Task 12773765
| Name | ParityModified-1645997713-21868-2-0_0 |
| Workunit | 9922617 |
| Created | 8 Mar 2022, 14:09:39 UTC |
| Sent | 10 Mar 2022, 16:39:30 UTC |
| Report deadline | 18 Mar 2022, 16:39:30 UTC |
| Received | 20 Mar 2022, 17:25:25 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 9953 |
| Run time | 1 hours 15 min 40 sec |
| CPU time | 1 hours 2 min 51 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 2,142.80 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.55 GB |
| Peak swap size | 3.46 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
main:574] : INFO : Epoch 1642 | loss: 0.0311296 | val_loss: 0.0311475 | Time: 2038.19 ms
[2022-03-20 09:52:15 main:574] : INFO : Epoch 1643 | loss: 0.0311293 | val_loss: 0.031148 | Time: 2147.25 ms
[2022-03-20 09:52:17 main:574] : INFO : Epoch 1644 | loss: 0.0311291 | val_loss: 0.0311475 | Time: 2089.97 ms
[2022-03-20 09:52:19 main:574] : INFO : Epoch 1645 | loss: 0.0311282 | val_loss: 0.0311482 | Time: 2124.39 ms
[2022-03-20 09:52:21 main:574] : INFO : Epoch 1646 | loss: 0.0311292 | val_loss: 0.0311449 | Time: 2055.39 ms
[2022-03-20 09:52:23 main:574] : INFO : Epoch 1647 | loss: 0.031128 | val_loss: 0.031146 | Time: 2104.82 ms
[2022-03-20 09:52:25 main:574] : INFO : Epoch 1648 | loss: 0.0311268 | val_loss: 0.0311512 | Time: 2097.35 ms
[2022-03-20 09:52:28 main:574] : INFO : Epoch 1649 | loss: 0.0311298 | val_loss: 0.0311464 | Time: 2526.98 ms
[2022-03-20 09:52:30 main:574] : INFO : Epoch 1650 | loss: 0.0311341 | val_loss: 0.0311525 | Time: 2109.75 ms
[2022-03-20 09:52:32 main:574] : INFO : Epoch 1651 | loss: 0.0311397 | val_loss: 0.0311481 | Time: 2064.8 ms
[2022-03-20 09:52:34 main:574] : INFO : Epoch 1652 | loss: 0.0311348 | val_loss: 0.0311486 | Time: 2114.47 ms
[2022-03-20 09:52:36 main:574] : INFO : Epoch 1653 | loss: 0.0311335 | val_loss: 0.0311492 | Time: 2089.04 ms
[2022-03-20 09:52:38 main:574] : INFO : Epoch 1654 | loss: 0.0311321 | val_loss: 0.0311503 | Time: 2071.58 ms
[2022-03-20 09:52:40 main:574] : INFO : Epoch 1655 | loss: 0.0311315 | val_loss: 0.0311489 | Time: 2031.33 ms
[2022-03-20 09:52:43 main:574] : INFO : Epoch 1656 | loss: 0.0311304 | val_loss: 0.0311468 | Time: 2450.8 ms
[2022-03-20 09:52:45 main:574] : INFO : Epoch 1657 | loss: 0.0311306 | val_loss: 0.0311514 | Time: 2509.63 ms
[2022-03-20 09:52:48 main:574] : INFO : Epoch 1658 | loss: 0.0311283 | val_loss: 0.0311464 | Time: 2070.7 ms
[2022-03-20 09:52:50 main:574] : INFO : Epoch 1659 | loss: 0.0311294 | val_loss: 0.0311498 | Time: 2027.85 ms
[2022-03-20 09:52:52 main:574] : INFO : Epoch 1660 | loss: 0.0311305 | val_loss: 0.0311493 | Time: 2056.68 ms
[2022-03-20 09:52:54 main:574] : INFO : Epoch 1661 | loss: 0.0311301 | val_loss: 0.0311478 | Time: 2125.12 ms
[2022-03-20 09:52:56 main:574] : INFO : Epoch 1662 | loss: 0.031132 | val_loss: 0.0311487 | Time: 2080.85 ms
[2022-03-20 09:52:58 main:574] : INFO : Epoch 1663 | loss: 0.0311314 | val_loss: 0.0311496 | Time: 2070.38 ms
[2022-03-20 09:53:00 main:574] : INFO : Epoch 1664 | loss: 0.0311297 | val_loss: 0.0311452 | Time: 2078.18 ms
[2022-03-20 09:53:02 main:574] : INFO : Epoch 1665 | loss: 0.0311302 | val_loss: 0.0311475 | Time: 2086.39 ms
[2022-03-20 09:53:04 main:574] : INFO : Epoch 1666 | loss: 0.031131 | val_loss: 0.0311535 | Time: 2063.6 ms
[2022-03-20 09:53:06 main:574] : INFO : Epoch 1667 | loss: 0.0311303 | val_loss: 0.0311552 | Time: 2089.24 ms
[2022-03-20 09:53:09 main:574] : INFO : Epoch 1668 | loss: 0.0311298 | val_loss: 0.0311488 | Time: 2082.49 ms
[2022-03-20 09:53:11 main:574] : INFO : Epoch 1669 | loss: 0.0311273 | val_loss: 0.0311506 | Time: 2094.17 ms
[2022-03-20 09:53:13 main:574] : INFO : Epoch 1670 | loss: 0.0311297 | val_loss: 0.0311547 | Time: 2093.74 ms
[2022-03-20 09:53:15 main:574] : INFO : Epoch 1671 | loss: 0.031129 | val_loss: 0.0311644 | Time: 2086.16 ms
[2022-03-20 09:53:17 main:574] : INFO : Epoch 1672 | loss: 0.0311509 | val_loss: 0.031157 | Time: 2008.78 ms
[2022-03-20 09:53:19 main:574] : INFO : Epoch 1673 | loss: 0.0311423 | val_loss: 0.0311509 | Time: 2086.01 ms
[2022-03-20 09:53:21 main:574] : INFO : Epoch 1674 | loss: 0.0311367 | val_loss: 0.0311509 | Time: 2066.63 ms
[2022-03-20 09:53:23 main:574] : INFO : Epoch 1675 | loss: 0.0311342 | val_loss: 0.0311507 | Time: 2054.85 ms
[2022-03-20 09:53:25 main:574] : INFO : Epoch 1676 | loss: 0.0311354 | val_loss: 0.0311537 | Time: 2034.93 ms
[2022-03-20 09:53:27 main:574] : INFO : Epoch 1677 | loss: 0.0311351 | val_loss: 0.0311511 | Time: 2045.37 ms
[2022-03-20 09:53:29 main:574] : INFO : Epoch 1678 | loss: 0.0311303 | val_loss: 0.0311523 | Time: 2052.57 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950)
[2022-03-20 10:01:38 main:435] : INFO : Set logging level to 1
[2022-03-20 10:01:38 main:441] : INFO : Running in BOINC Client mode
[2022-03-20 10:01:38 main:444] : INFO : Resolving all filenames
[2022-03-20 10:01:38 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-20 10:01:38 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-20 10:01:38 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-20 10:01:38 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-20 10:01:38 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-20 10:01:38 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-03-20 10:01:38 main:474] : INFO : Configuration:
[2022-03-20 10:01:38 main:475] : INFO : Model type: GRU
[2022-03-20 10:01:39 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-03-20 10:01:39 main:477] : INFO : Max Epochs: 2048
[2022-03-20 10:01:39 main:478] : INFO : Batch Size: 128
[2022-03-20 10:01:39 main:479] : INFO : Learning Rate: 0.01
[2022-03-20 10:01:39 main:480] : INFO : Patience: 10
[2022-03-20 10:01:39 main:481] : INFO : Hidden Width: 12
[2022-03-20 10:01:39 main:482] : INFO : # Recurrent Layers: 4
[2022-03-20 10:01:39 main:483] : INFO : # Backend Layers: 4
[2022-03-20 10:01:39 main:484] : INFO : # Threads: 1
[2022-03-20 10:01:39 main:486] : INFO : Preparing Dataset
[2022-03-20 10:01:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-20 10:01:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-20 10:01:45 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-03-20 10:01:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-20 10:01:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-20 10:01:45 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-03-20 10:01:45 main:494] : INFO : Creating Model
[2022-03-20 10:01:45 main:507] : INFO : Preparing config file
[2022-03-20 10:01:45 main:511] : INFO : Found checkpoint, attempting to load...
