Task 14477854
| Name | ParityModified-1647042890-24647-3-0_0 |
| Workunit | 11519119 |
| Created | 6 Apr 2022, 16:53:24 UTC |
| Sent | 10 Apr 2022, 15:13:49 UTC |
| Report deadline | 18 Apr 2022, 15:13:49 UTC |
| Received | 11 Apr 2022, 16:07:46 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 15372 |
| Run time | 3 hours 37 min 40 sec |
| CPU time | 3 hours 34 min 40 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,115.87 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.91 GB |
| Peak swap size | 3.60 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 1621 | loss: 2.04473e-05 | val_loss: 1.88453e-05 | Time: 5571.88 ms
[2022-04-11 14:35:39 main:574] : INFO : Epoch 1622 | loss: 2.04484e-05 | val_loss: 1.88833e-05 | Time: 5553.07 ms
[2022-04-11 14:35:44 main:574] : INFO : Epoch 1623 | loss: 2.04195e-05 | val_loss: 1.88462e-05 | Time: 5563.69 ms
[2022-04-11 14:35:50 main:574] : INFO : Epoch 1624 | loss: 2.04339e-05 | val_loss: 1.89326e-05 | Time: 5573.01 ms
[2022-04-11 14:35:55 main:574] : INFO : Epoch 1625 | loss: 2.042e-05 | val_loss: 1.88389e-05 | Time: 5604.16 ms
[2022-04-11 14:36:01 main:574] : INFO : Epoch 1626 | loss: 2.03987e-05 | val_loss: 1.88119e-05 | Time: 5585.7 ms
[2022-04-11 14:36:07 main:574] : INFO : Epoch 1627 | loss: 2.04381e-05 | val_loss: 1.88197e-05 | Time: 5556.43 ms
[2022-04-11 14:36:12 main:574] : INFO : Epoch 1628 | loss: 2.04122e-05 | val_loss: 1.88849e-05 | Time: 5581.69 ms
[2022-04-11 14:36:18 main:574] : INFO : Epoch 1629 | loss: 2.0422e-05 | val_loss: 1.88022e-05 | Time: 5591.53 ms
[2022-04-11 14:36:23 main:574] : INFO : Epoch 1630 | loss: 2.04196e-05 | val_loss: 1.88767e-05 | Time: 5523.87 ms
[2022-04-11 14:36:29 main:574] : INFO : Epoch 1631 | loss: 2.04207e-05 | val_loss: 1.88634e-05 | Time: 5587.9 ms
[2022-04-11 14:36:35 main:574] : INFO : Epoch 1632 | loss: 2.04377e-05 | val_loss: 1.90116e-05 | Time: 5580.85 ms
[2022-04-11 14:36:40 main:574] : INFO : Epoch 1633 | loss: 2.0414e-05 | val_loss: 1.8876e-05 | Time: 5579.69 ms
[2022-04-11 14:36:46 main:574] : INFO : Epoch 1634 | loss: 2.03929e-05 | val_loss: 1.90225e-05 | Time: 5578.83 ms
[2022-04-11 14:36:51 main:574] : INFO : Epoch 1635 | loss: 2.04095e-05 | val_loss: 1.8917e-05 | Time: 5579.74 ms
[2022-04-11 14:36:57 main:574] : INFO : Epoch 1636 | loss: 2.04841e-05 | val_loss: 1.90296e-05 | Time: 5568.71 ms
[2022-04-11 14:37:02 main:574] : INFO : Epoch 1637 | loss: 2.04883e-05 | val_loss: 1.90435e-05 | Time: 5576.92 ms
[2022-04-11 14:37:08 main:574] : INFO : Epoch 1638 | loss: 2.04476e-05 | val_loss: 1.88841e-05 | Time: 5571.83 ms
[2022-04-11 14:37:14 main:574] : INFO : Epoch 1639 | loss: 2.04221e-05 | val_loss: 1.89642e-05 | Time: 5580.32 ms
[2022-04-11 14:37:19 main:574] : INFO : Epoch 1640 | loss: 2.0427e-05 | val_loss: 1.89119e-05 | Time: 5580.95 ms
[2022-04-11 14:37:25 main:574] : INFO : Epoch 1641 | loss: 2.04949e-05 | val_loss: 1.89369e-05 | Time: 5545.08 ms
