Task 12953383
| Name | ParityModified-1647040745-30919-0_0 |
| Workunit | 10085715 |
| Created | 11 Mar 2022, 23:19:08 UTC |
| Sent | 11 Mar 2022, 23:49:16 UTC |
| Report deadline | 19 Mar 2022, 23:49:16 UTC |
| Received | 13 Mar 2022, 23:52:57 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6170 |
| Run time | 5 hours 3 min 32 sec |
| CPU time | 3 hours 57 min 6 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,130.62 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.66 GB |
| Peak swap size | 3.57 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> [2022-03-13 15:38:49 main:574] : INFO : Epoch 1625 | loss: 0.0316897 | val_loss: 0.0312793 | Time: 10099.9 ms [2022-03-13 15:38:59 main:574] : INFO : Epoch 1626 | loss: 0.0313152 | val_loss: 0.0312746 | Time: 10434.4 ms [2022-03-13 15:39:06 main:574] : INFO : Epoch 1627 | loss: 0.0312667 | val_loss: 0.031257 | Time: 6240.35 ms [2022-03-13 15:39:16 main:574] : INFO : Epoch 1628 | loss: 0.0312564 | val_loss: 0.0312536 | Time: 10298.7 ms [2022-03-13 15:39:22 main:574] : INFO : Epoch 1629 | loss: 0.0312534 | val_loss: 0.0312523 | Time: 6329.24 ms [2022-03-13 15:39:29 main:574] : INFO : Epoch 1630 | loss: 0.0312521 | val_loss: 0.0312516 | Time: 6616.87 ms [2022-03-13 15:39:39 main:574] : INFO : Epoch 1631 | loss: 0.0312516 | val_loss: 0.0312512 | Time: 10107.6 ms [2022-03-13 15:39:50 main:574] : INFO : Epoch 1632 | loss: 0.0312512 | val_loss: 0.031251 | Time: 10421.6 ms [2022-03-13 15:40:00 main:574] : INFO : Epoch 1633 | loss: 0.0312512 | val_loss: 0.0312513 | Time: 10285 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030) [2022-03-13 15:42:32 main:435] : INFO : Set logging level to 1 [2022-03-13 15:42:32 main:441] : INFO : Running in BOINC Client mode [2022-03-13 15:42:32 main:444] : INFO : Resolving all filenames [2022-03-13 15:42:32 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-13 15:42:32 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-13 15:42:32 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-13 15:42:32 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-03-13 15:42:32 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-13 15:42:32 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-13 15:42:32 main:474] : INFO : Configuration: [2022-03-13 15:42:32 main:475] : INFO : Model type: GRU [2022-03-13 15:42:32 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 15:42:32 main:477] : INFO : Max Epochs: 2048 [2022-03-13 15:42:32 main:478] : INFO : Batch Size: 128 [2022-03-13 15:42:32 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 15:42:32 main:480] : INFO : Patience: 10 [2022-03-13 15:42:32 main:481] : INFO : Hidden Width: 12 [2022-03-13 15:42:32 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 15:42:33 main:483] : INFO : # Backend Layers: 4 [2022-03-13 15:42:33 main:484] : INFO : # Threads: 1 [2022-03-13 15:42:33 main:486] : INFO : Preparing Dataset [2022-03-13 15:42:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 15:42:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 15:42:41 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 15:42:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 15:42:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 15:42:42 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 15:42:42 main:494] : INFO : Creating Model [2022-03-13 15:42:42 main:507] : INFO : Preparing config file [2022-03-13 15:42:42 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 15:42:42 main:512] : INFO : Loading config [2022-03-13 15:42:42 main:514] : INFO : Loading state [2022-03-13 15:42:45 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 15:42:45 main:562] : INFO : Starting Training [2022-03-13 15:42:56 main:574] : INFO : Epoch 1629 | loss: 0.0316373 | val_loss: 0.0313236 | Time: 10449 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030) [2022-03-13 15:47:33 main:435] : INFO : Set logging level to 1 [2022-03-13 15:47:33 main:441] : INFO : Running in BOINC Client mode [2022-03-13 15:47:33 main:444] : INFO : Resolving all filenames [2022-03-13 15:47:33 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-13 15:47:34 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-13 15:47:34 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-13 15:47:34 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-03-13 15:47:34 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-13 15:47:34 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-13 15:47:34 main:474] : INFO : Configuration: [2022-03-13 15:47:34 main:475] : INFO : Model type: GRU [2022-03-13 15:47:34 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 15:47:34 main:477] : INFO : Max Epochs: 2048 [2022-03-13 15:47:34 main:478] : INFO : Batch Size: 128 [2022-03-13 15:47:34 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 15:47:34 main:480] : INFO : Patience: 10 [2022-03-13 15:47:35 main:481] : INFO : Hidden Width: 12 [2022-03-13 15:47:35 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 15:47:35 main:483] : INFO : # Backend Layers: 4 [2022-03-13 15:47:35 main:484] : INFO : # Threads: 1 [2022-03-13 15:47:35 main:486] : INFO : Preparing Dataset [2022-03-13 15:47:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 15:47:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 15:47:43 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 15:47:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 15:47:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 15:47:44 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 15:47:44 main:494] : INFO : Creating Model [2022-03-13 15:47:44 main:507] : INFO : Preparing config file [2022-03-13 15:47:44 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 15:47:44 main:512] : INFO : Loading config [2022-03-13 15:47:44 main:514] : INFO : Loading state [2022-03-13 15:47:46 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 15:47:46 main:562] : INFO : Starting Training [2022-03-13 15:47:57 main:574] : INFO : Epoch 1629 | loss: 0.0323813 | val_loss: 0.0316966 | Time: 11153.3 ms [2022-03-13 15:48:05 main:574] : INFO : Epoch 1630 | loss: 0.0313765 | val_loss: 0.0313012 | Time: 7156.78 ms [2022-03-13 15:48:15 main:574] : INFO : Epoch 1631 | loss: 0.031273 | val_loss: 0.0312649 | Time: 10356.7 ms [2022-03-13 15:48:25 main:574] : INFO : Epoch 1632 | loss: 0.0312552 | val_loss: 0.0312518 | Time: 10142.5 ms [2022-03-13 15:48:33 main:574] : INFO : Epoch 1633 | loss: 0.0312512 | val_loss: 0.0312504 | Time: 7240.27 ms [2022-03-13 15:48:44 main:574] : INFO : Epoch 1634 | loss: 0.0312502 | val_loss: 0.0312497 | Time: 11160.2 ms [2022-03-13 15:48:51 main:574] : INFO : Epoch 1635 | loss: 0.0312491 | val_loss: 0.0312479 | Time: 6970.29 ms [2022-03-13 15:49:01 main:574] : INFO : Epoch 1636 | loss: 0.0312453 | val_loss: 0.0312442 | Time: 10423.3 ms [2022-03-13 15:49:09 main:574] : INFO : Epoch 1637 | loss: 0.0312391 | val_loss: 0.0312338 | Time: 7292.78 ms [2022-03-13 15:49:19 main:574] : INFO : Epoch 1638 | loss: 0.0312298 | val_loss: 0.0312268 | Time: 10271.6 ms [2022-03-13 15:49:29 main:574] : INFO : Epoch 1639 | loss: 0.0312223 | val_loss: 0.0312184 | Time: 10291.3 ms [2022-03-13 15:49:37 main:574] : INFO : Epoch 1640 | loss: 0.0312116 | val_loss: 0.0312048 | Time: 7228.81 ms [2022-03-13 15:49:44 main:574] : INFO : Epoch 1641 | loss: 0.0312014 | val_loss: 0.0311939 | Time: 7142.7 ms [2022-03-13 15:49:51 main:574] : INFO : Epoch 1642 | loss: 0.031196 | val_loss: 0.0311908 | Time: 6965.07 ms [2022-03-13 15:50:02 main:574] : INFO : Epoch 1643 | loss: 0.0311941 | val_loss: 0.031189 | Time: 10814.8 ms [2022-03-13 15:50:09 main:574] : INFO : Epoch 1644 | loss: 0.0311912 | val_loss: 0.0311857 | Time: 7085.32 ms [2022-03-13 15:50:20 main:574] : INFO : Epoch 1645 | loss: 0.0311893 | val_loss: 0.0311835 | Time: 10377.5 ms [2022-03-13 15:50:27 main:574] : INFO : Epoch 1646 | loss: 0.0311863 | val_loss: 0.0311808 | Time: 7449.32 ms [2022-03-13 15:50:35 main:574] : INFO : Epoch 1647 | loss: 0.0311852 | val_loss: 0.0311801 | Time: 7526.13 ms [2022-03-13 15:50:45 main:574] : INFO : Epoch 1648 | loss: 0.0311837 | val_loss: 0.0311809 | Time: 9915.24 ms [2022-03-13 15:50:52 main:574] : INFO : Epoch 1649 | loss: 0.031184 | val_loss: 0.0311787 | Time: 7315.64 ms [2022-03-13 15:51:00 main:574] : INFO : Epoch 1650 | loss: 0.0311817 | val_loss: 0.0311798 | Time: 7235.06 ms [2022-03-13 15:51:07 main:574] : INFO : Epoch 1651 | loss: 0.0311829 | val_loss: 0.0311794 | Time: 7271.04 ms [2022-03-13 15:51:17 main:574] : INFO : Epoch 1652 | loss: 0.0311837 | val_loss: 0.0311755 | Time: 10417.8 ms [2022-03-13 15:51:28 main:574] : INFO : Epoch 1653 | loss: 0.0311807 | val_loss: 0.0311765 | Time: 10256.7 ms [2022-03-13 15:51:35 main:574] : INFO : Epoch 1654 | loss: 0.0311792 | val_loss: 0.0311792 | Time: 7260.54 ms [2022-03-13 15:51:46 main:574] : INFO : Epoch 1655 | loss: 0.0311757 | val_loss: 0.0311729 | Time: 10681.7 ms [2022-03-13 15:51:53 main:574] : INFO : Epoch 1656 | loss: 0.0311728 | val_loss: 0.0311714 | Time: 7155.45 ms [2022-03-13 15:52:04 main:574] : INFO : Epoch 1657 | loss: 0.0311733 | val_loss: 0.0311744 | Time: 10750.2 ms [2022-03-13 15:52:11 main:574] : INFO : Epoch 1658 | loss: 0.0311713 | val_loss: 0.0311695 | Time: 7253.67 ms [2022-03-13 15:52:22 main:574] : INFO : Epoch 1659 | loss: 0.0311668 | val_loss: 0.0311705 | Time: 10307.9 ms [2022-03-13 15:52:29 main:574] : INFO : Epoch 1660 | loss: 0.0311648 | val_loss: 0.0311669 | Time: 7311.83 ms [2022-03-13 15:52:40 main:574] : INFO : Epoch 1661 | loss: 0.0311636 | val_loss: 0.031167 | Time: 10575.9 ms [2022-03-13 15:52:47 main:574] : INFO : Epoch 1662 | loss: 0.031164 | val_loss: 0.0311706 | Time: 7276.32 ms [2022-03-13 15:52:54 main:574] : INFO : Epoch 1663 | loss: 0.031163 | val_loss: 0.0311699 | Time: 6870.96 ms [2022-03-13 15:53:01 main:574] : INFO : Epoch 1664 | loss: 0.0311602 | val_loss: 0.0311671 | Time: 7245.84 ms [2022-03-13 15:53:08 main:574] : INFO : Epoch 1665 | loss: 0.031159 | val_loss: 0.0311656 | Time: 7012.44 ms [2022-03-13 15:53:15 main:574] : INFO : Epoch 1666 | loss: 0.0311582 | val_loss: 0.0311652 | Time: 7054.16 ms [2022-03-13 15:53:26 main:574] : INFO : Epoch 1667 | loss: 0.0311582 | val_loss: 0.0311679 | Time: 10202.9 ms [2022-03-13 15:53:33 main:574] : INFO : Epoch 1668 | loss: 0.0311587 | val_loss: 0.0311667 | Time: 7182 ms [2022-03-13 15:53:40 main:574] : INFO : Epoch 1669 | loss: 0.0311568 | val_loss: 0.0311653 | Time: 6928.82 ms [2022-03-13 15:53:47 main:574] : INFO : Epoch 1670 | loss: 0.0311576 | val_loss: 0.0311689 | Time: 7156.68 ms [2022-03-13 15:53:58 main:574] : INFO : Epoch 1671 | loss: 0.0311552 | val_loss: 0.0311633 | Time: 11108.6 ms [2022-03-13 15:54:06 main:574] : INFO : Epoch 1672 | loss: 0.0311575 | val_loss: 0.0311649 | Time: 7135.62 ms [2022-03-13 15:54:16 main:574] : INFO : Epoch 1673 | loss: 0.0311545 | val_loss: 0.0311709 | Time: 10322.3 ms [2022-03-13 15:54:23 main:574] : INFO : Epoch 1674 | loss: 0.0311551 | val_loss: 0.0311664 | Time: 7175.81 ms [2022-03-13 15:54:34 main:574] : INFO : Epoch 1675 | loss: 0.0311535 | val_loss: 0.0311662 | Time: 10218.3 ms [2022-03-13 15:54:44 main:574] : INFO : Epoch 1676 | loss: 0.0311513 | val_loss: 0.0311639 | Time: 10345.7 ms [2022-03-13 15:54:51 main:574] : INFO : Epoch 1677 | loss: 0.0311506 | val_loss: 0.0311657 | Time: 7121.81 ms [2022-03-13 15:54:59 main:574] : INFO : Epoch 1678 | loss: 0.031156 | val_loss: 0.0311683 | Time: 7334.21 ms [2022-03-13 15:55:06 main:574] : INFO : Epoch 1679 | loss: 0.0311523 | val_loss: 0.0311761 | Time: 6865.97 ms [2022-03-13 15:55:16 main:574] : INFO : Epoch 1680 | loss: 0.0311514 | val_loss: 0.0311694 | Time: 10372.7 ms [2022-03-13 15:55:23 main:574] : INFO : Epoch 1681 | loss: 0.0311494 | val_loss: 0.0311661 | Time: 7241.96 ms [2022-03-13 15:55:34 main:574] : INFO : Epoch 1682 | loss: 0.031147 | val_loss: 0.0311732 | Time: 10424.1 ms [2022-03-13 15:55:45 main:574] : INFO : Epoch 1683 | loss: 0.0311473 | val_loss: 0.0311672 | Time: 10545.5 ms [2022-03-13 15:55:52 main:574] : INFO : Epoch 1684 | loss: 0.0311478 | val_loss: 0.0311681 | Time: 7063.64 ms [2022-03-13 15:56:02 main:574] : INFO : Epoch 1685 | loss: 0.0311847 | val_loss: 0.0312487 | Time: 10344.6 ms [2022-03-13 15:56:10 main:574] : INFO : Epoch 1686 | loss: 0.031249 | val_loss: 0.0312439 | Time: 7217.06 ms [2022-03-13 15:56:20 main:574] : INFO : Epoch 1687 | loss: 0.0312428 | val_loss: 0.0312374 | Time: 10107.9 ms [2022-03-13 15:56:30 main:574] : INFO : Epoch 1688 | loss: 0.0312334 | val_loss: 0.0312251 | Time: 10053.6 ms [2022-03-13 15:56:40 main:574] : INFO : Epoch 1689 | loss: 0.031221 | val_loss: 0.0312117 | Time: 10128.5 ms [2022-03-13 15:56:50 main:574] : INFO : Epoch 1690 | loss: 0.031215 | val_loss: 0.0312065 | Time: 10107 ms [2022-03-13 15:56:58 main:574] : INFO : Epoch 1691 | loss: 0.0312127 | val_loss: 0.0312097 | Time: 7327.17 ms [2022-03-13 15:57:08 main:574] : INFO : Epoch 1692 | loss: 0.031215 | val_loss: 0.0312132 | Time: 10064.3 ms [2022-03-13 15:57:18 main:574] : INFO : Epoch 1693 | loss: 0.0312115 | val_loss: 0.0312075 | Time: 10364.4 ms [2022-03-13 15:57:26 main:574] : INFO : Epoch 1694 | loss: 0.0312092 | val_loss: 0.0312034 | Time: 7288.5 ms [2022-03-13 15:57:36 main:574] : INFO : Epoch 1695 | loss: 0.0312131 | val_loss: 0.0312128 | Time: 10415.6 ms [2022-03-13 15:57:43 main:574] : INFO : Epoch 1696 | loss: 0.0312108 | val_loss: 0.0312058 | Time: 7192.75 ms [2022-03-13 15:57:54 main:574] : INFO : Epoch 1697 | loss: 0.0312079 | val_loss: 0.0312053 | Time: 10277.9 ms [2022-03-13 15:58:01 main:574] : INFO : Epoch 1698 | loss: 0.0312099 | val_loss: 0.0312039 | Time: 7166.36 ms [2022-03-13 15:58:08 main:574] : INFO : Epoch 1699 | loss: 0.0312092 | val_loss: 0.031204 | Time: 6976.77 ms [2022-03-13 15:58:18 main:574] : INFO : Epoch 1700 | loss: 0.0312093 | val_loss: 0.0312059 | Time: 10236.5 ms [2022-03-13 15:58:26 main:574] : INFO : Epoch 1701 | loss: 0.0312087 | val_loss: 0.031203 | Time: 7171.45 ms [2022-03-13 15:58:36 main:574] : INFO : Epoch 1702 | loss: 0.0312077 | val_loss: 0.0312102 | Time: 10719.2 ms [2022-03-13 15:58:44 main:574] : INFO : Epoch 1703 | loss: 0.0312112 | val_loss: 0.0312053 | Time: 7194.69 ms [2022-03-13 15:58:54 main:574] : INFO : Epoch 1704 | loss: 0.0312068 | val_loss: 0.0312029 | Time: 10664.6 ms [2022-03-13 15:59:02 main:574] : INFO : Epoch 1705 | loss: 0.0312078 | val_loss: 0.0312095 | Time: 7162.92 ms [2022-03-13 15:59:09 main:574] : INFO : Epoch 1706 | loss: 0.0312092 | val_loss: 0.0312045 | Time: 7259.79 ms [2022-03-13 15:59:17 main:574] : INFO : Epoch 1707 | loss: 0.031208 | val_loss: 0.0312056 | Time: 7455.95 ms [2022-03-13 15:59:24 main:574] : INFO : Epoch 1708 | loss: 0.0312076 | val_loss: 0.0312062 | Time: 7178.26 ms [2022-03-13 15:59:31 main:574] : INFO : Epoch 1709 | loss: 0.0312098 | val_loss: 0.0312057 | Time: 7133.7 ms [2022-03-13 15:59:38 main:574] : INFO : Epoch 1710 | loss: 0.0312088 | val_loss: 0.0312032 | Time: 7035.38 ms [2022-03-13 15:59:49 main:574] : INFO : Epoch 1711 | loss: 0.0312071 | val_loss: 0.031214 | Time: 10338.7 ms [2022-03-13 16:00:00 main:574] : INFO : Epoch 1712 | loss: 0.0312094 | val_loss: 0.0312023 | Time: 11159.1 ms [2022-03-13 16:00:07 main:574] : INFO : Epoch 1713 | loss: 0.0312086 | val_loss: 0.0312105 | Time: 7357.07 ms [2022-03-13 16:00:14 main:574] : INFO : Epoch 1714 | loss: 0.0312086 | val_loss: 0.0312022 | Time: 7113.18 ms [2022-03-13 16:00:25 main:574] : INFO : Epoch 1715 | loss: 0.0312056 | val_loss: 0.0312014 | Time: 10467.2 ms [2022-03-13 16:00:32 main:574] : INFO : Epoch 1716 | loss: 0.0312062 | val_loss: 0.0312038 | Time: 7267.22 ms [2022-03-13 16:00:43 main:574] : INFO : Epoch 1717 | loss: 0.0312101 | val_loss: 0.0312033 | Time: 10426.7 ms [2022-03-13 16:00:50 main:574] : INFO : Epoch 1718 | loss: 0.0312057 | val_loss: 0.0312059 | Time: 7143.34 ms [2022-03-13 16:01:01 main:574] : INFO : Epoch 1719 | loss: 0.0312069 | val_loss: 0.0312048 | Time: 10426.5 ms [2022-03-13 16:01:12 main:574] : INFO : Epoch 1720 | loss: 0.0312067 | val_loss: 0.0312016 | Time: 10960.6 ms [2022-03-13 16:01:19 main:574] : INFO : Epoch 1721 | loss: 0.0312051 | val_loss: 0.0312021 | Time: 7148.72 ms [2022-03-13 16:01:30 main:574] : INFO : Epoch 1722 | loss: 0.031206 | val_loss: 0.0312021 | Time: 10791 ms [2022-03-13 16:01:41 main:574] : INFO : Epoch 1723 | loss: 0.0312073 | val_loss: 0.0312039 | Time: 10657.6 ms [2022-03-13 16:01:48 main:574] : INFO : Epoch 1724 | loss: 0.0312075 | val_loss: 0.0312021 | Time: 7337.14 ms [2022-03-13 16:01:58 main:574] : INFO : Epoch 1725 | loss: 0.0312083 | val_loss: 0.0312015 | Time: 10405.5 ms [2022-03-13 16:02:09 main:574] : INFO : Epoch 1726 | loss: 0.0312054 | val_loss: 0.0312121 | Time: 10399 ms [2022-03-13 16:02:16 main:574] : INFO : Epoch 1727 | loss: 0.031212 | val_loss: 0.0312076 | Time: 7206.9 ms [2022-03-13 16:02:23 main:574] : INFO : Epoch 1728 | loss: 0.0312089 | val_loss: 0.0312038 | Time: 6977.8 ms [2022-03-13 16:02:31 main:574] : INFO : Epoch 1729 | loss: 0.0312054 | val_loss: 0.0312008 | Time: 7243.99 ms [2022-03-13 16:02:38 main:574] : INFO : Epoch 1730 | loss: 0.0312081 | val_loss: 0.0312005 | Time: 7440.24 ms [2022-03-13 16:02:45 main:574] : INFO : Epoch 1731 | loss: 0.0312032 | val_loss: 0.031202 | Time: 6808.84 ms [2022-03-13 16:02:55 main:574] : INFO : Epoch 1732 | loss: 0.0312027 | val_loss: 0.0312 | Time: 10069.3 ms [2022-03-13 16:03:02 main:574] : INFO : Epoch 1733 | loss: 0.0312019 | val_loss: 0.0312 | Time: 7118.23 ms [2022-03-13 16:03:13 main:574] : INFO : Epoch 1734 | loss: 0.0312025 | val_loss: 0.0312059 | Time: 10526.9 ms [2022-03-13 16:03:23 main:574] : INFO : Epoch 1735 | loss: 0.0312023 | val_loss: 0.0311982 | Time: 10191.3 ms [2022-03-13 16:03:31 main:574] : INFO : Epoch 1736 | loss: 0.0312024 | val_loss: 0.0312028 | Time: 7220.67 ms [2022-03-13 16:03:38 main:574] : INFO : Epoch 1737 | loss: 0.0312007 | val_loss: 0.0311986 | Time: 7171.95 ms [2022-03-13 16:03:45 main:574] : INFO : Epoch 1738 | loss: 0.0312024 | val_loss: 0.0311978 | Time: 7141.6 ms [2022-03-13 16:03:52 main:574] : INFO : Epoch 1739 | loss: 0.0312006 | val_loss: 0.0312037 | Time: 7119.34 ms [2022-03-13 16:04:00 main:574] : INFO : Epoch 1740 | loss: 0.0312033 | val_loss: 0.0312026 | Time: 7274.58 ms [2022-03-13 16:04:07 main:574] : INFO : Epoch 1741 | loss: 0.031201 | val_loss: 0.0312019 | Time: 7092.3 ms [2022-03-13 16:04:17 main:574] : INFO : Epoch 1742 | loss: 0.0312094 | val_loss: 0.0312098 | Time: 10495.5 ms [2022-03-13 16:04:25 main:574] : INFO : Epoch 1743 | loss: 0.0312013 | val_loss: 0.0311981 | Time: 7134.3 ms [2022-03-13 16:04:32 main:574] : INFO : Epoch 1744 | loss: 0.0311984 | val_loss: 0.0311973 | Time: 7222.25 ms [2022-03-13 16:04:39 main:574] : INFO : Epoch 1745 | loss: 0.0311978 | val_loss: 0.0311966 | Time: 7054.02 ms [2022-03-13 16:04:49 main:574] : INFO : Epoch 1746 | loss: 0.0311973 | val_loss: 0.0311996 | Time: 10436.5 ms [2022-03-13 16:04:57 main:574] : INFO : Epoch 1747 | loss: 0.031197 | val_loss: 0.0311951 | Time: 7157.54 ms [2022-03-13 16:05:07 main:574] : INFO : Epoch 1748 | loss: 0.0311979 | val_loss: 0.0311957 | Time: 10588.2 ms [2022-03-13 16:05:15 main:574] : INFO : Epoch 1749 | loss: 0.0311984 | val_loss: 0.0311944 | Time: 7198.56 ms [2022-03-13 16:05:22 main:574] : INFO : Epoch 1750 | loss: 0.0311979 | val_loss: 0.0311967 | Time: 7025.22 ms [2022-03-13 16:05:29 main:574] : INFO : Epoch 1751 | loss: 0.0311982 | val_loss: 0.0311961 | Time: 7132.99 ms [2022-03-13 16:05:40 main:574] : INFO : Epoch 1752 | loss: 0.0311967 | val_loss: 0.0311949 | Time: 10814.2 ms [2022-03-13 16:05:47 main:574] : INFO : Epoch 1753 | loss: 0.0311955 | val_loss: 0.0311944 | Time: 7188.93 ms [2022-03-13 16:05:55 main:574] : INFO : Epoch 1754 | loss: 0.031199 | val_loss: 0.0311947 | Time: 7496.22 ms [2022-03-13 16:06:05 main:574] : INFO : Epoch 1755 | loss: 0.0311969 | val_loss: 0.0311949 | Time: 10505.3 ms [2022-03-13 16:06:16 main:574] : INFO : Epoch 1756 | loss: 0.0311968 | val_loss: 0.0311967 | Time: 11085.8 ms [2022-03-13 16:06:27 main:574] : INFO : Epoch 1757 | loss: 0.0311992 | val_loss: 0.0312032 | Time: 10536.2 ms [2022-03-13 16:06:37 main:574] : INFO : Epoch 1758 | loss: 0.0311979 | val_loss: 0.0311954 | Time: 10269.4 ms [2022-03-13 16:06:45 main:574] : INFO : Epoch 1759 | loss: 0.0311996 | val_loss: 0.0311954 | Time: 7197.17 ms [2022-03-13 16:06:55 main:574] : INFO : Epoch 1760 | loss: 0.0312011 | val_loss: 0.0311957 | Time: 10157.5 ms [2022-03-13 16:07:05 main:574] : INFO : Epoch 1761 | loss: 0.0311963 | val_loss: 0.0311973 | Time: 