[2022-03-20 10:01:45 main:512] : INFO : Loading config
[2022-03-20 10:01:45 main:514] : INFO : Loading state
[2022-03-20 10:01:47 main:559] : INFO : Loading DataLoader into Memory
[2022-03-20 10:01:47 main:562] : INFO : Starting Training
[2022-03-20 10:01:50 main:574] : INFO : Epoch 1642 | loss: 0.0311583 | val_loss: 0.0311529 | Time: 2894.98 ms
[2022-03-20 10:01:52 main:574] : INFO : Epoch 1643 | loss: 0.0311357 | val_loss: 0.0311485 | Time: 2101.13 ms
[2022-03-20 10:01:54 main:574] : INFO : Epoch 1644 | loss: 0.0311298 | val_loss: 0.031149 | Time: 2038.11 ms
[2022-03-20 10:01:56 main:574] : INFO : Epoch 1645 | loss: 0.0311297 | val_loss: 0.0311459 | Time: 2062.69 ms
[2022-03-20 10:01:58 main:574] : INFO : Epoch 1646 | loss: 0.031131 | val_loss: 0.0311451 | Time: 2033.35 ms
[2022-03-20 10:02:00 main:574] : INFO : Epoch 1647 | loss: 0.0311314 | val_loss: 0.0311438 | Time: 2063.19 ms
[2022-03-20 10:02:02 main:574] : INFO : Epoch 1648 | loss: 0.0311324 | val_loss: 0.0311494 | Time: 1997.4 ms
[2022-03-20 10:02:04 main:574] : INFO : Epoch 1649 | loss: 0.0311323 | val_loss: 0.0311462 | Time: 2070.1 ms
[2022-03-20 10:02:06 main:574] : INFO : Epoch 1650 | loss: 0.0311304 | val_loss: 0.0311504 | Time: 2089.66 ms
[2022-03-20 10:02:08 main:574] : INFO : Epoch 1651 | loss: 0.0311301 | val_loss: 0.0311451 | Time: 2054.86 ms
[2022-03-20 10:02:10 main:574] : INFO : Epoch 1652 | loss: 0.0311302 | val_loss: 0.0311476 | Time: 2076.38 ms
[2022-03-20 10:02:12 main:574] : INFO : Epoch 1653 | loss: 0.0311285 | val_loss: 0.0311517 | Time: 2050.7 ms
[2022-03-20 10:02:14 main:574] : INFO : Epoch 1654 | loss: 0.0311283 | val_loss: 0.0311455 | Time: 2008.13 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 950)
[2022-03-20 10:10:29 main:435] : INFO : Set logging level to 1
[2022-03-20 10:10:29 main:441] : INFO : Running in BOINC Client mode
[2022-03-20 10:10:29 main:444] : INFO : Resolving all filenames
[2022-03-20 10:10:29 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-20 10:10:29 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-20 10:10:29 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-20 10:10:29 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-20 10:10:29 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-20 10:10:29 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-03-20 10:10:29 main:474] : INFO : Configuration:
[2022-03-20 10:10:29 main:475] : INFO : Model type: GRU
[2022-03-20 10:10:29 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-03-20 10:10:29 main:477] : INFO : Max Epochs: 2048
[2022-03-20 10:10:29 main:478] : INFO : Batch Size: 128
[2022-03-20 10:10:29 main:479] : INFO : Learning Rate: 0.01
[2022-03-20 10:10:29 main:480] : INFO : Patience: 10
[2022-03-20 10:10:29 main:481] : INFO : Hidden Width: 12
[2022-03-20 10:10:29 main:482] : INFO : # Recurrent Layers: 4
[2022-03-20 10:10:29 main:483] : INFO : # Backend Layers: 4
[2022-03-20 10:10:29 main:484] : INFO : # Threads: 1
[2022-03-20 10:10:29 main:486] : INFO : Preparing Dataset
[2022-03-20 10:10:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-20 10:10:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-20 10:10:37 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-03-20 10:10:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-20 10:10:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-20 10:10:37 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-03-20 10:10:37 main:494] : INFO : Creating Model
[2022-03-20 10:10:37 main:507] : INFO : Preparing config file
[2022-03-20 10:10:37 main:511] : INFO : Found checkpoint, attempting to load...
[2022-03-20 10:10:37 main:512] : INFO : Loading config
[2022-03-20 10:10:37 main:514] : INFO : Loading state
[2022-03-20 10:10:39 main:559] : INFO : Loading DataLoader into Memory
[2022-03-20 10:10:39 main:562] : INFO : Starting Training
[2022-03-20 10:10:42 main:574] : INFO : Epoch 1642 | loss: 0.0311611 | val_loss: 0.0311581 | Time: 2912.45 ms
[2022-03-20 10:10:44 main:574] : INFO : Epoch 1643 | loss: 0.0311347 | val_loss: 0.0311494 | Time: 2457.78 ms
[2022-03-20 10:10:47 main:574] : INFO : Epoch 1644 | loss: 0.0311299 | val_loss: 0.0311472 | Time: 2258.38 ms
[2022-03-20 10:10:50 main:574] : INFO : Epoch 1645 | loss: 0.031129 | val_loss: 0.0311501 | Time: 2942.71 ms
[2022-03-20 10:10:52 main:574] : INFO : Epoch 1646 | loss: 0.0311299 | val_loss: 0.0311464 | Time: 2058.02 ms
[2022-03-20 10:10:54 main:574] : INFO : Epoch 1647 | loss: 0.0311292 | val_loss: 0.0311472 | Time: 2089.72 ms
[2022-03-20 10:10:56 main:574] : INFO : Epoch 1648 | loss: 0.0311269 | val_loss: 0.0311498 | Time: 2108.54 ms
[2022-03-20 10:10:58 main:574] : INFO : Epoch 1649 | loss: 0.0311277 | val_loss: 0.0311514 | Time: 2057.81 ms
[2022-03-20 10:11:00 main:574] : INFO : Epoch 1650 | loss: 0.031129 | val_loss: 0.0311534 | Time: 2056.72 ms
[2022-03-20 10:11:02 main:574] : INFO : Epoch 1651 | loss: 0.0311286 | val_loss: 0.0311494 | Time: 2054.97 ms
[2022-03-20 10:11:04 main:574] : INFO : Epoch 1652 | loss: 0.031129 | val_loss: 0.0311462 | Time: 2006.33 ms
[2022-03-20 10:11:06 main:574] : INFO : Epoch 1653 | loss: 0.0311284 | val_loss: 0.031148 | Time: 2087.28 ms
[2022-03-20 10:11:09 main:574] : INFO : Epoch 1654 | loss: 0.0311277 | val_loss: 0.0311496 | Time: 2111.32 ms
[2022-03-20 10:11:11 main:574] : INFO : Epoch 1655 | loss: 0.0311335 | val_loss: 0.0311579 | Time: 2059.65 ms
[2022-03-20 10:11:13 main:574] : INFO : Epoch 1656 | loss: 0.0311506 | val_loss: 0.0311598 | Time: 2235.44 ms
[2022-03-20 10:11:15 main:574] : INFO : Epoch 1657 | loss: 0.0311477 | val_loss: 0.0311646 | Time: 2070.74 ms
[2022-03-20 10:11:17 main:574] : INFO : Epoch 1658 | loss: 0.0311461 | val_loss: 0.0311576 | Time: 2102.73 ms
[2022-03-20 10:11:19 main:574] : INFO : Epoch 1659 | loss: 0.0311417 | val_loss: 0.031151 | Time: 2106.68 ms
[2022-03-20 10:11:21 main:574] : INFO : Epoch 1660 | loss: 0.031137 | val_loss: 0.0311481 | Time: 2101.91 ms
[2022-03-20 10:11:23 main:574] : INFO : Epoch 1661 | loss: 0.031137 | val_loss: 0.0311475 | Time: 2026.92 ms
[2022-03-20 10:11:26 main:574] : INFO : Epoch 1662 | loss: 0.0311348 | val_loss: 0.031148 | Time: 2101.07 ms
[2022-03-20 10:11:28 main:574] : INFO : Epoch 1663 | loss: 0.0311327 | val_loss: 0.0311458 | Time: 2020.38 ms
[2022-03-20 10:11:30 main:574] : INFO : Epoch 1664 | loss: 0.0311314 | val_loss: 0.0311457 | Time: 2548.08 ms
[2022-03-20 10:11:33 main:574] : INFO : Epoch 1665 | loss: 0.0311305 | val_loss: 0.0311485 | Time: 2266.69 ms
[2022-03-20 10:11:35 main:574] : INFO : Epoch 1666 | loss: 0.0311308 | val_loss: 0.0311449 | Time: 2273.62 ms
[2022-03-20 10:11:37 main:574] : INFO : Epoch 1667 | loss: 0.0311293 | val_loss: 0.0311451 | Time: 2071.77 ms
[2022-03-20 10:11:39 main:574] : INFO : Epoch 1668 | loss: 0.031129 | val_loss: 0.031146 | Time: 2067.31 ms
[2022-03-20 10:11:41 main:574] : INFO : Epoch 1669 | loss: 0.0311303 | val_loss: 0.031146 | Time: 2041.76 ms
[2022-03-20 10:11:43 main:574] : INFO : Epoch 1670 | loss: 0.0311268 | val_loss: 0.0311472 | Time: 2072.67 ms