[2022-04-11 14:37:30 main:574] : INFO : Epoch 1642 | loss: 2.0479e-05 | val_loss: 1.90006e-05 | Time: 5593.22 ms
[2022-04-11 14:37:36 main:574] : INFO : Epoch 1643 | loss: 2.04949e-05 | val_loss: 1.88858e-05 | Time: 5590.81 ms
[2022-04-11 14:37:42 main:574] : INFO : Epoch 1644 | loss: 2.04519e-05 | val_loss: 1.89969e-05 | Time: 5567.98 ms
[2022-04-11 14:37:47 main:574] : INFO : Epoch 1645 | loss: 2.04405e-05 | val_loss: 1.90341e-05 | Time: 5569.85 ms
[2022-04-11 14:37:53 main:574] : INFO : Epoch 1646 | loss: 2.04463e-05 | val_loss: 1.88902e-05 | Time: 5574.5 ms
[2022-04-11 14:37:58 main:574] : INFO : Epoch 1647 | loss: 2.0437e-05 | val_loss: 1.90033e-05 | Time: 5575.62 ms
[2022-04-11 14:38:04 main:574] : INFO : Epoch 1648 | loss: 2.04366e-05 | val_loss: 1.90357e-05 | Time: 5565.63 ms
[2022-04-11 14:38:09 main:574] : INFO : Epoch 1649 | loss: 2.05158e-05 | val_loss: 1.89026e-05 | Time: 5565.29 ms
[2022-04-11 14:38:15 main:574] : INFO : Epoch 1650 | loss: 2.04113e-05 | val_loss: 1.90622e-05 | Time: 5584.53 ms
[2022-04-11 14:38:21 main:574] : INFO : Epoch 1651 | loss: 2.04431e-05 | val_loss: 1.89333e-05 | Time: 5592.5 ms
[2022-04-11 14:38:26 main:574] : INFO : Epoch 1652 | loss: 2.05001e-05 | val_loss: 1.92109e-05 | Time: 5579.77 ms
[2022-04-11 14:38:32 main:574] : INFO : Epoch 1653 | loss: 2.05657e-05 | val_loss: 1.89992e-05 | Time: 5571.69 ms
[2022-04-11 14:38:37 main:574] : INFO : Epoch 1654 | loss: 2.04502e-05 | val_loss: 1.91429e-05 | Time: 5575.8 ms
[2022-04-11 14:38:43 main:574] : INFO : Epoch 1655 | loss: 2.04358e-05 | val_loss: 1.88813e-05 | Time: 5571.08 ms
[2022-04-11 14:38:49 main:574] : INFO : Epoch 1656 | loss: 2.04203e-05 | val_loss: 1.90173e-05 | Time: 5595.72 ms
[2022-04-11 14:38:54 main:574] : INFO : Epoch 1657 | loss: 2.04146e-05 | val_loss: 1.89508e-05 | Time: 5572.27 ms
[2022-04-11 14:39:00 main:574] : INFO : Epoch 1658 | loss: 2.04419e-05 | val_loss: 1.89615e-05 | Time: 5572.37 ms
[2022-04-11 14:39:05 main:574] : INFO : Epoch 1659 | loss: 2.04238e-05 | val_loss: 1.89385e-05 | Time: 5545.13 ms
[2022-04-11 14:39:11 main:574] : INFO : Epoch 1660 | loss: 2.03877e-05 | val_loss: 1.89449e-05 | Time: 5638.49 ms
[2022-04-11 14:39:16 main:574] : INFO : Epoch 1661 | loss: 2.03647e-05 | val_loss: 1.89694e-05 | Time: 5561.45 ms
[2022-04-11 14:39:22 main:574] : INFO : Epoch 1662 | loss: 2.03733e-05 | val_loss: 1.89474e-05 | Time: 5590.99 ms
[2022-04-11 14:39:28 main:574] : INFO : Epoch 1663 | loss: 2.0545e-05 | val_loss: 1.90635e-05 | Time: 5572.9 ms
[2022-04-11 14:39:33 main:574] : INFO : Epoch 1664 | loss: 2.04036e-05 | val_loss: 1.90737e-05 | Time: 5558.74 ms
[2022-04-11 14:39:39 main:574] : INFO : Epoch 1665 | loss: 2.03662e-05 | val_loss: 1.88953e-05 | Time: 5592.76 ms
[2022-04-11 14:39:44 main:574] : INFO : Epoch 1666 | loss: 2.04111e-05 | val_loss: 1.89864e-05 | Time: 5581.43 ms