10246.8 ms [2022-03-13 16:07:13 main:574] : INFO : Epoch 1762 | loss: 0.031197 | val_loss: 0.0311948 | Time: 7306.24 ms [2022-03-13 16:07:20 main:574] : INFO : Epoch 1763 | loss: 0.0311942 | val_loss: 0.0311948 | Time: 6979.57 ms [2022-03-13 16:07:27 main:574] : INFO : Epoch 1764 | loss: 0.0311961 | val_loss: 0.0311961 | Time: 7201.69 ms [2022-03-13 16:07:37 main:574] : INFO : Epoch 1765 | loss: 0.0311963 | val_loss: 0.0311964 | Time: 10392.3 ms [2022-03-13 16:07:48 main:574] : INFO : Epoch 1766 | loss: 0.031197 | val_loss: 0.0311954 | Time: 10386 ms [2022-03-13 16:07:55 main:574] : INFO : Epoch 1767 | loss: 0.0311966 | val_loss: 0.0311978 | Time: 7354.14 ms [2022-03-13 16:08:06 main:574] : INFO : Epoch 1768 | loss: 0.0311966 | val_loss: 0.0312013 | Time: 10313 ms [2022-03-13 16:08:13 main:574] : INFO : Epoch 1769 | loss: 0.0311961 | val_loss: 0.0311941 | Time: 7152.29 ms [2022-03-13 16:08:20 main:574] : INFO : Epoch 1770 | loss: 0.031194 | val_loss: 0.0311933 | Time: 7224 ms [2022-03-13 16:08:27 main:574] : INFO : Epoch 1771 | loss: 0.0311938 | val_loss: 0.0311965 | Time: 7094.13 ms [2022-03-13 16:08:38 main:574] : INFO : Epoch 1772 | loss: 0.0311962 | val_loss: 0.0311951 | Time: 10121.5 ms [2022-03-13 16:08:45 main:574] : INFO : Epoch 1773 | loss: 0.0311943 | val_loss: 0.0311955 | Time: 7255.5 ms [2022-03-13 16:08:55 main:574] : INFO : Epoch 1774 | loss: 0.0311964 | val_loss: 0.031201 | Time: 10235.3 ms [2022-03-13 16:09:06 main:574] : INFO : Epoch 1775 | loss: 0.0311965 | val_loss: 0.0311963 | Time: 10317.1 ms [2022-03-13 16:09:17 main:574] : INFO : Epoch 1776 | loss: 0.0311943 | val_loss: 0.031198 | Time: 10943.1 ms [2022-03-13 16:09:24 main:574] : INFO : Epoch 1777 | loss: 0.0311952 | val_loss: 0.0311941 | Time: 6799.49 ms [2022-03-13 16:09:34 main:574] : INFO : Epoch 1778 | loss: 0.0311936 | val_loss: 0.0311974 | Time: 10230.2 ms [2022-03-13 16:09:41 main:574] : INFO : Epoch 1779 | loss: 0.0311944 | val_loss: 0.0311945 | Time: 7244.51 ms [2022-03-13 16:09:49 main:574] : INFO : Epoch 1780 | loss: 0.0311983 | val_loss: 0.0312035 | Time: 7586.72 ms [2022-03-13 16:10:00 main:574] : INFO : Epoch 1781 | loss: 0.0311981 | val_loss: 0.0312024 | Time: 10379.1 ms [2022-03-13 16:10:10 main:574] : INFO : Epoch 1782 | loss: 0.031195 | val_loss: 0.0311936 | Time: 10396.1 ms [2022-03-13 16:10:17 main:574] : INFO : Epoch 1783 | loss: 0.0320268 | val_loss: 0.0321467 | Time: 7095.85 ms [2022-03-13 16:10:28 main:574] : INFO : Epoch 1784 | loss: 0.0431508 | val_loss: 0.0317476 | Time: 10441 ms [2022-03-13 16:10:35 main:574] : INFO : Epoch 1785 | loss: 0.0323099 | val_loss: 0.0314531 | Time: 7409.69 ms [2022-03-13 16:10:43 main:574] : INFO : Epoch 1786 | loss: 0.0313885 | val_loss: 0.0313241 | Time: 7247.98 ms [2022-03-13 16:10:50 main:574] : INFO : Epoch 1787 | loss: 0.0312766 | val_loss: 0.0312588 | Time: 7080.2 ms [2022-03-13 16:11:00 main:574] : INFO : Epoch 1788 | loss: 0.0312576 | val_loss: 0.0312553 | Time: 10335.7 ms [2022-03-13 16:11:07 main:574] : INFO : Epoch 1789 | loss: 0.0312536 | val_loss: 0.0312524 | Time: 7166.2 ms [2022-03-13 16:11:18 main:574] : INFO : Epoch 1790 | loss: 0.0312524 | val_loss: 0.031252 | Time: 10177.5 ms [2022-03-13 16:11:28 main:574] : INFO : Epoch 1791 | loss: 0.031252 | val_loss: 0.0312523 | Time: 10170.2 ms [2022-03-13 16:11:38 main:574] : INFO : Epoch 1792 | loss: 0.0312516 | val_loss: 0.0312513 | Time: 10085.6 ms [2022-03-13 16:11:48 main:574] : INFO : Epoch 1793 | loss: 0.0312515 | val_loss: 0.0312513 | Time: 10097 ms [2022-03-13 16:11:55 main:574] : INFO : Epoch 1794 | loss: 0.0312511 | val_loss: 0.0312509 | Time: 7272.15 ms [2022-03-13 16:12:03 main:574] : INFO : Epoch 1795 | loss: 0.0312507 | val_loss: 0.0312508 | Time: 7210.94 ms [2022-03-13 16:12:10 main:574] : INFO : Epoch 1796 | loss: 0.0312513 | val_loss: 0.0312536 | Time: 7173.55 ms [2022-03-13 16:12:20 main:574] : INFO : Epoch 1797 | loss: 0.0312511 | val_loss: 0.0312509 | Time: 9945.72 ms [2022-03-13 16:12:30 main:574] : INFO : Epoch 1798 | loss: 0.0312504 | val_loss: 0.0312505 | Time: 10137.8 ms [2022-03-13 16:12:38 main:574] : INFO : Epoch 1799 | loss: 0.0312501 | val_loss: 0.0312501 | Time: 7332.18 ms [2022-03-13 16:12:48 main:574] : INFO : Epoch 1800 | loss: 0.0312499 | val_loss: 0.0312503 | Time: 10227 ms [2022-03-13 16:12:58 main:574] : INFO : Epoch 1801 | loss: 0.0312495 | val_loss: 0.0312496 | Time: 10192.8 ms [2022-03-13 16:13:06 main:574] : INFO : Epoch 1802 | loss: 0.0312495 | val_loss: 0.0312494 | Time: 7205.03 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GT 1030) [2022-03-13 16:15:40 main:435] : INFO : Set logging level to 1 [2022-03-13 16:15:40 main:441] : INFO : Running in BOINC Client mode [2022-03-13 16:15:40 main:444] : INFO : Resolving all filenames [2022-03-13 16:15:40 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-13 16:15:40 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-13 16:15:40 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-13 16:15:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-03-13 16:15:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-13 16:15:41 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-13 16:15:41 main:474] : INFO : Configuration: [2022-03-13 16:15:41 main:475] : INFO : Model type: GRU [2022-03-13 16:15:41 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-13 16:15:41 main:477] : INFO : Max Epochs: 2048 [2022-03-13 16:15:41 main:478] : INFO : Batch Size: 128 [2022-03-13 16:15:41 main:479] : INFO : Learning Rate: 0.01 [2022-03-13 16:15:41 main:480] : INFO : Patience: 10 [2022-03-13 16:15:41 main:481] : INFO : Hidden Width: 12 [2022-03-13 16:15:41 main:482] : INFO : # Recurrent Layers: 4 [2022-03-13 16:15:41 main:483] : INFO : # Backend Layers: 4 [2022-03-13 16:15:41 main:484] : INFO : # Threads: 1 [2022-03-13 16:15:41 main:486] : INFO : Preparing Dataset [2022-03-13 16:15:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-13 16:15:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-13 16:15:49 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-13 16:15:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-13 16:15:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-13 16:15:50 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-13 16:15:50 main:494] : INFO : Creating Model [2022-03-13 16:15:50 main:507] : INFO : Preparing config file [2022-03-13 16:15:50 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-13 16:15:50 main:512] : INFO : Loading config [2022-03-13 16:15:50 main:514] : INFO : Loading state [2022-03-13 16:15:53 main:559] : INFO : Loading DataLoader into Memory [2022-03-13 16:15:53 main:562] : INFO : Starting Training [2022-03-13 16:16:05 main:574] : INFO : Epoch 1801 | loss: 0.0315816 | val_loss: 0.0313127 | Time: 11913.4 ms [2022-03-13 16:16:12 main:574] : INFO : Epoch 1802 | loss: 0.0312842 | val_loss: 0.0312526 | Time: 7092.38 ms [2022-03-13 16:16:23 main:574] : INFO : Epoch 1803 | loss: 0.0312541 | val_loss: 0.0312497 | Time: 10544.3 ms [2022-03-13 16:16:33 main:574] : INFO : Epoch 1804 | loss: 0.0312448 | val_loss: 0.03124 | Time: 10225.1 ms [2022-03-13 16:16:40 main:574] : INFO : Epoch 1805 | loss: 0.0312352 | val_loss: 0.0312278 | Time: 7345.12 ms [2022-03-13 16:16:48 main:574] : INFO : Epoch 1806 | loss: 0.0312253 | val_loss: 0.0312164 | Time: 7099.51 ms [2022-03-13 16:16:55 main:574] : INFO : Epoch 1807 | loss: 0.0312181 | val_loss: 0.0312183 | Time: 7008.71 ms [2022-03-13 16:17:06 main:574] : INFO : Epoch 1808 | loss: 0.0312139 | val_loss: 0.0312098 | Time: 10883.2 ms [2022-03-13 16:17:13 main:574] : INFO : Epoch 1809 | loss: 0.0312162 | val_loss: 0.0312013 | Time: 6849.67 ms [2022-03-13 16:17:24 main:574] : INFO : Epoch 1810 | loss: 0.031211 | val_loss: 0.0311968 | Time: 11022.1 ms [2022-03-13 16:17:31 main:574] : INFO : Epoch 1811 | loss: 0.0312005 | val_loss: 0.0311969 | Time: 7146.27 ms [2022-03-13 16:17:42 main:574] : INFO : Epoch 1812 | loss: 0.031197 | val_loss: 0.0311925 | Time: 11218.3 ms [2022-03-13 16:17:49 main:574] : INFO : Epoch 1813 | loss: 0.0311981 | val_loss: 0.0311963 | Time: 6930.39 ms [2022-03-13 16:17:56 main:574] : INFO : Epoch 1814 | loss: 0.0312006 | val_loss: 0.0311933 | Time: 7026.89 ms [2022-03-13 16:18:07 main:574] : INFO : Epoch 1815 | loss: 0.0311955 | val_loss: 0.031195 | Time: 10591.5 ms [2022-03-13 16:18:14 main:574] : INFO : Epoch 1816 | loss: 0.0311949 | val_loss: 0.0311904 | Time: 7344.3 ms [2022-03-13 16:18:25 main:574] : INFO : Epoch 1817 | loss: 0.0311944 | val_loss: 0.031188 | Time: 10811.1 ms [2022-03-13 16:18:32 main:574] : INFO : Epoch 1818 | loss: 0.0311931 | val_loss: 0.0311903 | Time: 7041.71 ms [2022-03-13 16:18:44 main:574] : INFO : Epoch 1819 | loss: 0.0311971 | val_loss: 0.0312064 | Time: 11299.6 ms [2022-03-13 16:18:51 main:574] : INFO : Epoch 1820 | loss: 0.0311956 | val_loss: 0.0311892 | Time: 6836.26 ms [2022-03-13 16:19:02 main:574] : INFO : Epoch 1821 | loss: 0.0311901 | val_loss: 0.0311901 | Time: 10985 ms [2022-03-13 16:19:09 main:574] : INFO : Epoch 1822 | loss: 0.0311901 | val_loss: 0.0311865 | Time: 7035.82 ms [2022-03-13 16:19:20 main:574] : INFO : Epoch 1823 | loss: 0.0311887 | val_loss: 0.0311888 | Time: 11044.9 ms [2022-03-13 16:19:27 main:574] : INFO : Epoch 1824 | loss: 0.0311886 | val_loss: 0.0311875 | Time: 7151.53 ms [2022-03-13 16:19:35 main:574] : INFO : Epoch 1825 | loss: 0.0311942 | val_loss: 0.0311884 | Time: 7196.06 ms [2022-03-13 16:19:46 main:574] : INFO : Epoch 1826 | loss: 0.0311865 | val_loss: 0.0311856 | Time: 10839.1 ms [2022-03-13 16:19:53 main:574] : INFO : Epoch 1827 | loss: 0.0311885 | val_loss: 0.0311873 | Time: 7135.29 ms [2022-03-13 16:20:00 main:574] : INFO : Epoch 1828 | loss: 0.0311866 | val_loss: 0.031183 | Time: 7117.03 ms [2022-03-13 16:20:07 main:574] : INFO : Epoch 1829 | loss: 0.0311883 | val_loss: 0.0312004 | Time: 6958.24 ms [2022-03-13 16:20:18 main:574] : INFO : Epoch 1830 | loss: 0.0311878 | val_loss: 0.0311877 | Time: 11084.7 ms [2022-03-13 16:20:25 main:574] : INFO : Epoch 1831 | loss: 0.0311875 | val_loss: 0.031184 | Time: 7065.89 ms [2022-03-13 16:20:37 main:574] : INFO : Epoch 1832 | loss: 0.0311848 | val_loss: 0.0311833 | Time: 11600.1 ms [2022-03-13 16:20:44 main:574] : INFO : Epoch 1833 | loss: 0.0311858 | val_loss: 0.0311848 | Time: 7198.69 ms [2022-03-13 16:20:51 main:574] : INFO : Epoch 1834 | loss: 0.0311881 | val_loss: 0.0311869 | Time: 6917.35 ms [2022-03-13 16:21:02 main:574] : INFO : Epoch 1835 | loss: 0.0311858 | val_loss: 0.0311856 | Time: 10372.5 ms [2022-03-13 16:21:09 main:574] : INFO : Epoch 1836 | loss: 0.0311866 | val_loss: 0.0311876 | Time: 7079.2 ms [2022-03-13 16:21:19 main:574] : INFO : Epoch 1837 | loss: 0.0311875 | val_loss: 0.0311862 | Time: 10386.6 ms [2022-03-13 16:21:31 main:574] : INFO : Epoch 1838 | loss: 0.031186 | val_loss: 0.0311817 | Time: 10963.1 ms [2022-03-13 16:21:41 main:574] : INFO : Epoch 1839 | loss: 0.0311855 | val_loss: 0.03118 | Time: 10545 ms [2022-03-13 16:21:52 main:574] : INFO : Epoch 1840 | loss: 0.0311824 | val_loss: 0.0311776 | Time: 10936.2 ms [2022-03-13 16:21:59 main:574] : INFO : Epoch 1841 | loss: 0.0311844 | val_loss: 0.0311843 | Time: 6947.51 ms [2022-03-13 16:22:09 main:574] : INFO : Epoch 1842 | loss: 0.0311887 | val_loss: 0.0311783 | Time: 10283.5 ms [2022-03-13 16:22:17 main:574] : INFO : Epoch 1843 | loss: 0.0311862 | val_loss: 0.0312024 | Time: 7246.66 ms [2022-03-13 16:22:27 main:574] : INFO : Epoch 1844 | loss: 0.0311889 | val_loss: 0.031178 | Time: 10268.8 ms [2022-03-13 16:22:38 main:574] : INFO : Epoch 1845 | loss: 0.031183 | val_loss: 0.0311785 | Time: 10369.3 ms [2022-03-13 16:22:45 main:574] : INFO : Epoch 1846 | loss: 0.0311827 | val_loss: 0.0311862 | Time: 7136.87 ms [2022-03-13 16:22:56 main:574] : INFO : Epoch 1847 | loss: 0.0311847 | val_loss: 0.0311878 | Time: 11258.8 ms [2022-03-13 16:23:03 main:574] : INFO : Epoch 1848 | loss: 0.0311867 | val_loss: 0.0311777 | Time: 6996.91 ms [2022-03-13 16:23:14 main:574] : INFO : Epoch 1849 | loss: 0.0311795 | val_loss: 0.0311746 | Time: 11046.8 ms [2022-03-13 16:23:22 main:574] : INFO : Epoch 1850 | loss: 0.0311789 | val_loss: 0.0311745 | Time: 7215.71 ms [2022-03-13 16:23:29 main:574] : INFO : Epoch 1851 | loss: 0.0311779 | val_loss: 0.0311848 | Time: 7231.29 ms [2022-03-13 16:23:39 main:574] : INFO : Epoch 1852 | loss: 0.0311821 | val_loss: 0.0311769 | Time: 10133.3 ms [2022-03-13 16:23:50 main:574] : INFO : Epoch 1853 | loss: 0.0311794 | val_loss: 0.0311734 | Time: 11104.7 ms [2022-03-13 16:23:57 main:574] : INFO : Epoch 1854 | loss: 0.0311871 | val_loss: 0.0311831 | Time: 6933.78 ms [2022-03-13 16:24:08 main:574] : INFO : Epoch 1855 | loss: 0.0311796 | val_loss: 0.0311734 | Time: 10970.9 ms [2022-03-13 16:24:15 main:574] : INFO : Epoch 1856 | loss: 0.0311794 | val_loss: 0.0311749 | Time: 6982.45 ms [2022-03-13 16:24:26 main:574] : INFO : Epoch 1857 | loss: 0.0311781 | val_loss: 0.0311845 | Time: 10543.4 ms [2022-03-13 16:24:33 main:574] : INFO : Epoch 1858 | loss: 0.0311834 | val_loss: 0.0311845 | Time: 7248.07 ms [2022-03-13 16:24:44 main:574] : INFO : Epoch 1859 | loss: 0.0311769 | val_loss: 0.0311815 | Time: 10804 ms [2022-03-13 16:24:51 main:574] : INFO : Epoch 1860 | loss: 0.0311795 | val_loss: 0.0311752 | Time: 6988.82 ms [2022-03-13 16:25:02 main:574] : INFO : Epoch 1861 | loss: 0.0311769 | val_loss: 0.0311799 | Time: 10443.4 ms [2022-03-13 16:25:09 main:574] : INFO : Epoch 1862 | loss: 0.0311748 | val_loss: 0.0311757 | Time: 7273.34 ms [2022-03-13 16:25:21 main:574] : INFO : Epoch 1863 | loss: 0.0311713 | val_loss: 0.0311698 | Time: 11172.3 ms [2022-03-13 16:25:28 main:574] : INFO : Epoch 1864 | loss: 0.0311703 | val_loss: 0.0311763 | Time: 