[2022-03-20 10:11:45 main:574] : INFO : Epoch 1671 | loss: 0.0311263 | val_loss: 0.0311481 | Time: 2146.36 ms
[2022-03-20 10:11:48 main:574] : INFO : Epoch 1672 | loss: 0.0311288 | val_loss: 0.0311479 | Time: 2631.97 ms
[2022-03-20 10:11:51 main:574] : INFO : Epoch 1673 | loss: 0.0311298 | val_loss: 0.0311496 | Time: 2133.94 ms
[2022-03-20 10:11:53 main:574] : INFO : Epoch 1674 | loss: 0.0311293 | val_loss: 0.0311473 | Time: 2038.58 ms
[2022-03-20 10:11:55 main:574] : INFO : Epoch 1675 | loss: 0.0311282 | val_loss: 0.0311476 | Time: 2089.83 ms
[2022-03-20 10:11:57 main:574] : INFO : Epoch 1676 | loss: 0.0311273 | val_loss: 0.0311455 | Time: 2082.89 ms
[2022-03-20 10:11:59 main:574] : INFO : Epoch 1677 | loss: 0.0311251 | val_loss: 0.0311478 | Time: 2093.61 ms
[2022-03-20 10:12:01 main:574] : INFO : Epoch 1678 | loss: 0.0311257 | val_loss: 0.0311489 | Time: 2081.93 ms
[2022-03-20 10:12:03 main:574] : INFO : Epoch 1679 | loss: 0.0311279 | val_loss: 0.0311477 | Time: 2020.27 ms
[2022-03-20 10:12:05 main:574] : INFO : Epoch 1680 | loss: 0.0311238 | val_loss: 0.0311463 | Time: 2084.44 ms
[2022-03-20 10:12:08 main:574] : INFO : Epoch 1681 | loss: 0.0311235 | val_loss: 0.031154 | Time: 2450.69 ms
[2022-03-20 10:12:10 main:574] : INFO : Epoch 1682 | loss: 0.0311246 | val_loss: 0.031149 | Time: 2103.77 ms
[2022-03-20 10:12:12 main:574] : INFO : Epoch 1683 | loss: 0.0311282 | val_loss: 0.0311472 | Time: 2059.86 ms
[2022-03-20 10:12:14 main:574] : INFO : Epoch 1684 | loss: 0.031127 | val_loss: 0.0311514 | Time: 2072.19 ms
[2022-03-20 10:12:16 main:574] : INFO : Epoch 1685 | loss: 0.0311254 | val_loss: 0.0311463 | Time: 2106.78 ms
[2022-03-20 10:12:18 main:574] : INFO : Epoch 1686 | loss: 0.0311249 | val_loss: 0.031149 | Time: 2008.58 ms
[2022-03-20 10:12:20 main:574] : INFO : Epoch 1687 | loss: 0.0311346 | val_loss: 0.0311519 | Time: 2091.72 ms
[2022-03-20 10:12:22 main:574] : INFO : Epoch 1688 | loss: 0.0311351 | val_loss: 0.03115 | Time: 2085.6 ms
[2022-03-20 10:12:24 main:574] : INFO : Epoch 1689 | loss: 0.0311302 | val_loss: 0.0311544 | Time: 2059.73 ms
[2022-03-20 10:12:26 main:574] : INFO : Epoch 1690 | loss: 0.0311291 | val_loss: 0.0311544 | Time: 2086.54 ms
[2022-03-20 10:12:29 main:574] : INFO : Epoch 1691 | loss: 0.0311287 | val_loss: 0.0311564 | Time: 2123.66 ms
[2022-03-20 10:12:31 main:574] : INFO : Epoch 1692 | loss: 0.0311301 | val_loss: 0.0311529 | Time: 2189.58 ms
[2022-03-20 10:12:33 main:574] : INFO : Epoch 1693 | loss: 0.0311284 | val_loss: 0.0311528 | Time: 2083.57 ms
[2022-03-20 10:12:36 main:574] : INFO : Epoch 1694 | loss: 0.0311266 | val_loss: 0.0311503 | Time: 2489.07 ms
[2022-03-20 10:12:38 main:574] : INFO : Epoch 1695 | loss: 0.0311276 | val_loss: 0.0311509 | Time: 2102.98 ms
[2022-03-20 10:12:40 main:574] : INFO : Epoch 1696 | loss: 0.0311261 | val_loss: 0.0311525 | Time: 2089.96 ms
[2022-03-20 10:12:42 main:574] : INFO : Epoch 1697 | loss: 0.0311298 | val_loss: 0.0311483 | Time: 2122.65 ms
[2022-03-20 10:12:44 main:574] : INFO : Epoch 1698 | loss: 0.0311272 | val_loss: 0.0311491 | Time: 2128.6 ms
[2022-03-20 10:12:46 main:574] : INFO : Epoch 1699 | loss: 0.0311272 | val_loss: 0.0311482 | Time: 2119.36 ms
[2022-03-20 10:12:48 main:574] : INFO : Epoch 1700 | loss: 0.0311269 | val_loss: 0.0311462 | Time: 2069.22 ms
[2022-03-20 10:12:51 main:574] : INFO : Epoch 1701 | loss: 0.0311254 | val_loss: 0.0311474 | Time: 2887.31 ms
[2022-03-20 10:12:53 main:574] : INFO : Epoch 1702 | loss: 0.0311262 | val_loss: 0.0311486 | Time: 2089.5 ms
[2022-03-20 10:12:55 main:574] : INFO : Epoch 1703 | loss: 0.0311268 | val_loss: 0.0311494 | Time: 2087.54 ms
[2022-03-20 10:12:58 main:574] : INFO : Epoch 1704 | loss: 0.0311296 | val_loss: 0.031149 | Time: 2451.57 ms
[2022-03-20 10:13:00 main:574] : INFO : Epoch 1705 | loss: 0.0311308 | val_loss: 0.0311568 | Time: 2110.16 ms
[2022-03-20 10:13:02 main:574] : INFO : Epoch 1706 | loss: 0.0311291 | val_loss: 0.0311483 | Time: 2115.51 ms
[2022-03-20 10:13:04 main:574] : INFO : Epoch 1707 | loss: 0.0311282 | val_loss: 0.0311492 | Time: 2069.81 ms
[2022-03-20 10:13:06 main:574] : INFO : Epoch 1708 | loss: 0.0311253 | val_loss: 0.031148 | Time: 2083.48 ms
[2022-03-20 10:13:08 main:574] : INFO : Epoch 1709 | loss: 0.0311245 | val_loss: 0.031149 | Time: 2079.25 ms
[2022-03-20 10:13:11 main:574] : INFO : Epoch 1710 | loss: 0.0311258 | val_loss: 0.0311473 | Time: 2093.32 ms
[2022-03-20 10:13:13 main:574] : INFO : Epoch 1711 | loss: 0.0311249 | val_loss: 0.031151 | Time: 2062.56 ms
[2022-03-20 10:13:15 main:574] : INFO : Epoch 1712 | loss: 0.0311248 | val_loss: 0.0311472 | Time: 2402.79 ms
[2022-03-20 10:13:17 main:574] : INFO : Epoch 1713 | loss: 0.0311248 | val_loss: 0.0311481 | Time: 2120.17 ms
[2022-03-20 10:13:19 main:574] : INFO : Epoch 1714 | loss: 0.0311229 | val_loss: 0.03115 | Time: 2118.5 ms
[2022-03-20 10:13:21 main:574] : INFO : Epoch 1715 | loss: 0.0311255 | val_loss: 0.0311494 | Time: 2071 ms
[2022-03-20 10:13:24 main:574] : INFO : Epoch 1716 | loss: 0.0311241 | val_loss: 0.0311503 | Time: 2048.5 ms
[2022-03-20 10:13:26 main:574] : INFO : Epoch 1717 | loss: 0.0311271 | val_loss: 0.0311468 | Time: 2050.47 ms
[2022-03-20 10:13:28 main:574] : INFO : Epoch 1718 | loss: 0.0311269 | val_loss: 0.0311449 | Time: 2040.55 ms
[2022-03-20 10:13:30 main:574] : INFO : Epoch 1719 | loss: 0.0311241 | val_loss: 0.0311478 | Time: 2110.48 ms
[2022-03-20 10:13:32 main:574] : INFO : Epoch 1720 | loss: 0.0311224 | val_loss: 0.0311465 | Time: 2092.27 ms
[2022-03-20 10:13:34 main:574] : INFO : Epoch 1721 | loss: 0.0311292 | val_loss: 0.0311477 | Time: 2035.66 ms
[2022-03-20 10:13:36 main:574] : INFO : Epoch 1722 | loss: 0.0311278 | val_loss: 0.0311461 | Time: 2053.71 ms
[2022-03-20 10:13:38 main:574] : INFO : Epoch 1723 | loss: 0.0311245 | val_loss: 0.0311444 | Time: 2036.31 ms
[2022-03-20 10:13:40 main:574] : INFO : Epoch 1724 | loss: 0.0311233 | val_loss: 0.0311452 | Time: 2073.51 ms
[2022-03-20 10:13:42 main:574] : INFO : Epoch 1725 | loss: 0.0311215 | val_loss: 0.0311426 | Time: 2030.65 ms
[2022-03-20 10:13:44 main:574] : INFO : Epoch 1726 | loss: 0.0311205 | val_loss: 0.0311435 | Time: 2061.77 ms
[2022-03-20 10:13:47 main:574] : INFO : Epoch 1727 | loss: 0.0311211 | val_loss: 0.0311428 | Time: 2117.44 ms
[2022-03-20 10:13:50 main:574] : INFO : Epoch 1728 | loss: 0.0311199 | val_loss: 0.0311435 | Time: 2985.42 ms
[2022-03-20 10:13:52 main:574] : INFO : Epoch 1729 | loss: 0.0311237 | val_loss: 0.0311455 | Time: 2065.52 ms
[2022-03-20 10:13:54 main:574] : INFO : Epoch 1730 | loss: 0.0311222 | val_loss: 0.0311454 | Time: 2107.83 ms
[2022-03-20 10:13:56 main:574] : INFO : Epoch 1731 | loss: 0.0311222 | val_loss: 0.0311468 | Time: 2111.64 ms
[2022-03-20 10:13:58 main:574] : INFO : Epoch 1732 | loss: 0.0311215 | val_loss: 0.0311494 | Time: 2060.4 ms
[2022-03-20 10:14:00 main:574] : INFO : Epoch 1733 | loss: 0.0311213 | val_loss: 0.0311429 | Time: 2109.54 ms