[2022-04-11 14:39:50 main:574] : INFO : Epoch 1667 | loss: 2.04588e-05 | val_loss: 1.90136e-05 | Time: 5566.5 ms
[2022-04-11 14:39:56 main:574] : INFO : Epoch 1668 | loss: 2.05619e-05 | val_loss: 1.89867e-05 | Time: 5580.33 ms
[2022-04-11 14:40:01 main:574] : INFO : Epoch 1669 | loss: 2.04652e-05 | val_loss: 1.88127e-05 | Time: 5544.17 ms
[2022-04-11 14:40:07 main:574] : INFO : Epoch 1670 | loss: 2.03894e-05 | val_loss: 1.89044e-05 | Time: 5584.46 ms
[2022-04-11 14:40:12 main:574] : INFO : Epoch 1671 | loss: 2.03611e-05 | val_loss: 1.89405e-05 | Time: 5584.46 ms
[2022-04-11 14:40:18 main:574] : INFO : Epoch 1672 | loss: 2.04027e-05 | val_loss: 1.89498e-05 | Time: 5555.83 ms
[2022-04-11 14:40:23 main:574] : INFO : Epoch 1673 | loss: 2.0494e-05 | val_loss: 1.91632e-05 | Time: 5580.43 ms
[2022-04-11 14:40:29 main:574] : INFO : Epoch 1674 | loss: 2.04235e-05 | val_loss: 1.91149e-05 | Time: 5573.03 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 3GB)
[2022-04-11 14:49:06 main:435] : INFO : Set logging level to 1
[2022-04-11 14:49:06 main:441] : INFO : Running in BOINC Client mode
[2022-04-11 14:49:06 main:444] : INFO : Resolving all filenames
[2022-04-11 14:49:06 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-11 14:49:06 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-11 14:49:06 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-11 14:49:06 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-11 14:49:06 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-11 14:49:06 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-04-11 14:49:06 main:474] : INFO : Configuration:
[2022-04-11 14:49:06 main:475] : INFO : Model type: GRU
[2022-04-11 14:49:06 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-04-11 14:49:06 main:477] : INFO : Max Epochs: 2048
[2022-04-11 14:49:06 main:478] : INFO : Batch Size: 128
[2022-04-11 14:49:06 main:479] : INFO : Learning Rate: 0.01
[2022-04-11 14:49:06 main:480] : INFO : Patience: 10
[2022-04-11 14:49:06 main:481] : INFO : Hidden Width: 12
[2022-04-11 14:49:06 main:482] : INFO : # Recurrent Layers: 4
[2022-04-11 14:49:06 main:483] : INFO : # Backend Layers: 4
[2022-04-11 14:49:06 main:484] : INFO : # Threads: 1
[2022-04-11 14:49:06 main:486] : INFO : Preparing Dataset
[2022-04-11 14:49:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-11 14:49:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-11 14:49:11 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-04-11 14:49:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-11 14:49:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-11 14:49:11 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-04-11 14:49:11 main:494] : INFO : Creating Model
[2022-04-11 14:49:11 main:507] : INFO : Preparing config file
[2022-04-11 14:49:11 main:511] : INFO : Found checkpoint, attempting to load...