6972.27 ms [2022-03-13 16:25:39 main:574] : INFO : Epoch 1865 | loss: 0.0311702 | val_loss: 0.0311701 | Time: 10861.6 ms [2022-03-13 16:25:46 main:574] : INFO : Epoch 1866 | loss: 0.0311711 | val_loss: 0.0311752 | Time: 6991.52 ms [2022-03-13 16:25:56 main:574] : INFO : Epoch 1867 | loss: 0.0311806 | val_loss: 0.0311755 | Time: 10315.4 ms [2022-03-13 16:26:03 main:574] : INFO : Epoch 1868 | loss: 0.0311739 | val_loss: 0.0311722 | Time: 7045.54 ms [2022-03-13 16:26:14 main:574] : INFO : Epoch 1869 | loss: 0.0311719 | val_loss: 0.0311717 | Time: 10362.2 ms [2022-03-13 16:26:21 main:574] : INFO : Epoch 1870 | loss: 0.0311717 | val_loss: 0.0311732 | Time: 7441.83 ms [2022-03-13 16:26:28 main:574] : INFO : Epoch 1871 | loss: 0.0311751 | val_loss: 0.0311727 | Time: 6798.4 ms [2022-03-13 16:26:39 main:574] : INFO : Epoch 1872 | loss: 0.0311756 | val_loss: 0.031169 | Time: 10853.9 ms [2022-03-13 16:26:46 main:574] : INFO : Epoch 1873 | loss: 0.0311756 | val_loss: 0.0311698 | Time: 6974.89 ms [2022-03-13 16:26:53 main:574] : INFO : Epoch 1874 | loss: 0.031168 | val_loss: 0.031173 | Time: 7175.47 ms [2022-03-13 16:27:04 main:574] : INFO : Epoch 1875 | loss: 0.0311694 | val_loss: 0.0311697 | Time: 10665.7 ms [2022-03-13 16:27:11 main:574] : INFO : Epoch 1876 | loss: 0.0311702 | val_loss: 0.031169 | Time: 7313.37 ms [2022-03-13 16:27:23 main:574] : INFO : Epoch 1877 | loss: 0.0311688 | val_loss: 0.0311645 | Time: 11331.8 ms [2022-03-13 16:27:30 main:574] : INFO : Epoch 1878 | loss: 0.0311633 | val_loss: 0.0311762 | Time: 7121.07 ms [2022-03-13 16:27:41 main:574] : INFO : Epoch 1879 | loss: 0.031165 | val_loss: 0.0311676 | Time: 10981.7 ms [2022-03-13 16:27:48 main:574] : INFO : Epoch 1880 | loss: 0.0311746 | val_loss: 0.0311681 | Time: 6877.27 ms [2022-03-13 16:27:58 main:574] : INFO : Epoch 1881 | loss: 0.0311698 | val_loss: 0.0311691 | Time: 10303.9 ms [2022-03-13 16:28:06 main:574] : INFO : Epoch 1882 | loss: 0.0311674 | val_loss: 0.0311656 | Time: 7151.49 ms [2022-03-13 16:28:16 main:574] : INFO : Epoch 1883 | loss: 0.0311721 | val_loss: 0.0311686 | Time: 10356.9 ms [2022-03-13 16:28:26 main:574] : INFO : Epoch 1884 | loss: 0.0311727 | val_loss: 0.0311761 | Time: 10185.2 ms [2022-03-13 16:28:34 main:574] : INFO : Epoch 1885 | loss: 0.0311717 | val_loss: 0.0311729 | Time: 7379.12 ms [2022-03-13 16:28:41 main:574] : INFO : Epoch 1886 | loss: 0.0311658 | val_loss: 0.0311754 | Time: 7133.18 ms [2022-03-13 16:28:48 main:574] : INFO : Epoch 1887 | loss: 0.0311648 | val_loss: 0.0311672 | Time: 7017.75 ms [2022-03-13 16:28:59 main:574] : INFO : Epoch 1888 | loss: 0.0311637 | val_loss: 0.0311699 | Time: 10935.7 ms [2022-03-13 16:29:06 main:574] : INFO : Epoch 1889 | loss: 0.031162 | val_loss: 0.0311723 | Time: 6780.27 ms [2022-03-13 16:29:17 main:574] : INFO : Epoch 1890 | loss: 0.0311632 | val_loss: 0.0311671 | Time: 10671.2 ms [2022-03-13 16:29:24 main:574] : INFO : Epoch 1891 | loss: 0.0311612 | val_loss: 0.0311641 | Time: 7092.28 ms [2022-03-13 16:29:35 main:574] : INFO : Epoch 1892 | loss: 0.0311576 | val_loss: 0.0311644 | Time: 11036 ms [2022-03-13 16:29:42 main:574] : INFO : Epoch 1893 | loss: 0.0311612 | val_loss: 0.0311677 | Time: 6982.97 ms [2022-03-13 16:29:53 main:574] : INFO : Epoch 1894 | loss: 0.0311665 | val_loss: 0.0311656 | Time: 10850.2 ms [2022-03-13 16:30:00 main:574] : INFO : Epoch 1895 | loss: 0.0311646 | val_loss: 0.031167 | Time: 7124.87 ms [2022-03-13 16:30:11 main:574] : INFO : Epoch 1896 | loss: 0.0311628 | val_loss: 0.0311731 | Time: 11084.9 ms [2022-03-13 16:30:18 main:574] : INFO : Epoch 1897 | loss: 0.0311622 | val_loss: 0.0311654 | Time: 6898.86 ms [2022-03-13 16:30:29 main:574] : INFO : Epoch 1898 | loss: 0.0311614 | val_loss: 0.0311642 | Time: 10908.3 ms [2022-03-13 16:30:36 main:574] : INFO : Epoch 1899 | loss: 0.0311598 | val_loss: 0.0311666 | Time: 6843.2 ms [2022-03-13 16:30:47 main:574] : INFO : Epoch 1900 | loss: 0.0311593 | val_loss: 0.031172 | Time: 10938.9 ms [2022-03-13 16:30:54 main:574] : INFO : Epoch 1901 | loss: 0.0311639 | val_loss: 0.03117 | Time: 6921.99 ms [2022-03-13 16:31:04 main:574] : INFO : Epoch 1902 | loss: 0.0311586 | val_loss: 0.0311679 | Time: 9859.99 ms [2022-03-13 16:31:15 main:574] : INFO : Epoch 1903 | loss: 0.0311591 | val_loss: 0.0311689 | Time: 10541 ms [2022-03-13 16:31:22 main:574] : INFO : Epoch 1904 | loss: 0.0311636 | val_loss: 0.031174 | Time: 7206.65 ms [2022-03-13 16:31:33 main:574] : INFO : Epoch 1905 | loss: 0.0311609 | val_loss: 0.0311658 | Time: 11218.2 ms [2022-03-13 16:31:40 main:574] : INFO : Epoch 1906 | loss: 0.0311578 | val_loss: 0.0311653 | Time: 7066.87 ms [2022-03-13 16:31:51 main:574] : INFO : Epoch 1907 | loss: 0.0311615 | val_loss: 0.0311697 | Time: 10254.3 ms [2022-03-13 16:31:58 main:574] : INFO : Epoch 1908 | loss: 0.0311693 | val_loss: 0.0311786 | Time: 7197.02 ms [2022-03-13 16:32:08 main:574] : INFO : Epoch 1909 | loss: 0.0311644 | val_loss: 0.0311685 | Time: 10343.4 ms [2022-03-13 16:32:19 main:574] : INFO : Epoch 1910 | loss: 0.0311611 | val_loss: 0.0311677 | Time: 10569.2 ms [2022-03-13 16:32:26 main:574] : INFO : Epoch 1911 | loss: 0.0311622 | val_loss: 0.0311725 | Time: 7094.69 ms [2022-03-13 16:32:37 main:574] : INFO : Epoch 1912 | loss: 0.0311639 | val_loss: 0.0311771 | Time: 11003.9 ms [2022-03-13 16:32:44 main:574] : INFO : Epoch 1913 | loss: 0.0311595 | val_loss: 0.0311742 | Time: 6980.03 ms [2022-03-13 16:32:52 main:574] : INFO : Epoch 1914 | loss: 0.0311622 | val_loss: 0.0311714 | Time: 7130.35 ms [2022-03-13 16:32:59 main:574] : INFO : Epoch 1915 | loss: 0.0311567 | val_loss: 0.0311635 | Time: 6832.71 ms [2022-03-13 16:33:09 main:574] : INFO : Epoch 1916 | loss: 0.0311591 | val_loss: 0.0311731 | Time: 10735.9 ms [2022-03-13 16:33:16 main:574] : INFO : Epoch 1917 | loss: 0.0311624 | val_loss: 0.0311665 | Time: 6906.25 ms [2022-03-13 16:33:27 main:574] : INFO : Epoch 1918 | loss: 0.0311595 | val_loss: 0.0311663 | Time: 10822.3 ms [2022-03-13 16:33:34 main:574] : INFO : Epoch 1919 | loss: 0.031155 | val_loss: 0.0311663 | Time: 7057.24 ms [2022-03-13 16:33:45 main:574] : INFO : Epoch 1920 | loss: 0.0311568 | val_loss: 0.0311644 | Time: 10916.6 ms [2022-03-13 16:33:53 main:574] : INFO : Epoch 1921 | loss: 0.0311549 | val_loss: 0.0311723 | Time: 7036.14 ms [2022-03-13 16:34:03 main:574] : INFO : Epoch 1922 | loss: 0.0311573 | val_loss: 0.0311736 | Time: 10607.7 ms [2022-03-13 16:34:10 main:574] : INFO : Epoch 1923 | loss: 0.0311556 | val_loss: 0.031166 | Time: 7009.55 ms [2022-03-13 16:34:22 main:574] : INFO : Epoch 1924 | loss: 0.0311567 | val_loss: 0.0311662 | Time: 11132.2 ms [2022-03-13 16:34:29 main:574] : INFO : Epoch 1925 | loss: 0.0311602 | val_loss: 0.0311629 | Time: 7084.16 ms [2022-03-13 16:34:40 main:574] : INFO : Epoch 1926 | loss: 0.0311603 | val_loss: 0.0311837 | Time: 10830.6 ms [2022-03-13 16:34:47 