[2022-03-20 10:14:02 main:574] : INFO : Epoch 1734 | loss: 0.031118 | val_loss: 0.0311453 | Time: 2099.43 ms
[2022-03-20 10:14:04 main:574] : INFO : Epoch 1735 | loss: 0.0311188 | val_loss: 0.031148 | Time: 2097.61 ms
[2022-03-20 10:14:07 main:574] : INFO : Epoch 1736 | loss: 0.0311208 | val_loss: 0.0311507 | Time: 2117.19 ms
[2022-03-20 10:14:09 main:574] : INFO : Epoch 1737 | loss: 0.0311239 | val_loss: 0.0311543 | Time: 2074.17 ms
[2022-03-20 10:14:11 main:574] : INFO : Epoch 1738 | loss: 0.0311213 | val_loss: 0.0311531 | Time: 2070.7 ms
[2022-03-20 10:14:13 main:574] : INFO : Epoch 1739 | loss: 0.0311227 | val_loss: 0.0311497 | Time: 2055.28 ms
[2022-03-20 10:14:15 main:574] : INFO : Epoch 1740 | loss: 0.0311326 | val_loss: 0.0311502 | Time: 2081.37 ms
[2022-03-20 10:14:17 main:574] : INFO : Epoch 1741 | loss: 0.0311312 | val_loss: 0.0311485 | Time: 2078.64 ms
[2022-03-20 10:14:19 main:574] : INFO : Epoch 1742 | loss: 0.0311327 | val_loss: 0.0311498 | Time: 2093.77 ms
[2022-03-20 10:14:21 main:574] : INFO : Epoch 1743 | loss: 0.0311387 | val_loss: 0.0311495 | Time: 2072.27 ms
[2022-03-20 10:14:23 main:574] : INFO : Epoch 1744 | loss: 0.0311318 | val_loss: 0.0311498 | Time: 2070.43 ms
[2022-03-20 10:14:25 main:574] : INFO : Epoch 1745 | loss: 0.031131 | val_loss: 0.0311505 | Time: 2110.21 ms
[2022-03-20 10:14:28 main:574] : INFO : Epoch 1746 | loss: 0.0311288 | val_loss: 0.0311499 | Time: 2078.53 ms
[2022-03-20 10:14:30 main:574] : INFO : Epoch 1747 | loss: 0.0311277 | val_loss: 0.0311505 | Time: 2057.19 ms
[2022-03-20 10:14:32 main:574] : INFO : Epoch 1748 | loss: 0.0311313 | val_loss: 0.0311461 | Time: 2067.51 ms
[2022-03-20 10:14:34 main:574] : INFO : Epoch 1749 | loss: 0.0311294 | val_loss: 0.0311463 | Time: 2072.16 ms
[2022-03-20 10:14:36 main:574] : INFO : Epoch 1750 | loss: 0.0311308 | val_loss: 0.0311494 | Time: 2108.43 ms
[2022-03-20 10:14:38 main:574] : INFO : Epoch 1751 | loss: 0.0311287 | val_loss: 0.0311489 | Time: 2106.45 ms
[2022-03-20 10:14:40 main:574] : INFO : Epoch 1752 | loss: 0.0311278 | val_loss: 0.0311452 | Time: 2049.15 ms
[2022-03-20 10:14:42 main:574] : INFO : Epoch 1753 | loss: 0.0311278 | val_loss: 0.0311564 | Time: 2081.03 ms
[2022-03-20 10:14:44 main:574] : INFO : Epoch 1754 | loss: 0.0311259 | val_loss: 0.031145 | Time: 2043.66 ms
[2022-03-20 10:14:46 main:574] : INFO : Epoch 1755 | loss: 0.0311229 | val_loss: 0.0311441 | Time: 2108.2 ms
[2022-03-20 10:14:49 main:574] : INFO : Epoch 1756 | loss: 0.031122 | val_loss: 0.0311507 | Time: 2102.38 ms
[2022-03-20 10:14:51 main:574] : INFO : Epoch 1757 | loss: 0.0311233 | val_loss: 0.0311478 | Time: 2831.89 ms
[2022-03-20 10:14:54 main:574] : INFO : Epoch 1758 | loss: 0.0311259 | val_loss: 0.0311475 | Time: 2503.64 ms
[2022-03-20 10:14:56 main:574] : INFO : Epoch 1759 | loss: 0.0311237 | val_loss: 0.0311473 | Time: 2121.47 ms
[2022-03-20 10:14:58 main:574] : INFO : Epoch 1760 | loss: 0.0311241 | val_loss: 0.0311513 | Time: 2104.78 ms
[2022-03-20 10:15:00 main:574] : INFO : Epoch 1761 | loss: 0.0311244 | val_loss: 0.0311477 | Time: 2064.34 ms
[2022-03-20 10:15:02 main:574] : INFO : Epoch 1762 | loss: 0.0311252 | val_loss: 0.0311463 | Time: 2108.53 ms
[2022-03-20 10:15:05 main:574] : INFO : Epoch 1763 | loss: 0.0311247 | val_loss: 0.031147 | Time: 2426.21 ms
[2022-03-20 10:15:08 main:574] : INFO : Epoch 1764 | loss: 0.0311246 | val_loss: 0.031144 | Time: 2605.82 ms
[2022-03-20 10:15:10 main:574] : INFO : Epoch 1765 | loss: 0.0311287 | val_loss: 0.031145 | Time: 2086.59 ms
[2022-03-20 10:15:12 main:574] : INFO : Epoch 1766 | loss: 0.0311237 | val_loss: 0.0311465 | Time: 2101.51 ms
[2022-03-20 10:15:14 main:574] : INFO : Epoch 1767 | loss: 0.0311244 | val_loss: 0.0311446 | Time: 2138.65 ms
[2022-03-20 10:15:16 main:574] : INFO : Epoch 1768 | loss: 0.0311221 | val_loss: 0.0311452 | Time: 2146.12 ms
[2022-03-20 10:15:18 main:574] : INFO : Epoch 1769 | loss: 0.0311228 | val_loss: 0.0311435 | Time: 2102.75 ms
[2022-03-20 10:15:20 main:574] : INFO : Epoch 1770 | loss: 0.0311218 | val_loss: 0.031144 | Time: 2097.4 ms
[2022-03-20 10:15:23 main:574] : INFO : Epoch 1771 | loss: 0.0311231 | val_loss: 0.0311466 | Time: 2090.73 ms
[2022-03-20 10:15:25 main:574] : INFO : Epoch 1772 | loss: 0.0311225 | val_loss: 0.0311437 | Time: 2050.03 ms
[2022-03-20 10:15:27 main:574] : INFO : Epoch 1773 | loss: 0.0311244 | val_loss: 0.0311453 | Time: 2110.21 ms
[2022-03-20 10:15:29 main:574] : INFO : Epoch 1774 | loss: 0.0311527 | val_loss: 0.0312013 | Time: 2063.13 ms
[2022-03-20 10:15:31 main:574] : INFO : Epoch 1775 | loss: 0.0324143 | val_loss: 0.0318223 | Time: 2050.74 ms
[2022-03-20 10:15:33 main:574] : INFO : Epoch 1776 | loss: 0.0333424 | val_loss: 0.0318889 | Time: 2095.29 ms
[2022-03-20 10:15:35 main:574] : INFO : Epoch 1777 | loss: 0.0314494 | val_loss: 0.03128 | Time: 2129.99 ms
[2022-03-20 10:15:37 main:574] : INFO : Epoch 1778 | loss: 0.0312287 | val_loss: 0.0311959 | Time: 2102.72 ms
[2022-03-20 10:15:39 main:574] : INFO : Epoch 1779 | loss: 0.0311933 | val_loss: 0.0311991 | Time: 2103.64 ms
[2022-03-20 10:15:42 main:574] : INFO : Epoch 1780 | loss: 0.0311851 | val_loss: 0.0311779 | Time: 2088.16 ms
[2022-03-20 10:15:44 main:574] : INFO : Epoch 1781 | loss: 0.0311669 | val_loss: 0.031165 | Time: 2014.74 ms
[2022-03-20 10:15:46 main:574] : INFO : Epoch 1782 | loss: 0.0311575 | val_loss: 0.0311606 | Time: 2128.29 ms
[2022-03-20 10:15:48 main:574] : INFO : Epoch 1783 | loss: 0.0311491 | val_loss: 0.0311567 | Time: 2083.63 ms
[2022-03-20 10:15:51 main:574] : INFO : Epoch 1784 | loss: 0.0311432 | val_loss: 0.0311491 | Time: 2914.36 ms
[2022-03-20 10:15:53 main:574] : INFO : Epoch 1785 | loss: 0.0311389 | val_loss: 0.0311472 | Time: 2080.52 ms
[2022-03-20 10:15:55 main:574] : INFO : Epoch 1786 | loss: 0.031137 | val_loss: 0.0311456 | Time: 2051.75 ms
[2022-03-20 10:15:57 main:574] : INFO : Epoch 1787 | loss: 0.0311345 | val_loss: 0.0311464 | Time: 2025.21 ms
[2022-03-20 10:15:59 main:574] : INFO : Epoch 1788 | loss: 0.0311329 | val_loss: 0.0311463 | Time: 2043.53 ms
[2022-03-20 10:16:01 main:574] : INFO : Epoch 1789 | loss: 0.031132 | val_loss: 0.0311468 | Time: 2074.77 ms
[2022-03-20 10:16:03 main:574] : INFO : Epoch 1790 | loss: 0.0311322 | val_loss: 0.0311453 | Time: 2094.2 ms
[2022-03-20 10:16:05 main:574] : INFO : Epoch 1791 | loss: 0.0311296 | val_loss: 0.0311426 | Time: 2069.16 ms
[2022-03-20 10:16:07 main:574] : INFO : Epoch 1792 | loss: 0.0311347 | val_loss: 0.0311459 | Time: 2081.86 ms
[2022-03-20 10:16:10 main:574] : INFO : Epoch 1793 | loss: 0.0311317 | val_loss: 0.0311429 | Time: 2108.33 ms
[2022-03-20 10:16:12 main:574] : INFO : Epoch 1794 | loss: 0.0311292 | val_loss: 0.0311393 | Time: 2079.54 ms
[2022-03-20 10:16:14 main:574] : INFO : Epoch 1795 | loss: 0.0311289 | val_loss: 0.0311387 | Time: 2121.88 ms
[2022-03-20 10:16:16 main:574] : INFO : Epoch 1796 | loss: 0.0311269 | val_loss: 0.0311403 | Time: 2062.84 ms
[2022-03-20 10:16:18 main:574] : INFO : Epoch 1797 | loss: 0.0311268 | val_loss: 0.0311426 | Time: 2138.57 ms