[2022-04-11 14:49:11 main:512] : INFO : Loading config
[2022-04-11 14:49:11 main:514] : INFO : Loading state
[2022-04-11 14:49:13 main:559] : INFO : Loading DataLoader into Memory
[2022-04-11 14:49:13 main:562] : INFO : Starting Training
[2022-04-11 15:15:27 main:574] : INFO : Epoch 1660 | loss: 0.000286619 | val_loss: 4.78375e-05 | Time: 1.57319e+06 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 3GB)
[2022-04-11 16:31:55 main:435] : INFO : Set logging level to 1
[2022-04-11 16:31:55 main:441] : INFO : Running in BOINC Client mode
[2022-04-11 16:31:55 main:444] : INFO : Resolving all filenames
[2022-04-11 16:31:55 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-11 16:31:55 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-11 16:31:55 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-11 16:31:55 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-11 16:31:55 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-11 16:31:55 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-04-11 16:31:55 main:474] : INFO : Configuration:
[2022-04-11 16:31:55 main:475] : INFO : Model type: GRU
[2022-04-11 16:31:55 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-04-11 16:31:55 main:477] : INFO : Max Epochs: 2048
[2022-04-11 16:31:55 main:478] : INFO : Batch Size: 128
[2022-04-11 16:31:55 main:479] : INFO : Learning Rate: 0.01
[2022-04-11 16:31:55 main:480] : INFO : Patience: 10
[2022-04-11 16:31:55 main:481] : INFO : Hidden Width: 12
[2022-04-11 16:31:55 main:482] : INFO : # Recurrent Layers: 4
[2022-04-11 16:31:55 main:483] : INFO : # Backend Layers: 4
[2022-04-11 16:31:55 main:484] : INFO : # Threads: 1
[2022-04-11 16:31:55 main:486] : INFO : Preparing Dataset
[2022-04-11 16:31:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-11 16:31:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-11 16:31:58 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-04-11 16:31:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-11 16:31:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-11 16:31:58 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-04-11 16:31:58 main:494] : INFO : Creating Model
[2022-04-11 16:31:58 main:507] : INFO : Preparing config file
[2022-04-11 16:31:58 main:511] : INFO : Found checkpoint, attempting to load...
[2022-04-11 16:31:58 main:512] : INFO : Loading config
[2022-04-11 16:31:58 main:514] : INFO : Loading state
[2022-04-11 16:32:00 main:559] : INFO : Loading DataLoader into Memory
[2022-04-11 16:32:00 main:562] : INFO : Starting Training
[2022-04-11 16:32:06 main:574] : INFO : Epoch 1661 | loss: 0.000308085 | val_loss: 9.88122e-05 | Time: 5757.89 ms
[2022-04-11 16:32:11 main:574] : INFO : Epoch 1662 | loss: 5.08141e-05 | val_loss: 2.60663e-05 | Time: 5284.52 ms
[2022-04-11 16:32:16 main:574] : INFO : Epoch 1663 | loss: 3.93165e-05 | val_loss: 2.68109e-05 | Time: 5369.67 ms
[2022-04-11 16:32:22 main:574] : INFO : Epoch 1664 | loss: 2.75318e-05 | val_loss: 2.7213e-05 | Time: 5372.78 ms
[2022-04-11 16:32:27 main:574] : INFO : Epoch 1665 | loss: 5.16831e-05 | val_loss: 3.88672e-05 | Time: 5409.85 ms
[2022-04-11 16:32:33 main:574] : INFO : Epoch 1666 | loss: 3.46915e-05 | val_loss: 3.38112e-05 | Time: 5433.79 ms
[2022-04-11 16:32:38 main:574] : INFO : Epoch 1667 | loss: 2.60151e-05 | val_loss: 2.14646e-05 | Time: 5453.1 ms
