Task 9207839
| Name | ParityModified-1636180456-28585-3-0_0 |
| Workunit | 6642864 |
| Created | 26 Nov 2021, 22:13:36 UTC |
| Sent | 4 Dec 2021, 18:21:11 UTC |
| Report deadline | 12 Dec 2021, 18:21:11 UTC |
| Received | 20 Apr 2022, 13:16:06 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16800 |
| Run time | 5 hours 16 min 49 sec |
| CPU time | 5 hours 15 min 9 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 11,249.12 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.88 GB |
| Peak swap size | 4.68 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> current Layers: 4 [2022-04-20 11:19:55 main:483] : INFO : # Backend Layers: 4 [2022-04-20 11:19:55 main:484] : INFO : # Threads: 1 [2022-04-20 11:19:55 main:486] : INFO : Preparing Dataset [2022-04-20 11:19:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-20 11:19:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3070 Ti) [2022-04-20 11:24:56 main:435] : INFO : Set logging level to 1 [2022-04-20 11:24:56 main:441] : INFO : Running in BOINC Client mode [2022-04-20 11:24:56 main:444] : INFO : Resolving all filenames [2022-04-20 11:24:56 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-20 11:24:56 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-20 11:24:56 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-20 11:24:56 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-20 11:24:56 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-20 11:24:56 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-20 11:24:56 main:474] : INFO : Configuration: [2022-04-20 11:24:56 main:475] : INFO : Model type: GRU [2022-04-20 11:24:56 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-20 11:24:56 main:477] : INFO : Max Epochs: 2048 [2022-04-20 11:24:56 main:478] : INFO : Batch Size: 128 [2022-04-20 11:24:56 main:479] : INFO : Learning Rate: 0.01 [2022-04-20 11:24:56 main:480] : INFO : Patience: 10 [2022-04-20 11:24:56 main:481] : INFO : Hidden Width: 12 [2022-04-20 11:24:56 main:482] : INFO : # Recurrent Layers: 4 [2022-04-20 11:24:56 main:483] : INFO : # Backend Layers: 4 [2022-04-20 11:24:56 main:484] : INFO : # Threads: 1 [2022-04-20 11:24:56 main:486] : INFO : Preparing Dataset [2022-04-20 11:24:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-20 11:24:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-20 11:47:18 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-20 11:47:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-20 11:47:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-20 11:47:18 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-20 11:47:18 main:494] : INFO : Creating Model [2022-04-20 11:47:18 main:507] : INFO : Preparing config file [2022-04-20 11:47:18 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-20 11:47:18 main:512] : INFO : Loading config [2022-04-20 11:47:18 main:514] : INFO : Loading state [2022-04-20 12:09:45 main:559] : INFO : Loading DataLoader into Memory [2022-04-20 12:09:45 main:562] : INFO : Starting Training [2022-04-20 12:11:36 main:574] : INFO : Epoch 1660 | loss: 0.0312821 | val_loss: 0.0311941 | Time: 110876 ms [2022-04-20 12:11:37 main:574] : INFO : Epoch 1661 | loss: 0.0311604 | val_loss: 0.0311603 | Time: 1577.43 ms [2022-04-20 12:11:39 main:574] : INFO : Epoch 1662 | loss: 0.0311402 | val_loss: 0.0311523 | Time: 1585.05 ms [2022-04-20 12:11:40 main:574] : INFO : Epoch 1663 | loss: 0.0311351 | val_loss: 0.0311529 | Time: 1551.7 ms [2022-04-20 12:11:42 main:574] : INFO : Epoch 1664 | loss: 0.0311346 | val_loss: 0.0311515 | Time: 1594.05 ms [2022-04-20 12:11:43 main:574] : INFO : Epoch 1665 | loss: 0.0311333 | val_loss: 0.0311514 | Time: 1571.59 ms [2022-04-20 12:11:45 main:574] : INFO : Epoch 1666 | loss: 0.0311342 | val_loss: 0.0311615 | Time: 1686.36 ms [2022-04-20 12:11:47 main:574] : INFO : Epoch 1667 | loss: 0.0311344 | val_loss: 0.0311505 | Time: 1597.48 ms [2022-04-20 12:11:48 main:574] : INFO : Epoch 1668 | loss: 0.0311361 | val_loss: 0.0311494 | Time: 1557.05 ms [2022-04-20 12:11:50 main:574] : INFO : Epoch 1669 | loss: 0.0311358 | val_loss: 0.0311498 | Time: 1580.07 ms [2022-04-20 12:11:51 main:574] : INFO : Epoch 1670 | loss: 0.0311334 | val_loss: 0.0311501 | Time: 1584.53 ms [2022-04-20 12:11:53 main:574] : INFO : Epoch 1671 | loss: 0.031137 | val_loss: 0.0311523 | Time: 1568.97 ms [2022-04-20 12:11:55 main:574] : INFO : Epoch 1672 | loss: 0.0311359 | val_loss: 0.0311504 | Time: 1586.64 ms [2022-04-20 12:11:56 main:574] : INFO : Epoch 1673 | loss: 0.0311325 | val_loss: 0.0311503 | Time: 1542.42 ms [2022-04-20 12:11:58 main:574] : INFO : Epoch 1674 | loss: 0.0311305 | val_loss: 0.0311489 | Time: 1556.15 ms [2022-04-20 12:11:59 main:574] : INFO : Epoch 1675 | loss: 0.0311289 | val_loss: 0.031148 | Time: 1592.74 ms [2022-04-20 12:12:01 main:574] : INFO : Epoch 1676 | loss: 0.0311315 | val_loss: 0.0311481 | Time: 1537.44 ms [2022-04-20 12:12:02 main:574] : INFO : Epoch 1677 | loss: 0.0311344 | val_loss: 0.0311526 | Time: 1554.71 ms [2022-04-20 12:12:04 main:574] : INFO : Epoch 1678 | loss: 0.0311326 | val_loss: 0.0311511 | Time: 1580.66 ms [2022-04-20 12:12:06 main:574] : INFO : Epoch 1679 | loss: 0.0311305 | val_loss: 0.0311528 | Time: 1537.8 ms [2022-04-20 12:12:07 main:574] : INFO : Epoch 1680 | loss: 0.0311316 | val_loss: 0.0311504 | Time: 1545.74 ms [2022-04-20 12:12:09 main:574] : INFO : Epoch 1681 | loss: 0.0311317 | val_loss: 0.0311496 | Time: 1559.67 ms [2022-04-20 12:12:10 main:574] : INFO : Epoch 1682 | loss: 0.0311299 | val_loss: 0.0311497 | Time: 1528.44 ms [2022-04-20 12:12:12 main:574] : INFO : Epoch 1683 | loss: 0.0311302 | val_loss: 0.0311505 | Time: 1598.13 ms [2022-04-20 12:12:13 main:574] : INFO : Epoch 1684 | loss: 0.0311308 | val_loss: 0.0311514 | Time: 1600.5 ms [2022-04-20 12:12:15 main:574] : INFO : Epoch 1685 | loss: 0.0311302 | val_loss: 0.0311533 | Time: 1582.81 ms [2022-04-20 12:12:17 main:574] : INFO : Epoch 1686 | loss: 0.0311306 | val_loss: 0.0311512 | Time: 1540.46 ms [2022-04-20 12:12:18 main:574] : INFO : Epoch 1687 | loss: 0.0311317 | val_loss: 0.0311521 | Time: 1593.31 ms [2022-04-20 12:12:20 main:574] : INFO : Epoch 1688 | loss: 0.0311296 | val_loss: 0.0311517 | Time: 1614.72 ms [2022-04-20 12:12:21 main:574] : INFO : Epoch 1689 | loss: 0.0311291 | val_loss: 0.0311573 | Time: 1579.23 ms [2022-04-20 12:12:23 main:574] : INFO : Epoch 1690 | loss: 0.0311345 | val_loss: 0.0311522 | Time: 1534.13 ms [2022-04-20 12:12:25 main:574] : INFO : Epoch 1691 | loss: 0.0311298 | val_loss: 0.0311625 | Time: 1582.86 ms [2022-04-20 12:12:26 main:574] : INFO : Epoch 1692 | loss: 0.0311297 | val_loss: 0.0311498 | Time: 1498.35 ms [2022-04-20 12:12:28 main:574] : INFO : Epoch 1693 | loss: 0.0311389 | val_loss: 0.0311589 | Time: 1474.91 ms [2022-04-20 12:12:29 main:574] : INFO : Epoch 1694 | loss: 0.0311492 | val_loss: 0.0311566 | Time: 