main:574] : INFO : Epoch 1927 | loss: 0.0311596 | val_loss: 0.031164 | Time: 7088.94 ms [2022-03-13 16:34:58 main:574] : INFO : Epoch 1928 | loss: 0.0311554 | val_loss: 0.0311623 | Time: 11046.5 ms [2022-03-13 16:35:05 main:574] : INFO : Epoch 1929 | loss: 0.0311543 | val_loss: 0.0311662 | Time: 6892.09 ms [2022-03-13 16:35:16 main:574] : INFO : Epoch 1930 | loss: 0.0311615 | val_loss: 0.0311674 | Time: 11102.1 ms [2022-03-13 16:35:23 main:574] : INFO : Epoch 1931 | loss: 0.0311615 | val_loss: 0.0311669 | Time: 6965.72 ms [2022-03-13 16:35:30 main:574] : INFO : Epoch 1932 | loss: 0.0311551 | val_loss: 0.0311664 | Time: 7171.31 ms [2022-03-13 16:35:41 main:574] : INFO : Epoch 1933 | loss: 0.0311558 | val_loss: 0.0311641 | Time: 10525.5 ms [2022-03-13 16:35:52 main:574] : INFO : Epoch 1934 | loss: 0.031156 | val_loss: 0.0311714 | Time: 10914.2 ms [2022-03-13 16:35:59 main:574] : INFO : Epoch 1935 | loss: 0.0311564 | val_loss: 0.0311631 | Time: 7078.3 ms [2022-03-13 16:36:06 main:574] : INFO : Epoch 1936 | loss: 0.0311578 | val_loss: 0.0311669 | Time: 7289.62 ms [2022-03-13 16:36:13 main:574] : INFO : Epoch 1937 | loss: 0.0311543 | val_loss: 0.0311817 | Time: 6889.91 ms [2022-03-13 16:36:21 main:574] : INFO : Epoch 1938 | loss: 0.0311542 | val_loss: 0.0311627 | Time: 7150.22 ms [2022-03-13 16:36:28 main:574] : INFO : Epoch 1939 | loss: 0.0311571 | val_loss: 0.031172 | Time: 7330.28 ms [2022-03-13 16:36:35 main:574] : INFO : Epoch 1940 | loss: 0.0311617 | val_loss: 0.031175 | Time: 7066.46 ms [2022-03-13 16:36:45 main:574] : INFO : Epoch 1941 | loss: 0.0311572 | val_loss: 0.0311706 | Time: 10261 ms [2022-03-13 16:36:56 main:574] : INFO : Epoch 1942 | loss: 0.0311532 | val_loss: 0.0311624 | Time: 10884.8 ms [2022-03-13 16:37:03 main:574] : INFO : Epoch 1943 | loss: 0.031152 | val_loss: 0.0311649 | Time: 6849.64 ms [2022-03-13 16:37:13 main:574] : INFO : Epoch 1944 | loss: 0.0311497 | val_loss: 0.0311627 | Time: 10072.7 ms [2022-03-13 16:37:21 main:574] : INFO : Epoch 1945 | loss: 0.0311505 | val_loss: 0.0311663 | Time: 7178.64 ms [2022-03-13 16:37:31 main:574] : INFO : Epoch 1946 | loss: 0.0311511 | val_loss: 0.0311715 | Time: 10184.8 ms [2022-03-13 16:37:42 main:574] : INFO : Epoch 1947 | loss: 0.0311538 | val_loss: 0.0311658 | Time: 10992.9 ms [2022-03-13 16:37:49 main:574] : INFO : Epoch 1948 | loss: 0.0311565 | val_loss: 0.0311648 | Time: 7070.73 ms [2022-03-13 16:38:00 main:574] : INFO : Epoch 1949 | loss: 0.0311478 | val_loss: 0.0311667 | Time: 10909.3 ms [2022-03-13 16:38:07 main:574] : INFO : Epoch 1950 | loss: 0.0311472 | val_loss: 0.0311724 | Time: 7036.36 ms [2022-03-13 16:38:18 main:574] : INFO : Epoch 1951 | loss: 0.0311542 | val_loss: 0.0311648 | Time: 10961.7 ms [2022-03-13 16:38:26 main:574] : INFO : Epoch 1952 | loss: 0.0311491 | val_loss: 0.031164 | Time: 7188.81 ms [2022-03-13 16:38:33 main:574] : INFO : Epoch 1953 | loss: 0.0311502 | val_loss: 0.03118 | Time: 7288.39 ms [2022-03-13 16:38:44 main:574] : INFO : Epoch 1954 | loss: 0.0311545 | val_loss: 0.0311671 | Time: 10579.3 ms [2022-03-13 16:38:54 main:574] : INFO : Epoch 1955 | loss: 0.0311541 | val_loss: 0.0311753 | Time: 10842.6 ms [2022-03-13 16:39:01 main:574] : INFO : Epoch 1956 | loss: 0.0311486 | val_loss: 0.0311663 | Time: 6820.74 ms [2022-03-13 16:39:12 main:574] : INFO : Epoch 1957 | loss: 0.0311498 | val_loss: 0.0311666 | Time: 10805.3 ms [2022-03-13 16:39:19 main:574] : INFO : Epoch 1958 | loss: 0.0311508 | val_loss: 0.0311644 | Time: 7063.44 ms [2022-03-13 16:39:30 main:574] : INFO : Epoch 1959 | loss: 0.0311461 | val_loss: 0.0311664 | Time: 10628.8 ms [2022-03-13 16:39:37 main:574] : INFO : Epoch 1960 | loss: 0.0311455 | val_loss: 0.0311774 | Time: 7056.95 ms [2022-03-13 16:39:48 main:574] : INFO : Epoch 1961 | loss: 0.03115 | val_loss: 0.0311718 | Time: 10366.1 ms [2022-03-13 16:39:55 main:574] : INFO : Epoch 1962 | loss: 0.0311476 | val_loss: 0.0311648 | Time: 7045.6 ms [2022-03-13 16:40:05 main:574] : INFO : Epoch 1963 | loss: 0.0311556 | val_loss: 0.0311709 | Time: 10514.4 ms [2022-03-13 16:40:16 main:574] : INFO : Epoch 1964 | loss: 0.0311593 | val_loss: 0.0311717 | Time: 10874.9 ms [2022-03-13 16:40:23 main:574] : INFO : Epoch 1965 | loss: 0.0311522 | val_loss: 0.0311661 | Time: 6892.89 ms [2022-03-13 16:40:34 main:574] : INFO : Epoch 1966 | loss: 0.0311479 | val_loss: 0.0311674 | Time: 10336.6 ms [2022-03-13 16:40:44 main:574] : INFO : Epoch 1967 | loss: 0.0311448 | val_loss: 0.0311682 | Time: 10067.7 ms [2022-03-13 16:40:51 main:574] : INFO : Epoch 1968 | loss: 0.0311436 | val_loss: 0.0311639 | Time: 7240.43 ms [2022-03-13 16:41:03 main:574] : INFO : Epoch 1969 | loss: 0.0311474 | val_loss: 0.0311662 | Time: 11008.6 ms [2022-03-13 16:41:10 main:574] : INFO : Epoch 1970 | loss: 0.0311492 | val_loss: 0.0311671 | Time: 6905.97 ms [2022-03-13 16:41:21 main:574] : INFO : Epoch 1971 | loss: 0.0311519 | val_loss: 0.0311676 | Time: 10916.4 ms [2022-03-13 16:41:28 main:574] : INFO : Epoch 1972 | loss: 0.0311488 | val_loss: 0.0311667 | Time: 7009.18 ms [2022-03-13 16:41:35 main:574] : INFO : Epoch 1973 | loss: 0.0311462 | val_loss: 0.031167 | Time: 7131.44 ms [2022-03-13 16:41:42 main:574] : INFO : Epoch 1974 | loss: 0.0311469 | val_loss: 0.0311672 | Time: 6895.29 ms [2022-03-13 16:41:53 main:574] : INFO : Epoch 1975 | loss: 0.0311465 | val_loss: 0.0311663 | Time: 10705.4 ms [2022-03-13 16:42:00 main:574] : INFO : Epoch 1976 | loss: 0.0311488 | val_loss: 0.0311656 | Time: 6931.62 ms [2022-03-13 16:42:11 main:574] : INFO : Epoch 1977 | loss: 0.0311471 | val_loss: 0.0311662 | Time: 10915.7 ms [2022-03-13 16:42:18 main:574] : INFO : Epoch 1978 | loss: 0.0311497 | val_loss: 0.0311662 | Time: 6956.37 ms [2022-03-13 16:42:28 main:574] : INFO : Epoch 1979 | loss: 0.0311473 | val_loss: 0.0311639 | Time: 10342 ms [2022-03-13 16:42:35 main:574] : INFO : Epoch 1980 | loss: 0.0311565 | val_loss: 0.0311771 | Time: 7115.64 ms [2022-03-13 16:42:46 main:574] : INFO : Epoch 1981 | loss: 0.0311558 | val_loss: 0.0311649 | Time: 10407.7 ms [2022-03-13 16:42:53 main:574] : INFO : Epoch 1982 | loss: 0.0311514 | val_loss: 0.0311646 | Time: 7185.41 ms [2022-03-13 16:43:00 main:574] : INFO : Epoch 1983 | loss: 0.0311501 | val_loss: 0.031169 | Time: 7016.06 ms [2022-03-13 16:43:11 main:574] : INFO : Epoch 1984 | loss: 0.0311489 | val_loss: 0.0311639 | Time: 10527.9 ms [2022-03-13 16:43:18 main:574] : INFO : Epoch 1985 | loss: 0.0311489 | val_loss: 0.0311665 | Time: 7014.35 ms [2022-03-13 16:43:28 main:574] : INFO : Epoch 1986 | loss: 0.0311521 | val_loss: 0.0311729 | Time: 10470.8 ms [2022-03-13 16:43:36 main:574] : INFO : Epoch 1987 | loss: 0.0311448 | val_loss: 0.0311689 | Time: 7078.97 ms [2022-03-13 16:43:47 main:574] : INFO : Epoch 1988 | loss: 0.0311446 | val_loss: 0.0311663 | Time: 11167.6 ms [2022-03-13 16:43:54 main:574] : INFO : Epoch 