[2022-03-20 10:16:20 main:574] : INFO : Epoch 1798 | loss: 0.031126 | val_loss: 0.0311401 | Time: 2102.93 ms
[2022-03-20 10:16:22 main:574] : INFO : Epoch 1799 | loss: 0.0311237 | val_loss: 0.0311436 | Time: 2056.01 ms
[2022-03-20 10:16:24 main:574] : INFO : Epoch 1800 | loss: 0.0311252 | val_loss: 0.0311433 | Time: 2101.72 ms
[2022-03-20 10:16:27 main:574] : INFO : Epoch 1801 | loss: 0.0311242 | val_loss: 0.031144 | Time: 2088.87 ms
[2022-03-20 10:16:29 main:574] : INFO : Epoch 1802 | loss: 0.0311235 | val_loss: 0.0311404 | Time: 2044.52 ms
[2022-03-20 10:16:31 main:574] : INFO : Epoch 1803 | loss: 0.0311248 | val_loss: 0.0311399 | Time: 2129.86 ms
[2022-03-20 10:16:33 main:574] : INFO : Epoch 1804 | loss: 0.0311233 | val_loss: 0.0311413 | Time: 2068.81 ms
[2022-03-20 10:16:35 main:574] : INFO : Epoch 1805 | loss: 0.0311242 | val_loss: 0.0311411 | Time: 2084.47 ms
[2022-03-20 10:16:37 main:574] : INFO : Epoch 1806 | loss: 0.0311267 | val_loss: 0.0311386 | Time: 2083.96 ms
[2022-03-20 10:16:39 main:574] : INFO : Epoch 1807 | loss: 0.0311236 | val_loss: 0.0311407 | Time: 2099.65 ms
[2022-03-20 10:16:41 main:574] : INFO : Epoch 1808 | loss: 0.0311279 | val_loss: 0.0311389 | Time: 2105.2 ms
[2022-03-20 10:16:43 main:574] : INFO : Epoch 1809 | loss: 0.0311263 | val_loss: 0.0311476 | Time: 2111.09 ms
[2022-03-20 10:16:46 main:574] : INFO : Epoch 1810 | loss: 0.0311254 | val_loss: 0.0311399 | Time: 2112.71 ms
[2022-03-20 10:16:48 main:574] : INFO : Epoch 1811 | loss: 0.0311238 | val_loss: 0.0311382 | Time: 2109.01 ms
[2022-03-20 10:16:50 main:574] : INFO : Epoch 1812 | loss: 0.0311216 | val_loss: 0.0311403 | Time: 2478.11 ms
[2022-03-20 10:16:52 main:574] : INFO : Epoch 1813 | loss: 0.031122 | val_loss: 0.0311411 | Time: 2116.76 ms
[2022-03-20 10:16:54 main:574] : INFO : Epoch 1814 | loss: 0.0311213 | val_loss: 0.0311408 | Time: 2065.64 ms
[2022-03-20 10:16:57 main:574] : INFO : Epoch 1815 | loss: 0.0311204 | val_loss: 0.0311409 | Time: 2099.17 ms
[2022-03-20 10:16:59 main:574] : INFO : Epoch 1816 | loss: 0.0311225 | val_loss: 0.0311441 | Time: 2108.75 ms
[2022-03-20 10:17:01 main:574] : INFO : Epoch 1817 | loss: 0.0311222 | val_loss: 0.031142 | Time: 2112.53 ms
[2022-03-20 10:17:03 main:574] : INFO : Epoch 1818 | loss: 0.0311209 | val_loss: 0.0311404 | Time: 2027.01 ms
[2022-03-20 10:17:05 main:574] : INFO : Epoch 1819 | loss: 0.0311216 | val_loss: 0.0311432 | Time: 2158.15 ms
[2022-03-20 10:17:07 main:574] : INFO : Epoch 1820 | loss: 0.031121 | val_loss: 0.0311407 | Time: 2025.57 ms
[2022-03-20 10:17:09 main:574] : INFO : Epoch 1821 | loss: 0.0311199 | val_loss: 0.0311436 | Time: 2086.65 ms
[2022-03-20 10:17:11 main:574] : INFO : Epoch 1822 | loss: 0.0311196 | val_loss: 0.0311437 | Time: 2032.3 ms
[2022-03-20 10:17:13 main:574] : INFO : Epoch 1823 | loss: 0.0311205 | val_loss: 0.0311423 | Time: 2034.06 ms
[2022-03-20 10:17:16 main:574] : INFO : Epoch 1824 | loss: 0.0311173 | val_loss: 0.0311439 | Time: 2164.12 ms
[2022-03-20 10:17:18 main:574] : INFO : Epoch 1825 | loss: 0.0311187 | val_loss: 0.0311409 | Time: 2076.16 ms
[2022-03-20 10:17:20 main:574] : INFO : Epoch 1826 | loss: 0.0311198 | val_loss: 0.0311427 | Time: 2144.34 ms
[2022-03-20 10:17:22 main:574] : INFO : Epoch 1827 | loss: 0.0311194 | val_loss: 0.0311477 | Time: 2051.08 ms
[2022-03-20 10:17:24 main:574] : INFO : Epoch 1828 | loss: 0.0311247 | val_loss: 0.0311476 | Time: 2064.45 ms
[2022-03-20 10:17:26 main:574] : INFO : Epoch 1829 | loss: 0.0311233 | val_loss: 0.0311447 | Time: 2079.21 ms
[2022-03-20 10:17:28 main:574] : INFO : Epoch 1830 | loss: 0.0311234 | val_loss: 0.0311414 | Time: 2121.55 ms
[2022-03-20 10:17:30 main:574] : INFO : Epoch 1831 | loss: 0.031122 | val_loss: 0.0311418 | Time: 2126.54 ms
[2022-03-20 10:17:32 main:574] : INFO : Epoch 1832 | loss: 0.0311232 | val_loss: 0.0311505 | Time: 2066 ms
[2022-03-20 10:17:35 main:574] : INFO : Epoch 1833 | loss: 0.0311338 | val_loss: 0.0311453 | Time: 2127.25 ms
[2022-03-20 10:17:37 main:574] : INFO : Epoch 1834 | loss: 0.0311303 | val_loss: 0.0311432 | Time: 2550.56 ms
[2022-03-20 10:17:39 main:574] : INFO : Epoch 1835 | loss: 0.0311288 | val_loss: 0.0311415 | Time: 2129.64 ms
[2022-03-20 10:17:41 main:574] : INFO : Epoch 1836 | loss: 0.0311249 | val_loss: 0.0311427 | Time: 2033.39 ms
[2022-03-20 10:17:44 main:574] : INFO : Epoch 1837 | loss: 0.0311231 | val_loss: 0.0311409 | Time: 2064.26 ms
[2022-03-20 10:17:46 main:574] : INFO : Epoch 1838 | loss: 0.0311205 | val_loss: 0.0311414 | Time: 2095.44 ms
[2022-03-20 10:17:48 main:574] : INFO : Epoch 1839 | loss: 0.0311227 | val_loss: 0.0311392 | Time: 2077.88 ms
[2022-03-20 10:17:50 main:574] : INFO : Epoch 1840 | loss: 0.0311223 | val_loss: 0.0311395 | Time: 2091.41 ms
[2022-03-20 10:17:52 main:574] : INFO : Epoch 1841 | loss: 0.0311217 | val_loss: 0.0311383 | Time: 2509.91 ms
[2022-03-20 10:17:55 main:574] : INFO : Epoch 1842 | loss: 0.0311202 | val_loss: 0.0311397 | Time: 2490.45 ms
[2022-03-20 10:17:57 main:574] : INFO : Epoch 1843 | loss: 0.0311182 | val_loss: 0.0311396 | Time: 2077.24 ms
[2022-03-20 10:17:59 main:574] : INFO : Epoch 1844 | loss: 0.0311203 | val_loss: 0.0311404 | Time: 2049.96 ms
[2022-03-20 10:18:01 main:574] : INFO : Epoch 1845 | loss: 0.0311197 | val_loss: 0.0311433 | Time: 2069.95 ms
[2022-03-20 10:18:03 main:574] : INFO : Epoch 1846 | loss: 0.0311211 | val_loss: 0.0311429 | Time: 2073.42 ms
[2022-03-20 10:18:05 main:574] : INFO : Epoch 1847 | loss: 0.03112 | val_loss: 0.0311416 | Time: 2078.44 ms
[2022-03-20 10:18:07 main:574] : INFO : Epoch 1848 | loss: 0.0311209 | val_loss: 0.0311415 | Time: 2053.27 ms
[2022-03-20 10:18:10 main:574] : INFO : Epoch 1849 | loss: 0.0311213 | val_loss: 0.0311446 | Time: 2529.72 ms
[2022-03-20 10:18:12 main:574] : INFO : Epoch 1850 | loss: 0.0311186 | val_loss: 0.031144 | Time: 2065.94 ms
[2022-03-20 10:18:14 main:574] : INFO : Epoch 1851 | loss: 0.0311167 | val_loss: 0.0311413 | Time: 2037.63 ms
[2022-03-20 10:18:16 main:574] : INFO : Epoch 1852 | loss: 0.0311168 | val_loss: 0.0311437 | Time: 2074.94 ms
[2022-03-20 10:18:18 main:574] : INFO : Epoch 1853 | loss: 0.0311184 | val_loss: 0.0311483 | Time: 2006.41 ms
[2022-03-20 10:18:20 main:574] : INFO : Epoch 1854 | loss: 0.0311161 | val_loss: 0.0311445 | Time: 2049.97 ms
[2022-03-20 10:18:22 main:574] : INFO : Epoch 1855 | loss: 0.0311156 | val_loss: 0.0311427 | Time: 2037.51 ms
[2022-03-20 10:18:24 main:574] : INFO : Epoch 1856 | loss: 0.0311146 | val_loss: 0.0311437 | Time: 2078.81 ms
[2022-03-20 10:18:27 main:574] : INFO : Epoch 1857 | loss: 0.0311157 | val_loss: 0.0311402 | Time: 2091.64 ms
[2022-03-20 10:18:29 main:574] : INFO : Epoch 1858 | loss: 0.031118 | val_loss: 0.0311383 | Time: 2041.26 ms
[2022-03-20 10:18:31 main:574] : INFO : Epoch 1859 | loss: 0.031116 | val_loss: 0.0311395 | Time: 2067.57 ms
[2022-03-20 10:18:33 main:574] : INFO : Epoch 1860 | loss: 0.0311154 | val_loss: 0.0311378 | Time: 2073.11 ms