1498.98 ms [2022-04-20 12:12:31 main:574] : INFO : Epoch 1695 | loss: 0.0311447 | val_loss: 0.0311575 | Time: 1510.68 ms [2022-04-20 12:12:32 main:574] : INFO : Epoch 1696 | loss: 0.0311431 | val_loss: 0.0311549 | Time: 1492.41 ms [2022-04-20 12:12:34 main:574] : INFO : Epoch 1697 | loss: 0.0311394 | val_loss: 0.0311567 | Time: 1486.59 ms [2022-04-20 12:12:35 main:574] : INFO : Epoch 1698 | loss: 0.0311411 | val_loss: 0.0311559 | Time: 1481.85 ms [2022-04-20 12:12:37 main:574] : INFO : Epoch 1699 | loss: 0.0311397 | val_loss: 0.0311507 | Time: 1505.63 ms [2022-04-20 12:12:38 main:574] : INFO : Epoch 1700 | loss: 0.0311377 | val_loss: 0.0311515 | Time: 1565.97 ms [2022-04-20 12:12:40 main:574] : INFO : Epoch 1701 | loss: 0.0311371 | val_loss: 0.0311566 | Time: 1527.01 ms [2022-04-20 12:12:41 main:574] : INFO : Epoch 1702 | loss: 0.0311374 | val_loss: 0.0311525 | Time: 1544.12 ms [2022-04-20 12:12:43 main:574] : INFO : Epoch 1703 | loss: 0.0311368 | val_loss: 0.031153 | Time: 1556 ms [2022-04-20 12:12:44 main:574] : INFO : Epoch 1704 | loss: 0.031136 | val_loss: 0.0311524 | Time: 1580.12 ms [2022-04-20 12:12:46 main:574] : INFO : Epoch 1705 | loss: 0.0311362 | val_loss: 0.0311557 | Time: 1532.88 ms [2022-04-20 12:12:47 main:574] : INFO : Epoch 1706 | loss: 0.0311349 | val_loss: 0.0311539 | Time: 1567.11 ms [2022-04-20 12:12:49 main:574] : INFO : Epoch 1707 | loss: 0.0311333 | val_loss: 0.0311514 | Time: 1525.43 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3070 Ti) [2022-04-20 12:16:52 main:435] : INFO : Set logging level to 1 [2022-04-20 12:16:52 main:441] : INFO : Running in BOINC Client mode [2022-04-20 12:16:52 main:444] : INFO : Resolving all filenames [2022-04-20 12:16:52 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-20 12:16:52 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-20 12:16:52 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-20 12:16:52 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-20 12:16:52 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-20 12:16:52 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-20 12:16:52 main:474] : INFO : Configuration: [2022-04-20 12:16:52 main:475] : INFO : Model type: GRU [2022-04-20 12:16:52 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-20 12:16:52 main:477] : INFO : Max Epochs: 2048 [2022-04-20 12:16:52 main:478] : INFO : Batch Size: 128 [2022-04-20 12:16:52 main:479] : INFO : Learning Rate: 0.01 [2022-04-20 12:16:52 main:480] : INFO : Patience: 10 [2022-04-20 12:16:52 main:481] : INFO : Hidden Width: 12 [2022-04-20 12:16:52 main:482] : INFO : # Recurrent Layers: 4 [2022-04-20 12:16:52 main:483] : INFO : # Backend Layers: 4 [2022-04-20 12:16:52 main:484] : INFO : # Threads: 1 [2022-04-20 12:16:52 main:486] : INFO : Preparing Dataset [2022-04-20 12:16:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-20 12:16:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3070 Ti) [2022-04-20 12:21:50 main:435] : INFO : Set logging level to 1 [2022-04-20 12:21:50 main:441] : INFO : Running in BOINC Client mode [2022-04-20 12:21:50 main:444] : INFO : Resolving all filenames [2022-04-20 12:21:50 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-20 12:21:50 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-20 12:21:50 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-20 12:21:50 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-20 12:21:50 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-20 12:21:50 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-20 12:21:50 main:474] : INFO : Configuration: [2022-04-20 12:21:50 main:475] : INFO : Model type: GRU [2022-04-20 12:21:50 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-20 12:21:50 main:477] : INFO : Max Epochs: 2048 [2022-04-20 12:21:50 main:478] : INFO : Batch Size: 128 [2022-04-20 12:21:50 main:479] : INFO : Learning Rate: 0.01 [2022-04-20 12:21:50 main:480] : INFO : Patience: 10 [2022-04-20 12:21:50 main:481] : INFO : Hidden Width: 12 [2022-04-20 12:21:51 main:482] : INFO : # Recurrent Layers: 4 [2022-04-20 12:21:51 main:483] : INFO : # Backend Layers: 4 [2022-04-20 12:21:51 main:484] : INFO : # Threads: 1 [2022-04-20 12:21:51 main:486] : INFO : Preparing Dataset [2022-04-20 12:21:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-20 12:21:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-20 12:43:20 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-20 12:43:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-20 12:43:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-20 12:43:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-20 12:43:20 main:494] : INFO : Creating Model [2022-04-20 12:43:20 main:507] : INFO : Preparing config file [2022-04-20 12:43:20 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-20 12:43:20 main:512] : INFO : Loading config [2022-04-20 12:43:20 main:514] : INFO : Loading state [2022-04-20 13:04:29 main:559] : INFO : Loading DataLoader into Memory [2022-04-20 13:04:29 main:562] : INFO : Starting Training [2022-04-20 13:06:09 main:574] : INFO : Epoch 1661 | loss: 0.0312236 | val_loss: 0.0311685 | Time: 100047 ms [2022-04-20 13:06:10 main:574] : INFO : Epoch 1662 | loss: 0.0311437 | val_loss: 0.0311547 | Time: 1544.43 ms [2022-04-20 13:06:12 main:574] : INFO : Epoch 1663 | loss: 0.0311379 | val_loss: 0.0311517 | Time: 1445.43 ms [2022-04-20 13:06:13 main:574] : INFO : Epoch 1664 | loss: 0.0311331 | val_loss: 0.0311491 | Time: 1435.12 ms [2022-04-20 13:06:15 main:574] : INFO : Epoch 1665 | loss: 0.0311322 | val_loss: 0.0311509 | Time: 1458.57 ms [2022-04-20 13:06:16 main:574] : INFO : Epoch 1666 | loss: 0.0311321 | val_loss: 0.0311527 | Time: 1521.61 ms [2022-04-20 13:06:18 main:574] : INFO : Epoch 1667 | loss: 0.0311314 | val_loss: 0.0311616 | Time: 1425.36 ms [2022-04-20 13:06:19 main:574] : INFO : Epoch 1668 | loss: 0.0311362 | val_loss: 0.031153 | Time: 1449.77 ms [2022-04-20 13:06:21 main:574] : INFO : Epoch 1669 | loss: 0.031131 | val_loss: 0.0311511 | Time: 1451.18 ms [2022-04-20 13:06:22 main:574] : INFO : Epoch 1670 | loss: 0.0311309 | val_loss: 0.0311514 | Time: 1433.53 ms [2022-04-20 13:06:24 main:574] : INFO : Epoch 1671 | loss: 0.0311312 | val_loss: 0.0311543 | Time: 1622.87 ms [2022-04-20 13:06:25 main:574] : INFO : Epoch 1672 | loss: 0.0311336 | val_loss: 0.0311508 | Time: 1428.98 ms [2022-04-20 13:06:26 main:574] : INFO : Epoch 1673 | loss: 0.0311284 | val_loss: 0.0311546 | Time: 1449.12 ms [2022-04-20 13:06:28 main:574] : INFO : Epoch 1674 | loss: 0.0311278 | val_loss: 0.0311505 | Time: 1473.44 ms [2022-04-20 13:06:30 main:574] : INFO : Epoch 1675 | loss: 0.031128 | val_loss: 0.0311526 | Time: 1542.62 ms [2022-04-20 13:06:31 main:574] : INFO : Epoch 1676 | loss: 0.0311304 | val_loss: 0.0311492 | Time: 1473.91 ms [2022-04-20 13:06:32 main:574] : INFO : Epoch 1677 | loss: 0.0311305 | val_loss: 0.0311554 | Time: 1474.11 ms [2022-04-20 13:06:34 main:574] : INFO : Epoch 1678 | loss: 0.0311308 | val_loss: 0.031153 | Time: 1462.53 ms [2022-04-20 13:06:35 main:574] : INFO : Epoch 1679 | loss: 0.0311308 | val_loss: 0.0311516 | Time: 1488.19 ms [2022-04-20 13:06:37 main:574] : INFO : Epoch 1680 | loss: 0.0311305 | val_loss: 0.0311514 | Time: 1537.41 ms [2022-04-20 13:06:38 main:574] : INFO : Epoch 1681 | loss: 0.0311286 | val_loss: 0.0311532 | Time: 1398.78 ms [2022-04-20 13:06:40 main:574] : INFO : Epoch 1682 | loss: 0.0311284 | val_loss: 0.0311541 | Time: 1466.55 ms [2022-04-20 13:06:41 main:574] : INFO : Epoch 1683 | loss: 0.0311279 | val_loss: 0.0311515 | Time: 1449.34 ms [2022-04-20 13:06:43 main:574] : INFO : Epoch 1684 | loss: 0.0311279 | val_loss: 0.0311538 | Time: 1554.39 ms [2022-04-20 13:06:44 main:574] : INFO : Epoch 1685 | loss: 0.031136 | val_loss: 0.0311493 | Time: 1478.07 ms [2022-04-20 13:06:46 main:574] : INFO : Epoch 1686 | loss: 0.0311284 | val_loss: 0.0311563 | Time: 1459.78 ms [2022-04-20 13:06:47 main:574] : INFO : Epoch 1687 | loss: 0.0311285 | val_loss: 0.03115 | Time: 1427.12 ms [2022-04-20 13:06:49 main:574] : INFO : Epoch 1688 | loss: 0.0311301 | val_loss: 0.03115 | Time: 1463.81 ms [2022-04-20 13:06:50 main:574] : INFO : Epoch 1689 | loss: 0.0311311 | val_loss: 0.0311536 | Time: 1547.86 ms [2022-04-20 13:06:52 main:574] : INFO : Epoch 1690 | loss: 0.0311321 | val_loss: 0.0311556 | Time: 1483.8 ms [2022-04-20 13:06:53 main:574] : INFO : Epoch 1691 | loss: 0.0311296 | val_loss: 0.0311519 | Time: 1448.49 ms [2022-04-20 13:06:55 main:574] : INFO : Epoch 1692 | loss: 0.0311305 | val_loss: 0.031152 | Time: 1444.47 ms [2022-04-20 13:06:56 main:574] : INFO : Epoch 1693 | loss: 0.0311304 | val_loss: 0.0311491 | Time: 1538.65 ms [2022-04-20 13:06:58 main:574] : INFO : Epoch 1694 | loss: 0.0311311 | val_loss: 0.0311533 | Time: 1452.11 ms [2022-04-20 13:06:59 main:574] : INFO : Epoch 1695 | loss: 0.0311373 | val_loss: 0.0311496 | Time: 1414.65 ms [2022-04-20 13:07:01 main:574] : INFO : Epoch 1696 | loss: 0.031138 | val_loss: 0.0311576 | Time: 1467.86 ms [2022-04-20 13:07:02 main:574] : INFO : Epoch 1697 | loss: 0.0311397 | val_loss: 0.031156 | Time: 1441.5 ms [2022-04-20 13:07:04 main:574] : INFO : Epoch 1698 | loss: 0.0311368 | val_loss: 0.0311497 | Time: 1529.91 ms [2022-04-20 13:07:05 main:574] : INFO : Epoch 1699 | loss: 0.0311334 | val_loss: 0.0311503 | Time: 1474.23 ms [2022-04-20 13:07:07 main:574] : INFO : Epoch 1700 | loss: 0.0311335 | val_loss: 0.0311507 | Time: 1477.61 ms [2022-04-20 13:07:08 main:574] : INFO : Epoch 1701 | loss: 0.0311319 | val_loss: 0.0311501 | Time: 1418.97 ms [2022-04-20 13:07:10 main:574] : INFO : Epoch 1702 | loss: 0.0311308 | val_loss: 0.0311509 | Time: 1578.23 ms [2022-04-20 13:07:11 main:574] : INFO : Epoch 1703 | loss: 0.0311307 | val_loss: 0.0311505 | Time: 1436.11 ms [2022-04-20 13:07:12 main:574] : INFO : Epoch 1704 | loss: 0.0311304 | val_loss: 0.0311519 | Time: 1491.05 ms [2022-04-20 13:07:14 main:574] : INFO : Epoch 1705 | loss: 0.0311293 | val_loss: 0.0311505 | Time: 1503.15 ms [2022-04-20 13:07:15 main:574] : INFO : Epoch 1706 | loss: 0.0311304 | val_loss: 0.0311513 | Time: 1457.66 ms [2022-04-20 13:07:17 main:574] : INFO : Epoch 1707 | loss: 0.0311304 | val_loss: 0.0311512 | Time: 1579.51 ms [2022-04-20 13:07:19 main:574] : INFO : Epoch 1708 | loss: 0.0311276 | val_loss: 0.0311531 | Time: 1739.1 ms [2022-04-20 13:07:21 main:574] : INFO : Epoch 1709 | loss: 0.0311284 | val_loss: 0.0311533 | Time: 1822.21 ms [2022-04-20 13:07:22 main:574] : INFO : Epoch 1710 | loss: 0.0311261 | val_loss: 0.0311528 | Time: 1622.04 ms [2022-04-20 13:07:24 main:574] : INFO : Epoch 1711 | loss: 0.0311282 | val_loss: 0.0311533 | Time: 1680.47 ms [2022-04-20 13:07:26 main:574] : INFO : Epoch 1712 | loss: 0.0311279 | val_loss: 0.0311537 | Time: 1616.32 ms [2022-04-20 13:07:27 main:574] : INFO : Epoch 1713 | loss: 0.0311266 | val_loss: 0.0311537 | Time: 1518.72 ms [2022-04-20 13:07:29 main:574] : INFO : Epoch 1714 | loss: 0.0311262 | val_loss: 0.0311517 | Time: 1527.8 ms [2022-04-20 13:07:30 main:574] : INFO : Epoch 1715 | loss: 0.0311266 | val_loss: 0.0311668 | Time: 1605.62 ms [2022-04-20 13:07:32 main:574] : INFO : Epoch 1716 | loss: 0.0311305 | val_loss: 0.0311529 | Time: 1434.48 ms [2022-04-20 13:07:33 main:574] : INFO : Epoch 1717 | loss: 0.0311307 | val_loss: 0.0311503 | Time: 1497.3 ms [2022-04-20 13:07:35 main:574] : INFO : Epoch 1718 | loss: 0.0311292 | val_loss: 0.0311536 | Time: 1504.03 ms [2022-04-20 13:07:36 main:574] : INFO : Epoch 1719 | loss: 0.0311293 | val_loss: 0.0311527 | Time: 1475.68 ms [2022-04-20 13:07:38 main:574] : INFO : Epoch 1720 | loss: 0.0311266 | val_loss: 0.0311526 | Time: 1595.33 ms [2022-04-20 13:07:39 main:574] : INFO : Epoch 1721 | loss: 0.0311265 | val_loss: 0.0311506 | Time: 1498.08 ms [2022-04-20 13:07:41 main:574] : INFO : Epoch 1722 | loss: 0.0311266 | val_loss: 0.0311524 | Time: 1480.89 ms [2022-04-20 13:07:42 main:574] : INFO : Epoch 1723 | loss: 0.0311261 | val_loss: 0.0311502 | Time: 1479.69 ms [2022-04-20 13:07:44 main:574] : INFO : Epoch 1724 | loss: 0.0311282 | val_loss: 0.0311518 | Time: 1599.77 ms [2022-04-20 13:07:45 main:574] : INFO : Epoch 1725 | loss: 0.0311267 | val_loss: 0.0311516 | Time: 1483.94 ms [2022-04-20 13:07:47 main:574] : INFO : Epoch 1726 | loss: 0.031127 | val_loss: 0.031154 | Time: 1499.53 ms [2022-04-20 13:07:49 main:574] : INFO : Epoch 1727 | loss: 0.0311287 | val_loss: 0.0311543 | Time: 1545.45 ms [2022-04-20 13:07:50 main:574] : INFO : Epoch 1728 | loss: 0.0311353 | val_loss: 0.0311517 | Time: 1584.93 ms [2022-04-20 13:07:52 main:574] : INFO : Epoch 1729 | loss: 0.0311395 | val_loss: 0.0311532 | Time: 1480.42 ms [2022-04-20 13:07:53 main:574] : INFO : Epoch 1730 | loss: 0.0311351 | val_loss: 0.0311502 | Time: 1480.09 ms [2022-04-20 13:07:55 main:574] : INFO : Epoch 1731 | loss: 0.0311307 | val_loss: 0.0311498 | Time: 1488.42 ms [2022-04-20 13:07:56 main:574] : INFO : Epoch 1732 | loss: 0.0311291 | val_loss: 0.0311515 | Time: 1484.55 ms [2022-04-20 13:07:58 main:574] : INFO : Epoch 1733 | loss: 0.0311283 | val_loss: 0.0311571 | Time: 1580.64 ms [2022-04-20 13:07:59 main:574] : INFO : Epoch 1734 | loss: 0.031132 | val_loss: 0.0311516 | Time: 1477.34 ms [2022-04-20 13:08:01 main:574] : INFO : Epoch 1735 | loss: 0.031131 | val_loss: 0.0311534 | Time: 1530.54 ms [2022-04-20 13:08:02 main:574] : INFO : Epoch 1736 | loss: 0.0311297 | val_loss: 0.0311529 | Time: 1478.19 ms [2022-04-20 13:08:04 main:574] : INFO : Epoch 1737 | loss: 0.0311275 | val_loss: 0.0311493 | Time: 1572.58 ms [2022-04-20 13:08:05 main:574] : INFO : Epoch 1738 | loss: 0.0311288 | val_loss: 0.0311518 | Time: 1480.66 ms [2022-04-20 13:08:07 main:574] : INFO : Epoch 1739 | loss: 0.0311279 | val_loss: 0.0311532 | Time: 1466.38 