 | val_loss: 0.0311068 | Time: 1415.23 ms [2022-04-17 14:23:22 main:574] : INFO : Epoch 2016 | loss: 0.0310488 | val_loss: 0.0311116 | Time: 1397.02 ms [2022-04-17 14:23:23 main:574] : INFO : Epoch 2017 | loss: 0.0310535 | val_loss: 0.0311097 | Time: 1418.32 ms [2022-04-17 14:23:24 main:574] : INFO : Epoch 2018 | loss: 0.0310644 | val_loss: 0.0311098 | Time: 1449.38 ms [2022-04-17 14:23:26 main:574] : INFO : Epoch 2019 | loss: 0.0310624 | val_loss: 0.0311093 | Time: 1412.65 ms [2022-04-17 14:23:27 main:574] : INFO : Epoch 2020 | loss: 0.0310578 | val_loss: 0.0311136 | Time: 1409.74 ms [2022-04-17 14:23:29 main:574] : INFO : Epoch 2021 | loss: 0.0310562 | val_loss: 0.0311101 | Time: 1412.65 ms [2022-04-17 14:23:30 main:574] : INFO : Epoch 2022 | loss: 0.0310588 | val_loss: 0.0311126 | Time: 1409.38 ms [2022-04-17 14:23:31 main:574] : INFO : Epoch 2023 | loss: 0.0310592 | val_loss: 0.0311094 | Time: 1414.31 ms [2022-04-17 14:23:33 main:574] : INFO : Epoch 2024 | loss: 0.0310586 | val_loss: 0.0311143 | Time: 1402.21 ms [2022-04-17 14:23:34 main:574] : INFO : Epoch 2025 | loss: 0.0310596 | val_loss: 0.0311088 | Time: 1408.77 ms [2022-04-17 14:23:36 main:574] : INFO : Epoch 2026 | loss: 0.031058 | val_loss: 0.031105 | Time: 1417.81 ms [2022-04-17 14:23:37 main:574] : INFO : Epoch 2027 | loss: 0.03106 | val_loss: 0.0311089 | Time: 1429.1 ms [2022-04-17 14:23:39 main:574] : INFO : Epoch 2028 | loss: 0.0310592 | val_loss: 0.0311112 | Time: 1409.85 ms [2022-04-17 14:23:40 main:574] : INFO : Epoch 2029 | loss: 0.0310579 | val_loss: 0.0311116 | Time: 1399.08 ms [2022-04-17 14:23:41 main:574] : INFO : Epoch 2030 | loss: 0.0310558 | val_loss: 0.0311147 | Time: 1423.96 ms [2022-04-17 14:23:43 main:574] : INFO : Epoch 2031 | loss: 0.0310528 | val_loss: 0.0311161 | Time: 1406.72 ms [2022-04-17 14:23:44 main:574] : INFO : Epoch 2032 | loss: 0.0310536 | val_loss: 0.0311089 | Time: 1399.03 ms [2022-04-17 14:23:46 main:574] : INFO : Epoch 2033 | loss: 0.0310656 | val_loss: 0.0311079 | Time: 1400.56 ms [2022-04-17 14:23:47 main:574] : INFO : Epoch 2034 | loss: 0.0310681 | val_loss: 0.0311043 | Time: 1403.37 ms [2022-04-17 14:23:48 main:574] : INFO : Epoch 2035 | loss: 0.0310628 | val_loss: 0.0311041 | Time: 1412.35 ms [2022-04-17 14:23:50 main:574] : INFO : Epoch 2036 | loss: 0.0310611 | val_loss: 0.0311052 | Time: 1403.61 ms [2022-04-17 14:23:51 main:574] : INFO : Epoch 2037 | loss: 0.0310572 | val_loss: 0.0311117 | Time: 1398.48 ms [2022-04-17 14:23:53 main:574] : INFO : Epoch 2038 | loss: 0.031058 | val_loss: 0.0311079 | Time: 1416.54 ms [2022-04-17 14:23:54 main:574] : INFO : Epoch 2039 | loss: 0.0310632 | val_loss: 0.0311125 | Time: 1408.69 ms [2022-04-17 14:23:55 main:574] : INFO : Epoch 2040 | loss: 0.0310599 | val_loss: 0.0311009 | Time: 1422.62 ms [2022-04-17 14:23:57 main:574] : INFO : Epoch 2041 | loss: 0.0310635 | val_loss: 0.0311127 | Time: 1403.53 ms [2022-04-17 14:23:58 main:574] : INFO : Epoch 2042 | loss: 0.0310639 | val_loss: 0.0311077 | Time: 1403.53 ms [2022-04-17 14:24:00 main:574] : INFO : Epoch 2043 | loss: 0.0310624 | val_loss: 0.0311088 | Time: 1405.9 ms [2022-04-17 14:24:01 main:574] : INFO : Epoch 2044 | loss: 0.031065 | val_loss: 0.0311036 | Time: 1406.69 ms [2022-04-17 14:24:03 main:574] : INFO : Epoch 2045 | loss: 0.0310715 | val_loss: 0.0311026 | Time: 1396.57 ms [2022-04-17 14:24:04 main:574] : INFO : Epoch 2046 | loss: 0.0310657 | val_loss: 0.0311108 | Time: 1398.84 ms [2022-04-17 14:24:05 main:574] : INFO : Epoch 2047 | loss: 0.0310678 | val_loss: 0.0311167 | Time: 1422.53 ms [2022-04-17 14:24:07 main:574] : INFO : Epoch 2048 | loss: 0.0310637 | val_loss: 0.0311044 | Time: 1412.44 ms [2022-04-17 14:24:07 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311044 [2022-04-17 14:24:07 main:603] : INFO : Saving end state to config to file [2022-04-17 14:24:07 main:608] : INFO : Success, exiting.. 14:24:07 (17172): 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)