[2022-03-20 10:18:35 main:574] : INFO : Epoch 1861 | loss: 0.0311201 | val_loss: 0.031141 | Time: 2031.38 ms
[2022-03-20 10:18:37 main:574] : INFO : Epoch 1862 | loss: 0.0311231 | val_loss: 0.0311394 | Time: 2079.57 ms
[2022-03-20 10:18:39 main:574] : INFO : Epoch 1863 | loss: 0.0311196 | val_loss: 0.0311391 | Time: 2108.16 ms
[2022-03-20 10:18:41 main:574] : INFO : Epoch 1864 | loss: 0.0311227 | val_loss: 0.0311396 | Time: 2028.29 ms
[2022-03-20 10:18:43 main:574] : INFO : Epoch 1865 | loss: 0.0311234 | val_loss: 0.0311419 | Time: 2079.94 ms
[2022-03-20 10:18:45 main:574] : INFO : Epoch 1866 | loss: 0.0311184 | val_loss: 0.0311413 | Time: 2027.85 ms
[2022-03-20 10:18:47 main:574] : INFO : Epoch 1867 | loss: 0.0311175 | val_loss: 0.0311419 | Time: 2035.8 ms
[2022-03-20 10:18:50 main:574] : INFO : Epoch 1868 | loss: 0.0311196 | val_loss: 0.0311404 | Time: 2059.34 ms
[2022-03-20 10:18:52 main:574] : INFO : Epoch 1869 | loss: 0.0311187 | val_loss: 0.0311352 | Time: 2501.3 ms
[2022-03-20 10:18:54 main:574] : INFO : Epoch 1870 | loss: 0.0311171 | val_loss: 0.0311429 | Time: 2020.15 ms
[2022-03-20 10:18:56 main:574] : INFO : Epoch 1871 | loss: 0.0311183 | val_loss: 0.031138 | Time: 2062.91 ms
[2022-03-20 10:18:58 main:574] : INFO : Epoch 1872 | loss: 0.0311174 | val_loss: 0.0311388 | Time: 2077.39 ms
[2022-03-20 10:19:00 main:574] : INFO : Epoch 1873 | loss: 0.0311153 | val_loss: 0.0311374 | Time: 2043.74 ms
[2022-03-20 10:19:02 main:574] : INFO : Epoch 1874 | loss: 0.0311148 | val_loss: 0.0311365 | Time: 2067.49 ms
[2022-03-20 10:19:05 main:574] : INFO : Epoch 1875 | loss: 0.0311141 | val_loss: 0.0311357 | Time: 2068.65 ms
[2022-03-20 10:19:07 main:574] : INFO : Epoch 1876 | loss: 0.0311134 | val_loss: 0.031137 | Time: 2135.07 ms
[2022-03-20 10:19:09 main:574] : INFO : Epoch 1877 | loss: 0.0311124 | val_loss: 0.0311356 | Time: 2044.31 ms
[2022-03-20 10:19:11 main:574] : INFO : Epoch 1878 | loss: 0.0311111 | val_loss: 0.0311394 | Time: 2090.52 ms
[2022-03-20 10:19:13 main:574] : INFO : Epoch 1879 | loss: 0.0311141 | val_loss: 0.031138 | Time: 2072.66 ms
[2022-03-20 10:19:15 main:574] : INFO : Epoch 1880 | loss: 0.0311138 | val_loss: 0.0311401 | Time: 2072.35 ms
[2022-03-20 10:19:17 main:574] : INFO : Epoch 1881 | loss: 0.0311132 | val_loss: 0.0311416 | Time: 2087.71 ms
[2022-03-20 10:19:19 main:574] : INFO : Epoch 1882 | loss: 0.0311226 | val_loss: 0.0311441 | Time: 2027.34 ms
[2022-03-20 10:19:21 main:574] : INFO : Epoch 1883 | loss: 0.031131 | val_loss: 0.0311432 | Time: 1997.85 ms
[2022-03-20 10:19:23 main:574] : INFO : Epoch 1884 | loss: 0.0311284 | val_loss: 0.0311391 | Time: 2038.77 ms
[2022-03-20 10:19:25 main:574] : INFO : Epoch 1885 | loss: 0.031127 | val_loss: 0.0311405 | Time: 2066.99 ms
[2022-03-20 10:19:28 main:574] : INFO : Epoch 1886 | loss: 0.0311244 | val_loss: 0.0311397 | Time: 2116.74 ms
[2022-03-20 10:19:30 main:574] : INFO : Epoch 1887 | loss: 0.0311346 | val_loss: 0.0311517 | Time: 2006.74 ms
[2022-03-20 10:19:32 main:574] : INFO : Epoch 1888 | loss: 0.0311554 | val_loss: 0.0311597 | Time: 2068.76 ms
[2022-03-20 10:19:34 main:574] : INFO : Epoch 1889 | loss: 0.031148 | val_loss: 0.0311465 | Time: 2020.82 ms
[2022-03-20 10:19:36 main:574] : INFO : Epoch 1890 | loss: 0.0311396 | val_loss: 0.0311436 | Time: 2009.41 ms
[2022-03-20 10:19:38 main:574] : INFO : Epoch 1891 | loss: 0.0311348 | val_loss: 0.0311418 | Time: 2082 ms
[2022-03-20 10:19:40 main:574] : INFO : Epoch 1892 | loss: 0.0311313 | val_loss: 0.0311393 | Time: 2098.38 ms
[2022-03-20 10:19:42 main:574] : INFO : Epoch 1893 | loss: 0.0311267 | val_loss: 0.0311386 | Time: 2077.46 ms
[2022-03-20 10:19:44 main:574] : INFO : Epoch 1894 | loss: 0.0311259 | val_loss: 0.0311388 | Time: 2094.11 ms
[2022-03-20 10:19:46 main:574] : INFO : Epoch 1895 | loss: 0.0311239 | val_loss: 0.0311353 | Time: 2080.85 ms
[2022-03-20 10:19:48 main:574] : INFO : Epoch 1896 | loss: 0.0311251 | val_loss: 0.031137 | Time: 2048.33 ms
[2022-03-20 10:19:50 main:574] : INFO : Epoch 1897 | loss: 0.0311246 | val_loss: 0.0311379 | Time: 2085.13 ms
[2022-03-20 10:19:53 main:574] : INFO : Epoch 1898 | loss: 0.0311231 | val_loss: 0.0311397 | Time: 2540.29 ms
[2022-03-20 10:19:55 main:574] : INFO : Epoch 1899 | loss: 0.0311225 | val_loss: 0.0311369 | Time: 2065.54 ms
[2022-03-20 10:19:57 main:574] : INFO : Epoch 1900 | loss: 0.0311205 | val_loss: 0.0311357 | Time: 2065.28 ms
[2022-03-20 10:19:59 main:574] : INFO : Epoch 1901 | loss: 0.0311197 | val_loss: 0.0311331 | Time: 2063.25 ms
[2022-03-20 10:20:01 main:574] : INFO : Epoch 1902 | loss: 0.0311196 | val_loss: 0.0311382 | Time: 2037.54 ms
[2022-03-20 10:20:03 main:574] : INFO : Epoch 1903 | loss: 0.0311203 | val_loss: 0.0311362 | Time: 2049.73 ms
[2022-03-20 10:20:06 main:574] : INFO : Epoch 1904 | loss: 0.0311193 | val_loss: 0.0311357 | Time: 2123.79 ms
[2022-03-20 10:20:08 main:574] : INFO : Epoch 1905 | loss: 0.0311188 | val_loss: 0.0311372 | Time: 2046.35 ms
[2022-03-20 10:20:10 main:574] : INFO : Epoch 1906 | loss: 0.0311184 | val_loss: 0.031137 | Time: 2552.17 ms
[2022-03-20 10:20:12 main:574] : INFO : Epoch 1907 | loss: 0.0311174 | val_loss: 0.0311357 | Time: 2033.13 ms
[2022-03-20 10:20:14 main:574] : INFO : Epoch 1908 | loss: 0.0311181 | val_loss: 0.0311411 | Time: 2013.35 ms
[2022-03-20 10:20:16 main:574] : INFO : Epoch 1909 | loss: 0.0311184 | val_loss: 0.0311382 | Time: 2033.34 ms
[2022-03-20 10:20:18 main:574] : INFO : Epoch 1910 | loss: 0.03112 | val_loss: 0.0311446 | Time: 2074.83 ms
[2022-03-20 10:20:21 main:574] : INFO : Epoch 1911 | loss: 0.0311309 | val_loss: 0.0311475 | Time: 2063.02 ms
[2022-03-20 10:20:23 main:574] : INFO : Epoch 1912 | loss: 0.0311281 | val_loss: 0.0311399 | Time: 2064.49 ms
[2022-03-20 10:20:25 main:574] : INFO : Epoch 1913 | loss: 0.0311224 | val_loss: 0.0311363 | Time: 2044.78 ms
[2022-03-20 10:20:27 main:574] : INFO : Epoch 1914 | loss: 0.0311226 | val_loss: 0.0311377 | Time: 2073.55 ms
[2022-03-20 10:20:29 main:574] : INFO : Epoch 1915 | loss: 0.0311209 | val_loss: 0.0311391 | Time: 2043.85 ms
[2022-03-20 10:20:31 main:574] : INFO : Epoch 1916 | loss: 0.0311185 | val_loss: 0.0311354 | Time: 2088.14 ms
[2022-03-20 10:20:33 main:574] : INFO : Epoch 1917 | loss: 0.031116 | val_loss: 0.0311374 | Time: 2429.69 ms
[2022-03-20 10:20:35 main:574] : INFO : Epoch 1918 | loss: 0.0311166 | val_loss: 0.0311364 | Time: 2029.41 ms
[2022-03-20 10:20:38 main:574] : INFO : Epoch 1919 | loss: 0.0311172 | val_loss: 0.031134 | Time: 2083.42 ms
[2022-03-20 10:20:40 main:574] : INFO : Epoch 1920 | loss: 0.0311157 | val_loss: 0.0311361 | Time: 2049.42 ms
[2022-03-20 10:20:42 main:574] : INFO : Epoch 1921 | loss: 0.0311159 | val_loss: 0.0311337 | Time: 2061.62 ms
[2022-03-20 10:20:44 main:574] : INFO : Epoch 1922 | loss: 0.0311143 | val_loss: 0.031134 | Time: 2050.94 ms
[2022-03-20 10:20:46 main:574] : INFO : Epoch 1923 | loss: 0.0311141 | val_loss: 0.0311324 | Time: 2070.2 ms
[2022-03-20 10:20:48 main:574] : INFO : Epoch 1924 | loss: 0.0311134 | val_loss: 0.0311361 | Time: 2063.12 ms