1989 | loss: 0.0311478 | val_loss: 0.0311666 | Time: 7068.78 ms [2022-03-13 16:44:05 main:574] : INFO : Epoch 1990 | loss: 0.0311479 | val_loss: 0.0311655 | Time: 10810.2 ms [2022-03-13 16:44:12 main:574] : INFO : Epoch 1991 | loss: 0.0311446 | val_loss: 0.0311681 | Time: 7122.5 ms [2022-03-13 16:44:19 main:574] : INFO : Epoch 1992 | loss: 0.0311466 | val_loss: 0.0311734 | Time: 7079.94 ms [2022-03-13 16:44:26 main:574] : INFO : Epoch 1993 | loss: 0.0311468 | val_loss: 0.0311823 | Time: 6872.28 ms [2022-03-13 16:44:37 main:574] : INFO : Epoch 1994 | loss: 0.0311593 | val_loss: 0.0311746 | Time: 11014.6 ms [2022-03-13 16:44:44 main:574] : INFO : Epoch 1995 | loss: 0.0311527 | val_loss: 0.0311826 | Time: 6899.18 ms [2022-03-13 16:44:52 main:574] : INFO : Epoch 1996 | loss: 0.0311489 | val_loss: 0.0311753 | Time: 7203.89 ms [2022-03-13 16:45:03 main:574] : INFO : Epoch 1997 | loss: 0.0311471 | val_loss: 0.0311729 | Time: 11112.9 ms [2022-03-13 16:45:10 main:574] : INFO : Epoch 1998 | loss: 0.0311535 | val_loss: 0.0311698 | Time: 7073.97 ms [2022-03-13 16:45:21 main:574] : INFO : Epoch 1999 | loss: 0.0311488 | val_loss: 0.0311731 | Time: 11034.1 ms [2022-03-13 16:45:28 main:574] : INFO : Epoch 2000 | loss: 0.0311471 | val_loss: 0.0311668 | Time: 7013.11 ms [2022-03-13 16:45:39 main:574] : INFO : Epoch 2001 | loss: 0.0311493 | val_loss: 0.0311695 | Time: 10613.2 ms [2022-03-13 16:45:46 main:574] : INFO : Epoch 2002 | loss: 0.0311476 | val_loss: 0.0311723 | Time: 7094.23 ms [2022-03-13 16:45:57 main:574] : INFO : Epoch 2003 | loss: 0.0311553 | val_loss: 0.0311721 | Time: 11026.2 ms [2022-03-13 16:46:04 main:574] : INFO : Epoch 2004 | loss: 0.0311545 | val_loss: 0.0311776 | Time: 7054.36 ms [2022-03-13 16:46:15 main:574] : INFO : Epoch 2005 | loss: 0.0311598 | val_loss: 0.0311771 | Time: 10403.8 ms [2022-03-13 16:46:22 main:574] : INFO : Epoch 2006 | loss: 0.0311566 | val_loss: 0.0311825 | Time: 7189.84 ms [2022-03-13 16:46:32 main:574] : INFO : Epoch 2007 | loss: 0.0311553 | val_loss: 0.0311698 | Time: 10142.6 ms [2022-03-13 16:46:43 main:574] : INFO : Epoch 2008 | loss: 0.0311519 | val_loss: 0.0311713 | Time: 10800.8 ms [2022-03-13 16:46:50 main:574] : INFO : Epoch 2009 | loss: 0.0311574 | val_loss: 0.0311696 | Time: 6960.79 ms [2022-03-13 16:47:00 main:574] : INFO : Epoch 2010 | loss: 0.0311575 | val_loss: 0.0311645 | Time: 10430.3 ms [2022-03-13 16:47:11 main:574] : INFO : Epoch 2011 | loss: 0.0311532 | val_loss: 0.0311662 | Time: 10900 ms [2022-03-13 16:47:18 main:574] : INFO : Epoch 2012 | loss: 0.0311509 | val_loss: 0.0311642 | Time: 6873.83 ms [2022-03-13 16:47:29 main:574] : INFO : Epoch 2013 | loss: 0.0311505 | val_loss: 0.0311733 | Time: 10685.7 ms [2022-03-13 16:47:36 main:574] : INFO : Epoch 2014 | loss: 0.0311501 | val_loss: 0.0311641 | Time: 7018.27 ms [2022-03-13 16:47:47 main:574] : INFO : Epoch 2015 | loss: 0.0311496 | val_loss: 0.0311672 | Time: 11122.1 ms [2022-03-13 16:47:55 main:574] : INFO : Epoch 2016 | loss: 0.0311493 | val_loss: 0.031168 | Time: 7108.55 ms [2022-03-13 16:48:05 main:574] : INFO : Epoch 2017 | loss: 0.0311476 | val_loss: 0.0311648 | Time: 10412.2 ms [2022-03-13 16:48:12 main:574] : INFO : Epoch 2018 | loss: 0.0311447 | val_loss: 0.0311694 | Time: 7081.89 ms [2022-03-13 16:48:23 main:574] : INFO : Epoch 2019 | loss: 0.0311465 | val_loss: 0.0311668 | Time: 10106.8 ms [2022-03-13 16:48:34 main:574] : INFO : Epoch 2020 | loss: 0.031143 | val_loss: 0.0311671 | Time: 10848.4 ms [2022-03-13 16:48:41 main:574] : INFO : Epoch 2021 | loss: 0.031144 | val_loss: 0.0311613 | Time: 7019.69 ms [2022-03-13 16:48:51 main:574] : INFO : Epoch 2022 | loss: 0.0311454 | val_loss: 0.031164 | Time: 10149.3 ms [2022-03-13 16:49:02 main:574] : INFO : Epoch 2023 | loss: 0.0311454 | val_loss: 0.031165 | Time: 10752.2 ms [2022-03-13 16:49:09 main:574] : INFO : Epoch 2024 | loss: 0.0311412 | val_loss: 0.0311699 | Time: 7007.26 ms [2022-03-13 16:49:20 main:574] : INFO : Epoch 2025 | loss: 0.0311443 | val_loss: 0.0311779 | Time: 10747.7 ms [2022-03-13 16:49:27 main:574] : INFO : Epoch 2026 | loss: 0.0311421 | val_loss: 0.0311672 | Time: 6967.95 ms [2022-03-13 16:49:38 main:574] : INFO : Epoch 2027 | loss: 0.0311404 | val_loss: 0.0311677 | Time: 10853.5 ms [2022-03-13 16:49:45 main:574] : INFO : Epoch 2028 | loss: 0.0311396 | val_loss: 0.0311661 | Time: 6993.03 ms [2022-03-13 16:49:56 main:574] : INFO : Epoch 2029 | loss: 0.0311391 | val_loss: 0.03117 | Time: 10736.8 ms [2022-03-13 16:50:03 main:574] : INFO : Epoch 2030 | loss: 0.0311428 | val_loss: 0.0311758 | Time: 7055.64 ms [2022-03-13 16:50:14 main:574] : INFO : Epoch 2031 | loss: 0.0311387 | val_loss: 0.0311664 | Time: 11081.3 ms [2022-03-13 16:50:21 main:574] : INFO : Epoch 2032 | loss: 0.0311448 | val_loss: 0.0311715 | Time: 7121.12 ms [2022-03-13 16:50:32 main:574] : INFO : Epoch 2033 | loss: 0.0311493 | val_loss: 0.0311727 | Time: 10852.1 ms [2022-03-13 16:50:39 main:574] : INFO : Epoch 2034 | loss: 0.0311524 | val_loss: 0.0311743 | Time: 7125.4 ms [2022-03-13 16:50:47 main:574] : INFO : Epoch 2035 | loss: 0.0311585 | val_loss: 0.0311704 | Time: 7365 ms [2022-03-13 16:50:57 main:574] : INFO : Epoch 2036 | loss: 0.0311538 | val_loss: 0.0311677 | Time: 10325.4 ms [2022-03-13 16:51:08 main:574] : INFO : Epoch 2037 | loss: 0.0311457 | val_loss: 0.0311712 | Time: 10893.7 ms [2022-03-13 16:51:15 main:574] : INFO : Epoch 2038 | loss: 0.0311475 | val_loss: 0.031176 | Time: 7021.07 ms [2022-03-13 16:51:26 main:574] : INFO : Epoch 2039 | loss: 0.0311497 | val_loss: 0.0311646 | Time: 10875.2 ms [2022-03-13 16:51:33 main:574] : INFO : Epoch 2040 | loss: 0.0311478 | val_loss: 0.0311659 | Time: 6877.38 ms [2022-03-13 16:51:40 main:574] : INFO : Epoch 2041 | loss: 0.0311479 | val_loss: 0.0311622 | Time: 7081.95 ms [2022-03-13 16:51:47 main:574] : INFO : Epoch 2042 | loss: 0.031146 | val_loss: 0.0311671 | Time: 6877.97 ms [2022-03-13 16:51:58 main:574] : INFO : Epoch 2043 | loss: 0.0311434 | val_loss: 0.0311658 | Time: 10939.8 ms [2022-03-13 16:52:06 main:574] : INFO : Epoch 2044 | loss: 0.0311429 | val_loss: 0.0311642 | Time: 7599.58 ms [2022-03-13 16:52:13 main:574] : INFO : Epoch 2045 | loss: 0.0311404 | val_loss: 0.0311658 | Time: 7132.58 ms [2022-03-13 16:52:24 main:574] : INFO : Epoch 2046 | loss: 0.0311407 | val_loss: 0.0311657 | Time: 10315.1 ms [2022-03-13 16:52:35 main:574] : INFO : Epoch 2047 | loss: 0.0311386 | val_loss: 0.0311684 | Time: 10959.5 ms [2022-03-13 16:52:42 main:574] : INFO : Epoch 2048 | loss: 0.0311396 | val_loss: 0.0311666 | Time: 6903.48 ms [2022-03-13 16:52:42 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311666 [2022-03-13 16:52:42 main:603] : INFO : Saving end state to config to file [2022-03-13 16:52:42 main:608] : INFO : Success, exiting.. 16:52:42 (2728): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)