ms [2022-04-20 13:08:08 main:574] : INFO : Epoch 1740 | loss: 0.0311281 | val_loss: 0.0311514 | Time: 1511.06 ms [2022-04-20 13:08:10 main:574] : INFO : Epoch 1741 | loss: 0.0311275 | val_loss: 0.0311509 | Time: 1489.94 ms [2022-04-20 13:08:11 main:574] : INFO : Epoch 1742 | loss: 0.0311282 | val_loss: 0.0311516 | Time: 1584.67 ms [2022-04-20 13:08:13 main:574] : INFO : Epoch 1743 | loss: 0.0311272 | val_loss: 0.0311513 | Time: 1506.8 ms [2022-04-20 13:08:14 main:574] : INFO : Epoch 1744 | loss: 0.0311268 | val_loss: 0.031149 | Time: 1495.2 ms [2022-04-20 13:08:16 main:574] : INFO : Epoch 1745 | loss: 0.0311252 | val_loss: 0.031152 | Time: 1484.9 ms [2022-04-20 13:08:18 main:574] : INFO : Epoch 1746 | loss: 0.0311242 | val_loss: 0.0311514 | Time: 1730.51 ms [2022-04-20 13:08:19 main:574] : INFO : Epoch 1747 | loss: 0.0311254 | val_loss: 0.0311509 | Time: 1591.5 ms [2022-04-20 13:08:21 main:574] : INFO : Epoch 1748 | loss: 0.0311266 | val_loss: 0.0311531 | Time: 1502.81 ms [2022-04-20 13:08:22 main:574] : INFO : Epoch 1749 | loss: 0.0311248 | val_loss: 0.0311496 | Time: 1491.1 ms [2022-04-20 13:08:24 main:574] : INFO : Epoch 1750 | loss: 0.0311237 | val_loss: 0.031154 | Time: 1453.17 ms [2022-04-20 13:08:25 main:574] : INFO : Epoch 1751 | loss: 0.0311257 | val_loss: 0.0311507 | Time: 1554.73 ms [2022-04-20 13:08:27 main:574] : INFO : Epoch 1752 | loss: 0.0311259 | val_loss: 0.0311538 | Time: 1448.82 ms [2022-04-20 13:08:28 main:574] : INFO : Epoch 1753 | loss: 0.0311273 | val_loss: 0.0311537 | Time: 1496.57 ms [2022-04-20 13:08:30 main:574] : INFO : Epoch 1754 | loss: 0.0311274 | val_loss: 0.0311534 | Time: 1569.85 ms [2022-04-20 13:08:32 main:574] : INFO : Epoch 1755 | loss: 0.0311273 | val_loss: 0.0311533 | Time: 1721.6 ms [2022-04-20 13:08:33 main:574] : INFO : Epoch 1756 | loss: 0.0311288 | val_loss: 0.0311561 | Time: 1488.19 ms [2022-04-20 13:08:35 main:574] : INFO : Epoch 1757 | loss: 0.0311275 | val_loss: 0.0311502 | Time: 1462.43 ms [2022-04-20 13:08:36 main:574] : INFO : Epoch 1758 | loss: 0.031125 | val_loss: 0.0311514 | Time: 1457.28 ms [2022-04-20 13:08:37 main:574] : INFO : Epoch 1759 | loss: 0.0311259 | val_loss: 0.0311496 | Time: 1485.43 ms [2022-04-20 13:08:39 main:574] : INFO : Epoch 1760 | loss: 0.0311261 | val_loss: 0.0311519 | Time: 1551.32 ms [2022-04-20 13:08:41 main:574] : INFO : Epoch 1761 | loss: 0.0311245 | val_loss: 0.0311485 | Time: 1474.53 ms [2022-04-20 13:08:42 main:574] : INFO : Epoch 1762 | loss: 0.0311278 | val_loss: 0.0311525 | Time: 1470.39 ms [2022-04-20 13:08:43 main:574] : INFO : Epoch 1763 | loss: 0.0311258 | val_loss: 0.031151 | Time: 1472.7 ms [2022-04-20 13:08:45 main:574] : INFO : Epoch 1764 | loss: 0.0311288 | val_loss: 0.0311529 | Time: 1564.7 ms [2022-04-20 13:08:46 main:574] : INFO : Epoch 1765 | loss: 0.0311257 | val_loss: 0.0311559 | Time: 1436.75 ms [2022-04-20 13:08:48 main:574] : INFO : Epoch 1766 | loss: 0.0311245 | val_loss: 0.0311495 | Time: 1492.68 ms [2022-04-20 13:08:50 main:574] : INFO : Epoch 1767 | loss: 0.0311259 | val_loss: 0.0311495 | Time: 1503.14 ms [2022-04-20 13:08:51 main:574] : INFO : Epoch 1768 | loss: 0.0311249 | val_loss: 0.0311485 | Time: 1476.45 ms [2022-04-20 13:08:53 main:574] : INFO : Epoch 1769 | loss: 0.0311241 | val_loss: 0.0311469 | Time: 1574.86 ms [2022-04-20 13:08:54 main:574] : INFO : Epoch 1770 | loss: 0.0311265 | val_loss: 0.0311486 | Time: 1498.56 ms [2022-04-20 13:08:56 main:574] : INFO : Epoch 1771 | loss: 0.0311303 | val_loss: 0.031154 | Time: 1462.96 ms [2022-04-20 13:08:57 main:574] : INFO : Epoch 1772 | loss: 0.0311318 | val_loss: 0.0311529 | Time: 1483.23 ms [2022-04-20 13:08:59 main:574] : INFO : Epoch 1773 | loss: 0.0311298 | val_loss: 0.0311526 | Time: 1570.76 ms [2022-04-20 13:09:00 main:574] : INFO : Epoch 1774 | loss: 0.0311288 | val_loss: 0.0311519 | Time: 1494.91 ms [2022-04-20 13:09:02 main:574] : INFO : Epoch 1775 | loss: 0.031128 | val_loss: 0.0311539 | Time: 1498.58 ms [2022-04-20 13:09:03 main:574] : INFO : Epoch 1776 | loss: 0.0311267 | val_loss: 0.0311479 | Time: 1481.18 ms [2022-04-20 13:09:05 main:574] : INFO : Epoch 1777 | loss: 0.0311275 | val_loss: 0.031144 | Time: 1477.14 ms [2022-04-20 13:09:06 main:574] : INFO : Epoch 1778 | loss: 0.0311264 | val_loss: 0.0311484 | Time: 1563.64 ms [2022-04-20 13:09:08 main:574] : INFO : Epoch 1779 | loss: 0.031125 | val_loss: 0.0311497 | Time: 1448.2 ms [2022-04-20 13:09:09 main:574] : INFO : Epoch 1780 | loss: 0.0311261 | val_loss: 0.0311533 | Time: 1461.1 ms [2022-04-20 13:09:11 main:574] : INFO : Epoch 1781 | loss: 0.0311244 | val_loss: 0.0311461 | Time: 1490.21 ms [2022-04-20 13:09:12 main:574] : INFO : Epoch 1782 | loss: 0.031125 | val_loss: 0.0311593 | Time: 1561.27 ms [2022-04-20 13:09:14 main:574] : INFO : Epoch 1783 | loss: 0.0311274 | val_loss: 0.0311473 | Time: 1486.19 ms [2022-04-20 13:09:15 main:574] : INFO : Epoch 1784 | loss: 0.0311229 | val_loss: 0.0311477 | Time: 1454.96 ms [2022-04-20 13:09:17 main:574] : INFO : Epoch 1785 | loss: 0.031123 | val_loss: 0.0311476 | Time: 1466.81 ms [2022-04-20 13:09:18 main:574] : INFO : Epoch 1786 | loss: 0.0311229 | val_loss: 0.0311478 | Time: 1482.73 ms [2022-04-20 13:09:20 main:574] : INFO : Epoch 1787 | loss: 0.0311239 | val_loss: 0.0311494 | Time: 1595.11 ms [2022-04-20 13:09:21 main:574] : INFO : Epoch 1788 | loss: 0.0311242 | val_loss: 0.0311454 | Time: 1481 ms [2022-04-20 13:09:23 main:574] : INFO : Epoch 1789 | loss: 0.0311276 | val_loss: 0.0311498 | Time: 1486.21 ms [2022-04-20 13:09:24 main:574] : INFO : Epoch 1790 | loss: 0.0311259 | val_loss: 0.0311561 | Time: 1487.63 ms [2022-04-20 13:09:26 main:574] : INFO : Epoch 1791 | loss: 0.0311233 | val_loss: 0.0311512 | Time: 1588.58 ms [2022-04-20 13:09:27 main:574] : INFO : Epoch 1792 | loss: 0.0311206 | val_loss: 0.0311502 | Time: 1454.38 ms [2022-04-20 13:09:29 main:574] : INFO : Epoch 1793 | loss: 0.0311253 | val_loss: 0.0311514 | Time: 1510.85 ms [2022-04-20 13:09:30 main:574] : INFO : Epoch 1794 | loss: 0.0311297 | val_loss: 0.0311491 | Time: 1511.27 ms [2022-04-20 13:09:32 main:574] : INFO : Epoch 1795 | loss: 0.0311311 | val_loss: 0.0311558 | Time: 1495.71 ms [2022-04-20 13:09:33 main:574] : INFO : Epoch 1796 | loss: 0.031135 | val_loss: 0.0311513 | Time: 1523.12 ms [2022-04-20 13:09:35 main:574] : INFO : Epoch 1797 | loss: 0.0311305 | val_loss: 0.0311534 | Time: 1489.79 ms [2022-04-20 13:09:36 main:574] : INFO : Epoch 1798 | loss: 0.0311277 | val_loss: 0.0311466 | Time: 1454.96 ms [2022-04-20 13:09:38 main:574] : INFO : Epoch 1799 | loss: 0.0311258 | val_loss: 0.0311458 | Time: 1500.62 ms [2022-04-20 13:09:39 main:574] : INFO : Epoch 1800 | loss: 0.0311281 | val_loss: 0.0311498 | Time: 1577.44 ms [2022-04-20 13:09:41 main:574] : INFO : Epoch 1801 | loss: 0.0311276 | val_loss: 0.0311452 | Time: 1498.98 ms [2022-04-20 13:09:42 main:574] : INFO : Epoch 1802 | loss: 0.0311252 | val_loss: 0.0311541 | Time: 1472.36 ms [2022-04-20 13:09:44 main:574] : INFO : Epoch 1803 | loss: 0.0311236 | val_loss: 0.0311541 | Time: 1493.38 ms [2022-04-20 13:09:45 main:574] : INFO : Epoch 1804 | loss: 0.0311225 | val_loss: 0.0311503 | Time: 1539.98 ms [2022-04-20 13:09:47 main:574] : INFO : Epoch 1805 | loss: 0.0311222 | val_loss: 0.0311466 | Time: 1513.37 ms [2022-04-20 13:09:48 main:574] : INFO : Epoch 1806 | loss: 0.0311243 | val_loss: 0.0311482 | Time: 1476.63 ms [2022-04-20 13:09:50 main:574] : INFO : Epoch 1807 | loss: 0.031124 | val_loss: 0.031145 | Time: 1471.49 ms [2022-04-20 13:09:51 main:574] : INFO : Epoch 1808 | loss: 0.0311251 | val_loss: 0.0311468 | Time: 1502.86 ms [2022-04-20 13:09:53 main:574] : INFO : Epoch 1809 | loss: 0.0311233 | val_loss: 0.0311499 | Time: 1575.91 ms [2022-04-20 13:09:54 main:574] : INFO : Epoch 1810 | loss: 0.0311216 | val_loss: 0.0311431 | Time: 1492.32 ms [2022-04-20 13:09:56 main:574] : INFO : Epoch 1811 | loss: 0.0311227 | val_loss: 0.0311464 | Time: 1445.87 ms [2022-04-20 13:09:57 main:574] : INFO : Epoch 1812 | loss: 0.031126 | val_loss: 0.0311465 | Time: 1491 ms [2022-04-20 13:09:59 main:574] : INFO : Epoch 1813 | loss: 0.0311256 | val_loss: 0.0311515 | Time: 1571.75 ms [2022-04-20 13:10:00 main:574] : INFO : Epoch 1814 | loss: 0.031125 | val_loss: 0.0311438 | Time: 1486.39 ms [2022-04-20 13:10:02 main:574] : INFO : Epoch 1815 | loss: 0.0311218 | val_loss: 0.0311492 | Time: 1474.51 ms [2022-04-20 13:10:03 main:574] : INFO : Epoch 1816 | loss: 0.0311244 | val_loss: 0.0311505 | Time: 1484.28 ms [2022-04-20 13:10:05 main:574] : INFO : Epoch 1817 | loss: 0.0311255 | val_loss: 0.0311485 | Time: 1508.21 ms [2022-04-20 13:10:07 main:574] : INFO : Epoch 1818 | loss: 0.0311236 | val_loss: 0.0311453 | Time: 1554.52 ms [2022-04-20 13:10:08 main:574] : INFO : Epoch 1819 | loss: 0.0311215 | val_loss: 0.0311448 | Time: 1499.64 ms [2022-04-20 13:10:10 main:574] : INFO : Epoch 1820 | loss: 0.0311239 | val_loss: 0.0311455 | Time: 1492.25 ms [2022-04-20 13:10:11 main:574] : INFO : Epoch 1821 | loss: 0.0311212 | val_loss: 0.0311462 | Time: 1481.32 ms [2022-04-20 13:10:13 main:574] : INFO : Epoch 1822 | loss: 0.0311222 | val_loss: 0.031146 | Time: 1584.45 ms [2022-04-20 13:10:14 main:574] : INFO : Epoch 1823 | loss: 0.0311322 | val_loss: 0.0311474 | Time: 1465.64 ms [2022-04-20 13:10:16 main:574] : INFO : Epoch 1824 | loss: 0.0311303 | val_loss: 0.0311483 | Time: 1465.96 ms [2022-04-20 13:10:17 main:574] : INFO : Epoch 1825 | loss: 0.0311277 | val_loss: 0.0311463 | Time: 1479.96 ms [2022-04-20 13:10:19 main:574] : INFO : Epoch 1826 | loss: 0.031129 | val_loss: 0.0311446 | Time: 1492.42 ms [2022-04-20 13:10:20 main:574] : INFO : Epoch 1827 | loss: 0.0311255 | val_loss: 0.0311453 | Time: 1576.6 ms [2022-04-20 13:10:22 main:574] : INFO : Epoch 1828 | loss: 0.0311235 | val_loss: 0.0311434 | Time: 1483.09 ms [2022-04-20 13:10:23 main:574] : INFO : Epoch 1829 | loss: 0.0311235 | val_loss: 0.0311472 | Time: 1463.59 ms [2022-04-20 13:10:25 main:574] : INFO : Epoch 1830 | loss: 0.0311244 | val_loss: 0.0311467 | Time: 1513.55 ms [2022-04-20 13:10:26 main:574] : INFO : Epoch 1831 | loss: 0.0311254 | val_loss: 0.0311422 | Time: 1567.68 ms [2022-04-20 13:10:28 main:574] : INFO : Epoch 1832 | loss: 0.0311232 | val_loss: 0.0311476 | Time: 1475.88 ms [2022-04-20 13:10:29 main:574] : INFO : Epoch 1833 | loss: 0.031122 | val_loss: 0.0311431 | Time: 1464.9 ms [2022-04-20 13:10:31 main:574] : INFO : Epoch 1834 | loss: 0.0311219 | val_loss: 0.0311472 | Time: 1477.77 ms [2022-04-20 13:10:32 main:574] : INFO : Epoch 1835 | loss: 0.0311239 | val_loss: 0.0311446 | Time: 1484.6 ms [2022-04-20 13:10:34 main:574] : INFO : Epoch 1836 | loss: 0.031121 | val_loss: 0.0311475 | Time: 1581.68 ms [2022-04-20 13:10:35 main:574] : INFO : Epoch 1837 | loss: 0.0311212 | val_loss: 0.0311472 | Time: 1491.29 ms [2022-04-20 13:10:37 main:574] : INFO : Epoch 1838 | loss: 0.0311233 | val_loss: 0.0311436 | Time: 1458.69 ms [2022-04-20 13:10:38 main:574] : INFO : Epoch 1839 | loss: 0.0311253 | val_loss: 0.0311469 | Time: 1460.23 ms [2022-04-20 13:10:40 main:574] : INFO : Epoch 1840 | loss: 0.0311216 | val_loss: 0.0311466 | Time: 1584.05 ms [2022-04-20 13:10:41 main:574] : INFO : Epoch 1841 | loss: 0.0311218 | val_loss: 0.0311434 | Time: 1484.27 ms [2022-04-20 13:10:43 main:574] : INFO : Epoch 1842 | loss: 0.0311212 | val_loss: 0.0311488 | Time: 1460.2 ms [2022-04-20 13:10:44 main:574] : INFO : Epoch 1843 | loss: 0.0311209 | val_loss: 0.0311445 | Time: 1459.17 ms [2022-04-20 13:10:46 main:574] : INFO : Epoch 1844 | loss: 0.03112 | val_loss: 0.0311439 | Time: 1494.93 ms [2022-04-20 13:10:47 main:574] : INFO : Epoch 1845 | loss: 0.0311197 | val_loss: 0.0311434 | Time: 1572.9 ms [2022-04-20 13:10:49 main:574] : INFO : Epoch 1846 | loss: 0.0311201 | val_loss: 0.0311486 | Time: 1482.41 ms [2022-04-20 13:10:50 main:574] : INFO : Epoch 1847 | loss: 0.0311222 | val_loss: 0.0311425 | Time: 1468.9 ms [2022-04-20 13:10:52 main:574] : INFO : Epoch 1848 | loss: 0.0311203 | val_loss: 0.0311444 | Time: 1490.87 ms [2022-04-20 13:10:53 main:574] : INFO : Epoch 1849 | loss: 0.0311193 | val_loss: 0.0311452 | Time: 1568.67 ms [2022-04-20 13:10:55 main:574] : INFO : Epoch 1850 | loss: 0.0311217 | val_loss: 0.0311478 | Time: 1485.72 ms [2022-04-20 13:10:56 main:574] : INFO : Epoch 1851 | loss: 0.031121 | val_loss: 0.0311546 | Time: 1494.38 ms [2022-04-20 13:10:58 main:574] : INFO : Epoch 1852 | loss: 0.0311539 | val_loss: 0.031167 | Time: 1443.32 ms [2022-04-20 13:10:59 main:574] : INFO : Epoch 1853 | loss: 0.0311543 | val_loss: 0.0311601 | Time: 1479.06 ms [2022-04-20 13:11:01 main:574] : INFO : Epoch 1854 | loss: 0.0311481 | val_loss: 0.0311522 | Time: 1564.04 ms [2022-04-20 13:11:02 main:574] : INFO : Epoch 1855 | loss: 0.0311451 | val_loss: 0.0311489 | Time: 1481.66 ms [2022-04-20 13:11:04 main:574] : INFO : Epoch 1856 | loss: 0.0311413 | val_loss: 0.0311484 | Time: 1472.02 ms [2022-04-20 13:11:05 main:574] : INFO : Epoch 1857 | loss: 0.0311385 | val_loss: 0.0311453 | Time: 1510.98 ms [2022-04-20 13:11:07 main:574] : INFO : Epoch 1858 | loss: 0.031137 | val_loss: 0.0311448 | Time: 1567.35 ms [2022-04-20 13:11:08 main:574] : INFO : Epoch 1859 | loss: 0.0311354 | val_loss: 0.0311428 | Time: 1455.66 ms [2022-04-20 13:11:10 main:574] : INFO : Epoch 1860 | loss: 0.0311308 | val_loss: 0.0311412 | Time: 1484.59 ms [2022-04-20 13:11:11 main:574] : INFO : Epoch 1861 | loss: 0.0311296 | val_loss: 0.0311436 | Time: 1457.36 ms [2022-04-20 13:11:13 main:574] : INFO : Epoch 1862 | loss: 0.031129 | val_loss: 0.0311405 | Time: 1477.83 ms [2022-04-20 13:11:14 main:574] : INFO : Epoch 1863 | loss: 0.0311285 | val_loss: 0.0311414 | Time: 1574.42 ms [2022-04-20 13:11:16 main:574] : INFO : Epoch 1864 | loss: 0.0311281 | val_loss: 0.0311415 | Time: 1455.8 ms [2022-04-20 13:11:17 main:574] : INFO : Epoch 1865 | loss: 0.0311278 | val_loss: 0.031145 | Time: 1478.77 ms [2022-04-20 13:11:19 main:574] : INFO : Epoch 1866 | loss: 0.031126 | val_loss: 0.0311422 | Time: 1483.63 ms [2022-04-20 13:11:20 main:574] : INFO : Epoch 1867 | loss: 0.0311269 | val_loss: 0.031145 | Time: 1604.15 ms [2022-04-20 13:11:22 main:574] : INFO : Epoch 1868 | loss: 0.0311235 | val_loss: 0.0311401 | Time: 1488.96 ms [2022-04-20 13:11:23 main:574] : INFO : Epoch 1869 | loss: 0.0311232 | val_loss: 0.031141 | Time: 1487.78 ms [2022-04-20 13:11:25 main:574] : INFO : Epoch 1870 | loss: 0.0311284 | val_loss: 0.031142 | Time: 1452.55 ms [2022-04-20 13:11:26 main:574] : INFO : Epoch 1871 | loss: 0.0311275 | val_loss: 0.0311434 | Time: 1491.33 ms [2022-04-20 13:11:28 main:574] : INFO : Epoch 1872 | loss: 0.0311293 | val_loss: 0.0311471 | Time: 1585.64 ms [2022-04-20 13:11:29 main:574] : INFO : Epoch 1873 | loss: 0.0311263 | val_loss: 0.0311434 | Time: 1477.14 ms [2022-04-20 13:11:31 main:574] : INFO : Epoch 1874 | loss: 0.0311344 | val_loss: 0.0311445 | Time: 1477.32 ms [2022-04-20 13:11:32 main:574] : INFO : Epoch 1875 | loss: 0.0311329 | val_loss: 0.0311443 | Time: 1498.51 ms [2022-04-20 13:11:34 main:574] : INFO : Epoch 1876 | loss: 0.0311328 | val_loss: 0.0311454 | Time: 1583.42 ms [2022-04-20 13:11:35 main:574] : INFO : Epoch 1877 | loss: 0.0311323 | val_loss: 0.0311457 | Time: 1468.3 ms [2022-04-20 13:11:37 main:574] : INFO : Epoch 1878 | loss: 0.0311294 | val_loss: 0.0311462 | Time: 1491.68 ms [2022-04-20 13:11:38 main:574] : INFO : Epoch 1879 | loss: 0.0311278 | val_loss: 0.0311439 | Time: 1484.5 ms [2022-04-20 13:11:40 main:574] : INFO : Epoch 1880 | loss: 0.0311269 | val_loss: 0.0311431 | Time: 1482.43 ms [2022-04-20 13:11:41 main:574] : INFO : Epoch 1881 | loss: 0.031134 | val_loss: 0.0311483 | Time: 1578.16 ms [2022-04-20 13:11:43 main:574] : INFO : Epoch 1882 | loss: 0.0311401 | val_loss: 0.0311472 | Time: 1443.69 ms [2022-04-20 13:11:44 main:574] : INFO : Epoch 1883 | loss: 0.031135 | val_loss: 0.0311459 | Time: 1474.85 ms [2022-04-20 13:11:46 main:574] : INFO : Epoch 1884 | loss: 0.0311339 | val_loss: 0.0311413 | Time: 1486.62 ms [2022-04-20 13:11:47 main:574] : INFO : Epoch 1885 | loss: 0.0311268 | val_loss: 0.0311407 | Time: 1562.83 ms [2022-04-20 13:11:49 main:574] : INFO : Epoch 1886 | loss: 0.0311241 | val_loss: 0.0311404 | Time: 1482.41 ms [2022-04-20 13:11:50 main:574] : INFO : Epoch 1887 | loss: 0.0311251 | val_loss: 0.0311443 | Time: 1475.43 ms [2022-04-20 13:11:52 main:574] : INFO : Epoch 1888 | loss: 0.0311247 | val_loss: 0.0311403 | Time: 1501.04 ms [2022-04-20 13:11:53 main:574] : INFO : Epoch 1889 | loss: 0.0311237 | val_loss: 0.0311427 | Time: 1465.71 ms [2022-04-20 13:11:55 main:574] : INFO : Epoch 1890 | loss: 0.0311242 | val_loss: 0.0311424 | Time: 1568.29 ms [2022-04-20 13:11:56 main:574] : INFO : Epoch 1891 | loss: 0.0311242 | val_loss: 0.0311426 | Time: 1468.69 ms [2022-04-20 13:11:58 main:574] : INFO : Epoch 1892 | loss: 0.0311222 | val_loss: 0.0311456 | Time: 1447.53 ms [2022-04-20 13:11:59 main:574] : INFO : Epoch 1893 | loss: 0.0311367 | val_loss: 0.031152 | Time: 1455.65 ms [2022-04-20 13:12:01 main:574] : INFO : Epoch 1894 | loss: 0.0311447 | val_loss: 0.0311558 | Time: 1586.46 ms [2022-04-20 13:12:02 main:574] : INFO : Epoch 1895 | loss: 0.0311401 | val_loss: 0.0311462 | Time: 1462.23 ms [2022-04-20 13:12:04 main:574] : INFO : Epoch 1896 | loss: 0.0311362 | val_loss: 0.0311486 | Time: 1486.61 ms [2022-04-20 13:12:05 main:574] : INFO : Epoch 1897 | loss: 0.0311342 | val_loss: 0.0311469 | Time: 1491.75 ms [2022-04-20 13:12:07 main:574] : INFO : Epoch 1898 | loss: 0.0311353 | val_loss: 0.0311501 | Time: 1490.05 ms [2022-04-20 13:12:08 main:574] : INFO : Epoch 1899 | loss: 0.0311374 | val_loss: 0.0311498 | Time: 1565 ms [2022-04-20 13:12:10 main:574] : INFO : Epoch 1900 | loss: 0.0311339 | val_loss: 0.0311465 | Time: 1485.92 ms [2022-04-20 13:12:11 main:574] : INFO : Epoch 1901 | loss: 0.0311319 | val_loss: 0.0311504 | Time: 1456.5 ms [2022-04-20 13:12:13 main:574] : INFO : Epoch 1902 | loss: 0.0311333 | val_loss: 0.0311433 | Time: 1489.88 ms [2022-04-20 13:12:15 main:574] : INFO : Epoch 1903 | loss: 0.0311295 | val_loss: 0.0311421 | Time: 1587.78 ms [2022-04-20 13:12:16 main:574] : INFO : Epoch 1904 | loss: 0.03113 | val_loss: 0.0311498 | Time: 1492.27 ms [2022-04-20 13:12:18 main:574] : INFO : Epoch 1905 | loss: 0.031132 | val_loss: 0.0311609 | Time: 1470.22 ms [2022-04-20 13:12:19 main:574] : INFO : Epoch 1906 | loss: 0.0311725 | val_loss: 0.0311782 | Time: 1495.49 ms [2022-04-20 13:12:21 main:574] : INFO : Epoch 1907 | loss: 0.0311708 | val_loss: 0.0311765 | Time: 1482.85 ms [2022-04-20 13:12:22 main:574] : INFO : Epoch 1908 | loss: 0.0311663 | val_loss: 0.0311623 | Time: 1581.17 ms [2022-04-20 13:12:24 main:574] : INFO : Epoch 1909 | loss: 0.031154 | val_loss: 0.0311573 | Time: 1445.97 ms [2022-04-20 13:12:25 main:574] : INFO : Epoch 1910 | loss: 0.0311501 | val_loss: 0.0311497 | Time: 1465.44 ms [2022-04-20 13:12:26 main:574] : INFO : Epoch 1911 | loss: 0.0311456 | val_loss: 0.0311529 | Time: 1447.57 ms [2022-04-20 13:12:28 main:574] : INFO : Epoch 1912 | loss: 0.0311441 | val_loss: 0.0311485 | Time: 1568.1 ms [2022-04-20 13:12:30 main:574] : INFO : Epoch 1913 | loss: 0.0311377 | val_loss: 0.0311442 | Time: 1494.75 ms [2022-04-20 13:12:31 main:574] : INFO : Epoch 1914 | loss: 0.0311376 | val_loss: 0.0311438 | Time: 1479.06 ms [2022-04-20 13:12:32 main:574] : INFO : Epoch 1915 | loss: 0.0311349 | val_loss: 0.0311453 | Time: 1451.73 ms [2022-04-20 13:12:34 main:574] : INFO : Epoch 1916 | loss: 0.031136 | val_loss: 0.0311578 | Time: 1450.42 ms [2022-04-20 13:12:36 main:574] : INFO : Epoch 1917 | loss: 0.0311361 | val_loss: 0.0311496 | Time: 1591.07 ms [2022-04-20 13:12:37 main:574] : INFO : Epoch 1918 | loss: 0.0311315 | val_loss: 0.0311426 | Time: 1442.71 ms [2022-04-20 13:12:38 main:574] : INFO : Epoch 1919 | loss: 0.0311316 | val_loss: 0.0311433 | Time: 1477.74 ms [2022-04-20 13:12:40 main:574] : INFO : Epoch 1920 | loss: 0.0311292 | val_loss: 0.0311473 | Time: 1470.86 ms [2022-04-20 13:12:42 main:574] : INFO : Epoch 1921 | loss: 0.0311287 | val_loss: 0.0311436 | Time: 1594.74 ms [2022-04-20 13:12:43 main:574] : INFO : Epoch 1922 | loss: 0.0311297 | val_loss: 0.0311431 | Time: 1510.38 ms [2022-04-20 13:12:45 main:574] : INFO : Epoch 1923 | loss: 0.0311283 | val_loss: 0.0311437 | Time: 1517.78 ms [2022-04-20 13:12:46 main:574] : INFO : Epoch 1924 | loss: 0.0311347 | val_loss: 0.0311424 | Time: 1567.29 ms [2022-04-20 13:12:48 main:574] : INFO : Epoch 1925 | loss: 0.0311307 | val_loss: 0.0311506 | Time: 1567.41 ms [2022-04-20 13:12:49 main:574] : INFO : Epoch 1926 | loss: 0.0311287 | val_loss: 0.0311442 | Time: 1587.89 ms [2022-04-20 13:12:51 main:574] : INFO : Epoch 1927 | loss: 0.0311294 | val_loss: 0.0311427 | Time: 1478.56 ms [2022-04-20 13:12:52 main:574] : INFO : Epoch 1928 | loss: 0.0311271 | val_loss: 0.0311459 | Time: 1502.83 ms [2022-04-20 13:12:54 main:574] : INFO : Epoch 1929 | loss: 0.0311279 | val_loss: 0.0311435 | Time: 1501.32 ms [2022-04-20 13:12:55 main:574] : INFO : Epoch 1930 | loss: 0.031126 | val_loss: 0.0311409 | Time: 1576.35 ms [2022-04-20 13:12:57 main:574] : INFO : Epoch 1931 | loss: 0.0311267 | val_loss: 0.0311452 | Time: 1490.95 ms [2022-04-20 13:12:58 main:574] : INFO : Epoch 1932 | loss: 0.0311255 | val_loss: 0.0311452 | Time: 1489.11 ms [2022-04-20 13:13:00 main:574] : INFO : Epoch 1933 | loss: 0.0311273 | val_loss: 0.0311444 | Time: 1511.72 ms [2022-04-20 13:13:01 main:574] : INFO : Epoch 1934 | loss: 0.031126 | val_loss: 0.0311418 | Time: 1430.29 ms [2022-04-20 13:13:03 main:574] : INFO : Epoch 1935 | loss: 0.0311249 | val_loss: 0.0311426 | Time: 1574.63 ms [2022-04-20 13:13:04 main:574] : INFO : Epoch 1936 | loss: 0.0311244 | val_loss: 0.0311446 | Time: 1489.03 ms [2022-04-20 13:13:06 main:574] : INFO : Epoch 1937 | loss: 0.0311268 | val_loss: 0.0311435 | Time: 1485.23 ms [2022-04-20 13:13:07 main:574] : INFO : Epoch 1938 | loss: 0.0311271 | val_loss: 0.0311423 | Time: 1472.09 ms [2022-04-20 13:13:09 main:574] : INFO : Epoch 1939 | loss: 0.0311259 | val_loss: 0.0311396 | Time: 1587.82 ms [2022-04-20 13:13:11 main:574] : INFO : Epoch 1940 | loss: 0.031127 | val_loss: 0.0311456 | Time: 1490.2 ms [2022-04-20 13:13:12 main:574] : INFO : Epoch 1941 | loss: 0.0311328 | val_loss: 0.0311447 | Time: 1468.53 ms [2022-04-20 13:13:14 main:574] : INFO : Epoch 1942 | loss: 0.0311308 | val_loss: 0.0311427 | Time: 1505.24 ms [2022-04-20 13:13:15 main:574] : INFO : Epoch 1943 | loss: 0.0311263 | val_loss: 0.0311435 | Time: 1485.55 ms [2022-04-20 13:13:17 main:574] : INFO : Epoch 1944 | loss: 0.0311247 | val_loss: 0.0311408 | Time: 1580.84 ms [2022-04-20 13:13:18 main:574] : INFO : Epoch 1945 | loss: 0.0311244 | val_loss: 0.0311415 | Time: 1493.98 ms [2022-04-20 13:13:20 main:574] : INFO : Epoch 1946 | loss: 0.0311262 | val_loss: 0.0311401 | Time: 1479.88 ms [2022-04-20 13:13:21 main:574] : INFO : Epoch 1947 | loss: 0.0311266 | val_loss: 0.0311416 | Time: 1474.04 ms [2022-04-20 13:13:23 main:574] : INFO : Epoch 1948 | loss: 0.0311252 | val_loss: 0.0311432 | Time: 1587.38 ms [2022-04-20 13:13:24 main:574] : INFO : Epoch 1949 | loss: 0.0311356 | val_loss: 0.0311463 | Time: 1491.52 ms [2022-04-20 13:13:26 main:574] : INFO : Epoch 1950 | loss: 0.0311348 | val_loss: 0.0311413 | Time: 1515.89 ms [2022-04-20 13:13:27 main:574] : INFO : Epoch 1951 | loss: 0.0311312 | val_loss: 0.0311426 | Time: 1464.91 ms [2022-04-20 13:13:29 main:574] : INFO : Epoch 1952 | loss: 0.0311313 | val_loss: 0.0311412 | Time: 1484.22 ms [2022-04-20 13:13:30 main:574] : INFO : Epoch 1953 | loss: 0.0311303 | val_loss: 0.0311473 | Time: 1551.65 ms [2022-04-20 13:13:32 main:574] : INFO : Epoch 1954 | loss: 0.0311277 | val_loss: 0.0311404 | Time: 1470.62 ms [2022-04-20 13:13:33 main:574] : INFO : Epoch 1955 | loss: 0.0311274 | val_loss: 0.0311442 | Time: 1507.11 ms [2022-04-20 13:13:35 main:574] : INFO : Epoch 1956 | loss: 0.0311264 | val_loss: 0.0311396 | Time: 1492.83 ms [2022-04-20 13:13:36 main:574] : INFO : Epoch 1957 | loss: 0.031126 | val_loss: 0.0311388 | Time: 1572.52 ms [2022-04-20 13:13:38 main:574] : INFO : Epoch 1958 | loss: 0.0311232 | val_loss: 0.0311402 | Time: 1492.1 ms [2022-04-20 13:13:39 main:574] : INFO : Epoch 1959 | loss: 0.0311238 | val_loss: 0.0311394 | Time: 1478.98 ms [2022-04-20 13:13:41 main:574] : INFO : Epoch 1960 | loss: 0.0311215 | val_loss: 0.0311399 | Time: 1499.92 ms [2022-04-20 13:13:42 main:574] : INFO : Epoch 1961 | loss: 0.0311214 | val_loss: 0.0311409 | Time: 1476.93 ms [2022-04-20 13:13:44 main:574] : INFO : Epoch 1962 | loss: 0.0311236 | val_loss: 0.0311387 | Time: 1565.79 ms [2022-04-20 13:13:45 main:574] : INFO : Epoch 1963 | loss: 0.0311228 | val_loss: 0.0311413 | Time: 1498.09 ms [2022-04-20 13:13:47 main:574] : INFO : Epoch 1964 | loss: 0.0311266 | val_loss: 0.0311362 | Time: 1465.54 ms [2022-04-20 13:13:48 main:574] : INFO : Epoch 1965 | loss: 0.0311236 | val_loss: 0.0311396 | Time: 1513.16 ms [2022-04-20 13:13:50 main:574] : INFO : Epoch 1966 | loss: 0.0311226 | val_loss: 0.0311359 | Time: 1579.05 ms [2022-04-20 13:13:51 main:574] : INFO : Epoch 1967 | loss: 0.031121 | val_loss: 0.0311368 | Time: 1475.72 ms [2022-04-20 13:13:53 main:574] : INFO : Epoch 1968 | loss: 0.0311207 | val_loss: 0.0311399 | Time: 1463.32 ms [2022-04-20 13:13:54 main:574] : INFO : Epoch 1969 | loss: 0.0311227 | val_loss: 0.0311396 | Time: 1514.22 ms [2022-04-20 13:13:56 main:574] : INFO : Epoch 1970 | loss: 0.0311215 | val_loss: 0.0311378 | Time: 1542.23 ms [2022-04-20 13:13:57 main:574] : INFO : Epoch 1971 | loss: 0.031121 | val_loss: 0.0311397 | Time: 1517.59 ms [2022-04-20 13:13:59 main:574] : INFO : Epoch 1972 | loss: 0.0311213 | val_loss: 0.0311355 | Time: 1473.91 ms [2022-04-20 13:14:00 main:574] : INFO : Epoch 1973 | loss: 0.0311201 | val_loss: 0.0311387 | Time: 1508.01 ms [2022-04-20 13:14:02 main:574] : INFO : Epoch 1974 | loss: 0.0311209 | val_loss: 0.0311376 | Time: 1503.64 ms [2022-04-20 13:14:04 main:574] : INFO : Epoch 1975 | loss: 0.0311201 | val_loss: 0.0311399 | Time: 1597.16 ms [2022-04-20 13:14:05 main:574] : INFO : Epoch 1976 | loss: 0.0311196 | val_loss: 0.031138 | Time: 1496.15 ms [2022-04-20 13:14:07 main:574] : INFO : Epoch 1977 | loss: 0.0311241 | val_loss: 0.0311483 | Time: 1497.4 ms [2022-04-20 13:14:08 main:574] : INFO : Epoch 1978 | loss: 0.0311427 | val_loss: 0.0311494 | Time: 1473.53 ms [2022-04-20 13:14:10 main:574] : INFO : Epoch 1979 | loss: 0.0311404 | val_loss: 0.0311441 | Time: 1625.25 ms [2022-04-20 13:14:11 main:574] : INFO : Epoch 1980 | loss: 0.031137 | val_loss: 0.0311464 | Time: 1519.09 ms [2022-04-20 13:14:13 main:574] : INFO : Epoch 1981 | loss: 0.0311341 | val_loss: 0.0311397 | Time: 1489.93 ms [2022-04-20 13:14:14 main:574] : INFO : Epoch 1982 | loss: 0.0311318 | val_loss: 0.0311403 | Time: 1497.09 ms [2022-04-20 13:14:16 main:574] : INFO : Epoch 1983 | loss: 0.0311288 | val_loss: 0.0311371 | Time: 1485.41 ms [2022-04-20 13:14:17 main:574] : INFO : Epoch 1984 | loss: 0.0311283 | val_loss: 0.0311407 | Time: 1591.3 ms [2022-04-20 13:14:19 main:574] : INFO : Epoch 1985 | loss: 0.0311253 | val_loss: 0.0311395 | Time: 1449.72 ms [2022-04-20 13:14:20 main:574] : INFO : Epoch 1986 | loss: 0.0311257 | val_loss: 0.0311443 | Time: 1474.9 ms [2022-04-20 13:14:22 main:574] : INFO : Epoch 1987 | loss: 0.0311245 | val_loss: 0.0311429 | Time: 1471.4 ms [2022-04-20 13:14:23 main:574] : INFO : Epoch 1988 | loss: 0.0311268 | val_loss: 0.0311407 | Time: 1595.57 ms [2022-04-20 13:14:25 main:574] : INFO : Epoch 1989 | loss: 0.0311262 | val_loss: 0.0311408 | Time: 1496.49 ms [2022-04-20 13:14:26 main:574] : INFO : Epoch 1990 | loss: 0.0311292 | val_loss: 0.0311474 | Time: 1478.69 ms [2022-04-20 13:14:28 main:574] : INFO : Epoch 1991 | loss: 0.0311274 | val_loss: 0.0311407 | Time: 1472.73 ms [2022-04-20 13:14:29 main:574] : INFO : Epoch 1992 | loss: 0.0311222 | val_loss: 0.0311388 | Time: 1505.57 ms [2022-04-20 13:14:31 main:574] : INFO : Epoch 1993 | loss: 0.031123 | val_loss: 0.0311391 | Time: 1581.28 ms [2022-04-20 13:14:32 main:574] : INFO : Epoch 1994 | loss: 0.0311229 | val_loss: 0.0311442 | Time: 1493.33 ms [2022-04-20 13:14:34 main:574] : INFO : Epoch 1995 | loss: 0.0311233 | val_loss: 0.0311403 | Time: 1467.78 ms [2022-04-20 13:14:35 main:574] : INFO : Epoch 1996 | loss: 0.0311222 | val_loss: 0.031143 | Time: 1467.61 ms [2022-04-20 13:14:37 main:574] : INFO : Epoch 1997 | loss: 0.0311248 | val_loss: 0.0311393 | Time: 1591.79 ms [2022-04-20 13:14:38 main:574] : INFO : Epoch 1998 | loss: 0.0311318 | val_loss: 0.031142 | Time: 1444.1 ms [2022-04-20 13:14:40 main:574] : INFO : Epoch 1999 | loss: 0.0311343 | val_loss: 0.0311491 | Time: 1490.21 ms [2022-04-20 13:14:41 main:574] : INFO : Epoch 2000 | loss: 0.0311349 | val_loss: 0.0311448 | Time: 1495.25 ms [2022-04-20 13:14:43 main:574] : INFO : Epoch 2001 | loss: 0.0311306 | val_loss: 0.031141 | Time: 1488.44 ms [2022-04-20 13:14:44 main:574] : INFO : Epoch 2002 | loss: 0.0311265 | val_loss: 0.0311429 | Time: 1569.78 ms [2022-04-20 13:14:46 main:574] : INFO : Epoch 2003 | loss: 0.0311237 | val_loss: 0.0311456 | Time: 1492.1 ms [2022-04-20 13:14:47 main:574] : INFO : Epoch 2004 | loss: 0.0311227 | val_loss: 0.0311406 | Time: 1473 ms [2022-04-20 13:14:49 main:574] : INFO : Epoch 2005 | loss: 0.031122 | val_loss: 0.0311407 | Time: 1476.4 ms [2022-04-20 13:14:50 main:574] : INFO : Epoch 2006 | loss: 0.031121 | val_loss: 0.0311423 | Time: 1573.49 ms [2022-04-20 13:14:52 main:574] : INFO : Epoch 2007 | loss: 0.0311206 | val_loss: 0.0311408 | Time: 1502.31 ms [2022-04-20 13:14:54 main:574] : INFO : Epoch 2008 | loss: 0.0311204 | val_loss: 0.0311425 | Time: 1495.91 ms [2022-04-20 13:14:55 main:574] : INFO : Epoch 2009 | loss: 0.0311208 | val_loss: 0.0311421 | Time: 1460.66 ms [2022-04-20 13:14:56 main:574] : INFO : Epoch 2010 | loss: 0.0311196 | val_loss: 0.0311454 | Time: 1459.87 ms [2022-04-20 13:14:58 main:574] : INFO : Epoch 2011 | loss: 0.0311207 | val_loss: 0.0311407 | Time: 1578.91 ms [2022-04-20 13:15:00 main:574] : INFO : Epoch 2012 | loss: 0.0311227 | val_loss: 0.0311465 | Time: 1501.54 ms [2022-04-20 13:15:01 main:574] : INFO : Epoch 2013 | loss: 0.0311298 | val_loss: 0.031143 | Time: 1495.74 ms [2022-04-20 13:15:03 main:574] : INFO : Epoch 2014 | loss: 0.0311274 | val_loss: 0.0311429 | Time: 1463.76 ms [2022-04-20 13:15:04 main:574] : INFO : Epoch 2015 | loss: 0.0311255 | val_loss: 0.0311429 | Time: 1586.65 ms [2022-04-20 13:15:06 main:574] : INFO : Epoch 2016 | loss: 0.0311292 | val_loss: 0.0311411 | Time: 1482.88 ms [2022-04-20 13:15:07 main:574] : INFO : Epoch 2017 | loss: 0.0311248 | val_loss: 0.0311422 | Time: 1477.59 ms [2022-04-20 13:15:09 main:574] : INFO : Epoch 2018 | loss: 0.0311239 | val_loss: 0.0311441 | Time: 1475.83 ms [2022-04-20 13:15:10 main:574] : INFO : Epoch 2019 | loss: 0.0311245 | val_loss: 0.0311446 | Time: 1463.62 ms [2022-04-20 13:15:12 main:574] : INFO : Epoch 2020 | loss: 0.0311268 | val_loss: 0.0311406 | Time: 1605.75 ms [2022-04-20 13:15:13 main:574] : INFO : Epoch 2021 | loss: 0.0311253 | val_loss: 0.0311464 | Time: 1461.41 ms [2022-04-20 13:15:15 main:574] : INFO : Epoch 2022 | loss: 0.0311222 | val_loss: 0.0311422 | Time: 1477.1 ms [2022-04-20 13:15:16 main:574] : INFO : Epoch 2023 | loss: 0.0311265 | val_loss: 0.0311414 | Time: 1479.84 ms [2022-04-20 13:15:18 main:574] : INFO : Epoch 2024 | loss: 0.0311292 | val_loss: 0.0311528 | Time: 1574.36 ms [2022-04-20 13:15:19 main:574] : INFO : Epoch 2025 | loss: 0.0311354 | val_loss: 0.0312296 | Time: 1485.74 ms [2022-04-20 13:15:21 main:574] : INFO : Epoch 2026 | loss: 0.0332885 | val_loss: 0.0320411 | Time: 1479.55 ms [2022-04-20 13:15:22 main:574] : INFO : Epoch 2027 | loss: 0.0328061 | val_loss: 0.0314749 | Time: 1474.45 ms [2022-04-20 13:15:24 main:574] : INFO : Epoch 2028 | loss: 0.0313137 | val_loss: 0.0312382 | Time: 1474.78 ms [2022-04-20 13:15:25 main:574] : INFO : Epoch 2029 | loss: 0.0312174 | val_loss: 0.0311893 | Time: 1584.75 ms [2022-04-20 13:15:27 main:574] : INFO : Epoch 2030 | loss: 0.0311961 | val_loss: 0.0311903 | Time: 1499.6 ms [2022-04-20 13:15:28 main:574] : INFO : Epoch 2031 | loss: 0.0311833 | val_loss: 0.031174 | Time: 1502.76 ms [2022-04-20 13:15:30 main:574] : INFO : Epoch 2032 | loss: 0.031162 | val_loss: 0.0311559 | Time: 1463.51 ms [2022-04-20 13:15:31 main:574] : INFO : Epoch 2033 | loss: 0.0311484 | val_loss: 0.0311486 | Time: 1600.37 ms [2022-04-20 13:15:33 main:574] : INFO : Epoch 2034 | loss: 0.0311373 | val_loss: 0.031147 | Time: 1438.54 ms [2022-04-20 13:15:34 main:574] : INFO : Epoch 2035 | loss: 0.0311383 | val_loss: 0.0311489 | Time: 1501.87 ms [2022-04-20 13:15:36 main:574] : INFO : Epoch 2036 | loss: 0.0311494 | val_loss: 0.0311484 | Time: 1485.78 ms [2022-04-20 13:15:37 main:574] : INFO : Epoch 2037 | loss: 0.0311389 | val_loss: 0.0311456 | Time: 1485.34 ms [2022-04-20 13:15:39 main:574] : INFO : Epoch 2038 | loss: 0.0311339 | val_loss: 0.0311447 | Time: 1574.38 ms [2022-04-20 13:15:40 main:574] : INFO : Epoch 2039 | loss: 0.0311304 | val_loss: 0.0311459 | Time: 1477.95 ms [2022-04-20 13:15:42 main:574] : INFO : Epoch 2040 | loss: 0.0311301 | val_loss: 0.031142 | Time: 1487.32 ms [2022-04-20 13:15:43 main:574] : INFO : Epoch 2041 | loss: 0.0311302 | val_loss: 0.0311519 | Time: 1484.71 ms [2022-04-20 13:15:45 main:574] : INFO : Epoch 2042 | loss: 0.031132 | val_loss: 0.0311456 | Time: 1585.87 ms [2022-04-20 13:15:46 main:574] : INFO : Epoch 2043 | loss: 0.0311299 | val_loss: 0.0311419 | Time: 1497.94 ms [2022-04-20 13:15:48 main:574] : INFO : Epoch 2044 | loss: 0.0311266 | val_loss: 0.0311413 | Time: 1502.4 ms [2022-04-20 13:15:49 main:574] : INFO : Epoch 2045 | loss: 0.0311258 | val_loss: 0.0311397 | Time: 1509.53 ms [2022-04-20 13:15:51 main:574] : INFO : Epoch 2046 | loss: 0.0311269 | val_loss: 0.0311434 | Time: 1503.56 ms [2022-04-20 13:15:52 main:574] : INFO : Epoch 2047 | loss: 0.0311261 | val_loss: 0.0311434 | Time: 1570.47 ms [2022-04-20 13:15:54 main:574] : INFO : Epoch 2048 | loss: 0.0311238 | val_loss: 0.0311394 | Time: 1502.57 ms [2022-04-20 13:15:54 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311394 [2022-04-20 13:15:54 main:603] : INFO : Saving end state to config to file [2022-04-20 13:15:54 main:608] : INFO : Success, exiting.. 13:15:54 (23756): 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)