[2022-03-20 10:20:50 main:574] : INFO : Epoch 1925 | loss: 0.0311123 | val_loss: 0.0311328 | Time: 2009.81 ms
[2022-03-20 10:20:52 main:574] : INFO : Epoch 1926 | loss: 0.0311141 | val_loss: 0.0311355 | Time: 2076.23 ms
[2022-03-20 10:20:55 main:574] : INFO : Epoch 1927 | loss: 0.0311144 | val_loss: 0.0311378 | Time: 2539.81 ms
[2022-03-20 10:20:57 main:574] : INFO : Epoch 1928 | loss: 0.0311137 | val_loss: 0.0311374 | Time: 2119.36 ms
[2022-03-20 10:20:59 main:574] : INFO : Epoch 1929 | loss: 0.031112 | val_loss: 0.0311355 | Time: 2090.33 ms
[2022-03-20 10:21:01 main:574] : INFO : Epoch 1930 | loss: 0.0311108 | val_loss: 0.031136 | Time: 2086.5 ms
[2022-03-20 10:21:03 main:574] : INFO : Epoch 1931 | loss: 0.0311121 | val_loss: 0.0311371 | Time: 2142.5 ms
[2022-03-20 10:21:05 main:574] : INFO : Epoch 1932 | loss: 0.0311128 | val_loss: 0.0311369 | Time: 2043.51 ms
[2022-03-20 10:21:07 main:574] : INFO : Epoch 1933 | loss: 0.0311242 | val_loss: 0.031136 | Time: 2131.92 ms
[2022-03-20 10:21:10 main:574] : INFO : Epoch 1934 | loss: 0.0311219 | val_loss: 0.0311364 | Time: 2053.7 ms
[2022-03-20 10:21:12 main:574] : INFO : Epoch 1935 | loss: 0.0311213 | val_loss: 0.0311376 | Time: 2104.79 ms
[2022-03-20 10:21:14 main:574] : INFO : Epoch 1936 | loss: 0.0311288 | val_loss: 0.0311386 | Time: 2134.32 ms
[2022-03-20 10:21:16 main:574] : INFO : Epoch 1937 | loss: 0.0311268 | val_loss: 0.0311389 | Time: 2069.73 ms
[2022-03-20 10:21:18 main:574] : INFO : Epoch 1938 | loss: 0.0311275 | val_loss: 0.0311418 | Time: 2062.93 ms
[2022-03-20 10:21:20 main:574] : INFO : Epoch 1939 | loss: 0.0311249 | val_loss: 0.0311411 | Time: 2113.95 ms
[2022-03-20 10:21:22 main:574] : INFO : Epoch 1940 | loss: 0.0311215 | val_loss: 0.0311398 | Time: 2088.03 ms
[2022-03-20 10:21:24 main:574] : INFO : Epoch 1941 | loss: 0.0311211 | val_loss: 0.0311392 | Time: 2083.98 ms
[2022-03-20 10:21:26 main:574] : INFO : Epoch 1942 | loss: 0.0311191 | val_loss: 0.0311374 | Time: 2029.55 ms
[2022-03-20 10:21:29 main:574] : INFO : Epoch 1943 | loss: 0.0311181 | val_loss: 0.031137 | Time: 2115.92 ms
[2022-03-20 10:21:31 main:574] : INFO : Epoch 1944 | loss: 0.0311192 | val_loss: 0.0311411 | Time: 2040.26 ms
[2022-03-20 10:21:33 main:574] : INFO : Epoch 1945 | loss: 0.0311185 | val_loss: 0.0311403 | Time: 2066.72 ms
[2022-03-20 10:21:35 main:574] : INFO : Epoch 1946 | loss: 0.03112 | val_loss: 0.0311382 | Time: 2064.93 ms
[2022-03-20 10:21:37 main:574] : INFO : Epoch 1947 | loss: 0.0311237 | val_loss: 0.0311366 | Time: 2092.49 ms
[2022-03-20 10:21:39 main:574] : INFO : Epoch 1948 | loss: 0.0311197 | val_loss: 0.0311391 | Time: 2097.17 ms
[2022-03-20 10:21:41 main:574] : INFO : Epoch 1949 | loss: 0.0311163 | val_loss: 0.0311405 | Time: 2045.45 ms
[2022-03-20 10:21:43 main:574] : INFO : Epoch 1950 | loss: 0.0311181 | val_loss: 0.0311363 | Time: 2089.16 ms
[2022-03-20 10:21:45 main:574] : INFO : Epoch 1951 | loss: 0.0311162 | val_loss: 0.0311368 | Time: 2071.33 ms
[2022-03-20 10:21:47 main:574] : INFO : Epoch 1952 | loss: 0.0311169 | val_loss: 0.0311379 | Time: 2074.81 ms
[2022-03-20 10:21:50 main:574] : INFO : Epoch 1953 | loss: 0.0311154 | val_loss: 0.0311433 | Time: 2071.48 ms
[2022-03-20 10:21:52 main:574] : INFO : Epoch 1954 | loss: 0.0311162 | val_loss: 0.0311395 | Time: 2130.86 ms
[2022-03-20 10:21:54 main:574] : INFO : Epoch 1955 | loss: 0.0311141 | val_loss: 0.031135 | Time: 2119.16 ms
[2022-03-20 10:21:56 main:574] : INFO : Epoch 1956 | loss: 0.0311132 | val_loss: 0.0311357 | Time: 2507.31 ms
[2022-03-20 10:21:59 main:574] : INFO : Epoch 1957 | loss: 0.0311132 | val_loss: 0.0311366 | Time: 2107.27 ms
[2022-03-20 10:22:01 main:574] : INFO : Epoch 1958 | loss: 0.0311143 | val_loss: 0.0311392 | Time: 2091.69 ms
[2022-03-20 10:22:03 main:574] : INFO : Epoch 1959 | loss: 0.0311288 | val_loss: 0.0311443 | Time: 2050.76 ms
[2022-03-20 10:22:05 main:574] : INFO : Epoch 1960 | loss: 0.03113 | val_loss: 0.0311403 | Time: 2055.44 ms
[2022-03-20 10:22:07 main:574] : INFO : Epoch 1961 | loss: 0.0311266 | val_loss: 0.0311391 | Time: 2060.18 ms
[2022-03-20 10:22:09 main:574] : INFO : Epoch 1962 | loss: 0.0311308 | val_loss: 0.0311412 | Time: 2055.79 ms
[2022-03-20 10:22:11 main:574] : INFO : Epoch 1963 | loss: 0.0311311 | val_loss: 0.0311412 | Time: 2031.79 ms
[2022-03-20 10:22:13 main:574] : INFO : Epoch 1964 | loss: 0.0311269 | val_loss: 0.0311477 | Time: 2114.63 ms
[2022-03-20 10:22:15 main:574] : INFO : Epoch 1965 | loss: 0.0311264 | val_loss: 0.0311426 | Time: 2090.9 ms
[2022-03-20 10:22:17 main:574] : INFO : Epoch 1966 | loss: 0.0311247 | val_loss: 0.0311414 | Time: 2038.13 ms
[2022-03-20 10:22:19 main:574] : INFO : Epoch 1967 | loss: 0.0311251 | val_loss: 0.031141 | Time: 2083.94 ms
[2022-03-20 10:22:22 main:574] : INFO : Epoch 1968 | loss: 0.0311252 | val_loss: 0.0311428 | Time: 2051.12 ms
[2022-03-20 10:22:24 main:574] : INFO : Epoch 1969 | loss: 0.0311231 | val_loss: 0.0311393 | Time: 2025.67 ms
[2022-03-20 10:22:26 main:574] : INFO : Epoch 1970 | loss: 0.0311195 | val_loss: 0.031138 | Time: 2585.94 ms
[2022-03-20 10:22:28 main:574] : INFO : Epoch 1971 | loss: 0.0311211 | val_loss: 0.0311408 | Time: 2103.34 ms
[2022-03-20 10:22:30 main:574] : INFO : Epoch 1972 | loss: 0.0311198 | val_loss: 0.0311403 | Time: 2053.86 ms
[2022-03-20 10:22:32 main:574] : INFO : Epoch 1973 | loss: 0.0311188 | val_loss: 0.0311417 | Time: 2038.54 ms
[2022-03-20 10:22:35 main:574] : INFO : Epoch 1974 | loss: 0.0311194 | val_loss: 0.0311388 | Time: 2114.87 ms
[2022-03-20 10:22:37 main:574] : INFO : Epoch 1975 | loss: 0.0311189 | val_loss: 0.0311379 | Time: 2102.67 ms
[2022-03-20 10:22:39 main:574] : INFO : Epoch 1976 | loss: 0.0311167 | val_loss: 0.0311402 | Time: 2474.11 ms
[2022-03-20 10:22:41 main:574] : INFO : Epoch 1977 | loss: 0.0311203 | val_loss: 0.0311426 | Time: 1987.22 ms
[2022-03-20 10:22:43 main:574] : INFO : Epoch 1978 | loss: 0.0311219 | val_loss: 0.0311384 | Time: 2079.95 ms
[2022-03-20 10:22:45 main:574] : INFO : Epoch 1979 | loss: 0.0311181 | val_loss: 0.0311455 | Time: 2035.03 ms
[2022-03-20 10:22:48 main:574] : INFO : Epoch 1980 | loss: 0.0311167 | val_loss: 0.0311362 | Time: 2145.33 ms
[2022-03-20 10:22:50 main:574] : INFO : Epoch 1981 | loss: 0.0311159 | val_loss: 0.0311394 | Time: 2085.97 ms
[2022-03-20 10:22:52 main:574] : INFO : Epoch 1982 | loss: 0.0311141 | val_loss: 0.0311382 | Time: 2054.28 ms
[2022-03-20 10:22:54 main:574] : INFO : Epoch 1983 | loss: 0.0311167 | val_loss: 0.0311401 | Time: 2055.27 ms
[2022-03-20 10:22:56 main:574] : INFO : Epoch 1984 | loss: 0.031117 | val_loss: 0.0311391 | Time: 2440.69 ms
[2022-03-20 10:22:58 main:574] : INFO : Epoch 1985 | loss: 0.0311153 | val_loss: 0.0311418 | Time: 2123.17 ms
[2022-03-20 10:23:00 main:574] : INFO : Epoch 1986 | loss: 0.0311236 | val_loss: 0.0311411 | Time: 2017.69 ms
[2022-03-20 10:23:03 main:574] : INFO : Epoch 1987 | loss: 0.0311205 | val_loss: 0.0311387 | Time: 2056.5 ms
[2022-03-20 10:23:05 main:574] : INFO : Epoch 1988 | loss: 0.0311177 | val_loss: 0.0311357 | Time: 2107.16 ms
[2022-03-20 10:23:07 main:574] : INFO : Epoch 1989 | loss: 0.0311156 | val_loss: 0.0311386 | Time: 2129.67 ms
[2022-03-20 10:23:09 main:574] : INFO : Epoch 1990 | loss: 0.0311161 | val_loss: 0.0311363 | Time: 2075.59 ms
[2022-03-20 10:23:11 main:574] : INFO : Epoch 1991 | loss: 0.0311146 | val_loss: 0.0311354 | Time: 2057.97 ms
[2022-03-20 10:23:13 main:574] : INFO : Epoch 1992 | loss: 0.0311141 | val_loss: 0.0311348 | Time: 2094.53 ms
[2022-03-20 10:23:15 main:574] : INFO : Epoch 1993 | loss: 0.0311178 | val_loss: 0.031143 | Time: 1968.86 ms
[2022-03-20 10:23:17 main:574] : INFO : Epoch 1994 | loss: 0.0311195 | val_loss: 0.0311413 | Time: 2121.37 ms
[2022-03-20 10:23:19 main:574] : INFO : Epoch 1995 | loss: 0.0311191 | val_loss: 0.0311355 | Time: 2047.03 ms
[2022-03-20 10:23:21 main:574] : INFO : Epoch 1996 | loss: 0.0311179 | val_loss: 0.0311378 | Time: 2058.87 ms
[2022-03-20 10:23:23 main:574] : INFO : Epoch 1997 | loss: 0.0311208 | val_loss: 0.0311411 | Time: 2039.87 ms
[2022-03-20 10:23:26 main:574] : INFO : Epoch 1998 | loss: 0.0311233 | val_loss: 0.0311395 | Time: 2042.86 ms
[2022-03-20 10:23:28 main:574] : INFO : Epoch 1999 | loss: 0.0311173 | val_loss: 0.0311378 | Time: 2054.3 ms
[2022-03-20 10:23:30 main:574] : INFO : Epoch 2000 | loss: 0.0311141 | val_loss: 0.0311346 | Time: 2077.25 ms
[2022-03-20 10:23:32 main:574] : INFO : Epoch 2001 | loss: 0.0311142 | val_loss: 0.0311369 | Time: 2153.68 ms
[2022-03-20 10:23:34 main:574] : INFO : Epoch 2002 | loss: 0.0311173 | val_loss: 0.0311378 | Time: 2050.64 ms
[2022-03-20 10:23:36 main:574] : INFO : Epoch 2003 | loss: 0.0311158 | val_loss: 0.0311358 | Time: 2054.98 ms
[2022-03-20 10:23:38 main:574] : INFO : Epoch 2004 | loss: 0.0311219 | val_loss: 0.0311325 | Time: 2082.67 ms
[2022-03-20 10:23:40 main:574] : INFO : Epoch 2005 | loss: 0.0311219 | val_loss: 0.0311367 | Time: 2095.28 ms
[2022-03-20 10:23:42 main:574] : INFO : Epoch 2006 | loss: 0.03112 | val_loss: 0.0311354 | Time: 2080.24 ms
[2022-03-20 10:23:45 main:574] : INFO : Epoch 2007 | loss: 0.0311178 | val_loss: 0.0311361 | Time: 2092.51 ms
[2022-03-20 10:23:47 main:574] : INFO : Epoch 2008 | loss: 0.0311165 | val_loss: 0.0311329 | Time: 2120.03 ms
[2022-03-20 10:23:49 main:574] : INFO : Epoch 2009 | loss: 0.0311162 | val_loss: 0.0311331 | Time: 2076.91 ms
[2022-03-20 10:23:51 main:574] : INFO : Epoch 2010 | loss: 0.0311149 | val_loss: 0.0311334 | Time: 2068.04 ms
[2022-03-20 10:23:53 main:574] : INFO : Epoch 2011 | loss: 0.0311145 | val_loss: 0.0311328 | Time: 2103.84 ms
[2022-03-20 10:23:55 main:574] : INFO : Epoch 2012 | loss: 0.0311142 | val_loss: 0.0311346 | Time: 2086.61 ms
[2022-03-20 10:23:58 main:574] : INFO : Epoch 2013 | loss: 0.0311141 | val_loss: 0.0311326 | Time: 2483.08 ms
[2022-03-20 10:24:00 main:574] : INFO : Epoch 2014 | loss: 0.0311159 | val_loss: 0.0311346 | Time: 2069.51 ms
[2022-03-20 10:24:02 main:574] : INFO : Epoch 2015 | loss: 0.0311213 | val_loss: 0.0311349 | Time: 2094.04 ms
[2022-03-20 10:24:04 main:574] : INFO : Epoch 2016 | loss: 0.0311198 | val_loss: 0.0311319 | Time: 2099.09 ms
[2022-03-20 10:24:06 main:574] : INFO : Epoch 2017 | loss: 0.0311167 | val_loss: 0.0311332 | Time: 2054.81 ms
[2022-03-20 10:24:08 main:574] : INFO : Epoch 2018 | loss: 0.0311194 | val_loss: 0.0311364 | Time: 2043.2 ms
[2022-03-20 10:24:10 main:574] : INFO : Epoch 2019 | loss: 0.0311187 | val_loss: 0.0311335 | Time: 2016.17 ms
[2022-03-20 10:24:12 main:574] : INFO : Epoch 2020 | loss: 0.0311157 | val_loss: 0.0311324 | Time: 2108.32 ms
[2022-03-20 10:24:14 main:574] : INFO : Epoch 2021 | loss: 0.0311143 | val_loss: 0.0311335 | Time: 2098.62 ms
[2022-03-20 10:24:17 main:574] : INFO : Epoch 2022 | loss: 0.0311155 | val_loss: 0.0311355 | Time: 2081.47 ms
[2022-03-20 10:24:19 main:574] : INFO : Epoch 2023 | loss: 0.0311157 | val_loss: 0.0311394 | Time: 2081.78 ms
[2022-03-20 10:24:21 main:574] : INFO : Epoch 2024 | loss: 0.0311153 | val_loss: 0.0311395 | Time: 2058.96 ms
[2022-03-20 10:24:23 main:574] : INFO : Epoch 2025 | loss: 0.0311129 | val_loss: 0.0311337 | Time: 2072.24 ms
[2022-03-20 10:24:25 main:574] : INFO : Epoch 2026 | loss: 0.0311121 | val_loss: 0.0311367 | Time: 2057.61 ms
[2022-03-20 10:24:27 main:574] : INFO : Epoch 2027 | loss: 0.0311123 | val_loss: 0.0311386 | Time: 2088.23 ms
[2022-03-20 10:24:29 main:574] : INFO : Epoch 2028 | loss: 0.0311145 | val_loss: 0.0311365 | Time: 2052.08 ms
[2022-03-20 10:24:31 main:574] : INFO : Epoch 2029 | loss: 0.0311144 | val_loss: 0.0311363 | Time: 2065.58 ms
[2022-03-20 10:24:33 main:574] : INFO : Epoch 2030 | loss: 0.0311162 | val_loss: 0.0311365 | Time: 2079.4 ms
[2022-03-20 10:24:35 main:574] : INFO : Epoch 2031 | loss: 0.0311159 | val_loss: 0.0311394 | Time: 2006.86 ms
[2022-03-20 10:24:38 main:574] : INFO : Epoch 2032 | loss: 0.0311134 | val_loss: 0.0311395 | Time: 2101.27 ms
[2022-03-20 10:24:40 main:574] : INFO : Epoch 2033 | loss: 0.0311121 | val_loss: 0.0311339 | Time: 2084 ms
[2022-03-20 10:24:42 main:574] : INFO : Epoch 2034 | loss: 0.0311124 | val_loss: 0.0311353 | Time: 2036.87 ms
[2022-03-20 10:24:44 main:574] : INFO : Epoch 2035 | loss: 0.0311099 | val_loss: 0.0311333 | Time: 2384.42 ms
[2022-03-20 10:24:46 main:574] : INFO : Epoch 2036 | loss: 0.0311094 | val_loss: 0.0311321 | Time: 2095.91 ms
[2022-03-20 10:24:48 main:574] : INFO : Epoch 2037 | loss: 0.0311097 | val_loss: 0.0311327 | Time: 2041.45 ms
[2022-03-20 10:24:50 main:574] : INFO : Epoch 2038 | loss: 0.0311088 | val_loss: 0.0311364 | Time: 1985.62 ms
[2022-03-20 10:24:52 main:574] : INFO : Epoch 2039 | loss: 0.031144 | val_loss: 0.0311585 | Time: 2075.89 ms
[2022-03-20 10:24:54 main:574] : INFO : Epoch 2040 | loss: 0.0311465 | val_loss: 0.0311507 | Time: 2046.14 ms
[2022-03-20 10:24:57 main:574] : INFO : Epoch 2041 | loss: 0.0311395 | val_loss: 0.0311443 | Time: 2657.52 ms
[2022-03-20 10:24:59 main:574] : INFO : Epoch 2042 | loss: 0.0311349 | val_loss: 0.0311428 | Time: 2040.95 ms
[2022-03-20 10:25:01 main:574] : INFO : Epoch 2043 | loss: 0.0311339 | val_loss: 0.0311402 | Time: 2084.56 ms
[2022-03-20 10:25:03 main:574] : INFO : Epoch 2044 | loss: 0.0311326 | val_loss: 0.0311392 | Time: 2082.5 ms
[2022-03-20 10:25:06 main:574] : INFO : Epoch 2045 | loss: 0.0311357 | val_loss: 0.0311421 | Time: 2079.04 ms
[2022-03-20 10:25:08 main:574] : INFO : Epoch 2046 | loss: 0.0311336 | val_loss: 0.0311415 | Time: 2044.84 ms
[2022-03-20 10:25:10 main:574] : INFO : Epoch 2047 | loss: 0.0311319 | val_loss: 0.0311436 | Time: 2050.83 ms
[2022-03-20 10:25:12 main:574] : INFO : Epoch 2048 | loss: 0.0311324 | val_loss: 0.0311449 | Time: 2410.13 ms
[2022-03-20 10:25:12 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311449
[2022-03-20 10:25:12 main:603] : INFO : Saving end state to config to file
[2022-03-20 10:25:12 main:608] : INFO : Success, exiting..
10:25:12 (11508): 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)