[2022-04-11 16:32:43 main:574] : INFO : Epoch 1668 | loss: 2.1775e-05 | val_loss: 1.9991e-05 | Time: 5434.16 ms
[2022-04-11 16:32:49 main:574] : INFO : Epoch 1669 | loss: 2.08599e-05 | val_loss: 1.94487e-05 | Time: 5439.55 ms
[2022-04-11 16:32:54 main:574] : INFO : Epoch 1670 | loss: 2.06114e-05 | val_loss: 1.93015e-05 | Time: 5442.28 ms
[2022-04-11 16:33:00 main:574] : INFO : Epoch 1671 | loss: 2.05705e-05 | val_loss: 1.9179e-05 | Time: 5445.52 ms
[2022-04-11 16:33:05 main:574] : INFO : Epoch 1672 | loss: 2.05313e-05 | val_loss: 1.92619e-05 | Time: 5445.31 ms
[2022-04-11 16:33:11 main:574] : INFO : Epoch 1673 | loss: 2.05085e-05 | val_loss: 1.91516e-05 | Time: 5440.37 ms
[2022-04-11 16:33:16 main:574] : INFO : Epoch 1674 | loss: 2.04743e-05 | val_loss: 1.92131e-05 | Time: 5443.44 ms
[2022-04-11 16:33:22 main:574] : INFO : Epoch 1675 | loss: 2.04884e-05 | val_loss: 1.92528e-05 | Time: 5440.25 ms
[2022-04-11 16:33:27 main:574] : INFO : Epoch 1676 | loss: 2.04533e-05 | val_loss: 1.92124e-05 | Time: 5438.54 ms
[2022-04-11 16:33:33 main:574] : INFO : Epoch 1677 | loss: 2.04482e-05 | val_loss: 1.92115e-05 | Time: 5442.31 ms
[2022-04-11 16:33:38 main:574] : INFO : Epoch 1678 | loss: 2.04647e-05 | val_loss: 1.92023e-05 | Time: 5447.81 ms
[2022-04-11 16:33:43 main:574] : INFO : Epoch 1679 | loss: 2.04553e-05 | val_loss: 1.92288e-05 | Time: 5443.16 ms
[2022-04-11 16:33:49 main:574] : INFO : Epoch 1680 | loss: 2.04408e-05 | val_loss: 1.92658e-05 | Time: 5456.31 ms
[2022-04-11 16:33:54 main:574] : INFO : Epoch 1681 | loss: 2.04523e-05 | val_loss: 1.91803e-05 | Time: 5446.78 ms
[2022-04-11 16:34:00 main:574] : INFO : Epoch 1682 | loss: 2.04576e-05 | val_loss: 1.92822e-05 | Time: 5433.37 ms
[2022-04-11 16:34:05 main:574] : INFO : Epoch 1683 | loss: 2.04249e-05 | val_loss: 1.91665e-05 | Time: 5428.97 ms
[2022-04-11 16:34:11 main:574] : INFO : Epoch 1684 | loss: 2.04377e-05 | val_loss: 1.92956e-05 | Time: 5442.63 ms
[2022-04-11 16:34:16 main:574] : INFO : Epoch 1685 | loss: 2.04119e-05 | val_loss: 1.92025e-05 | Time: 5423.11 ms
[2022-04-11 16:34:22 main:574] : INFO : Epoch 1686 | loss: 2.0408e-05 | val_loss: 1.92535e-05 | Time: 5427.83 ms
[2022-04-11 16:34:27 main:574] : INFO : Epoch 1687 | loss: 2.04319e-05 | val_loss: 1.92779e-05 | Time: 5432.9 ms
[2022-04-11 16:34:32 main:574] : INFO : Epoch 1688 | loss: 2.0442e-05 | val_loss: 1.92512e-05 | Time: 5431.19 ms
[2022-04-11 16:34:38 main:574] : INFO : Epoch 1689 | loss: 2.04508e-05 | val_loss: 1.92164e-05 | Time: 5426.53 ms
[2022-04-11 16:34:43 main:574] : INFO : Epoch 1690 | loss: 2.04157e-05 | val_loss: 1.9325e-05 | Time: 5456.02 ms
[2022-04-11 16:34:49 main:574] : INFO : Epoch 1691 | loss: 2.04205e-05 | val_loss: 1.92394e-05 | Time: 5434.45 ms
[2022-04-11 16:34:54 main:574] : INFO : Epoch 1692 | loss: 2.04102e-05 | val_loss: 1.93085e-05 | Time: 5430.73 ms
[2022-04-11 16:35:00 main:574] : INFO : Epoch 1693 | loss: 2.0391e-05 | val_loss: 1.92508e-05 | Time: 5421.33 ms
[2022-04-11 16:35:05 main:574] : INFO : Epoch 1694 | loss: 2.04076e-05 | val_loss: 1.92559e-05 | Time: 5428.21 ms
[2022-04-11 16:35:11 main:574] : INFO : Epoch 1695 | loss: 2.04167e-05 | val_loss: 1.93391e-05 | Time: 5447.37 ms
[2022-04-11 16:35:16 main:574] : INFO : Epoch 1696 | loss: 2.04151e-05 | val_loss: 1.92657e-05 | Time: 5420.95 ms
[2022-04-11 16:35:21 main:574] : INFO : Epoch 1697 | loss: 2.04248e-05 | val_loss: 1.92554e-05 | Time: 5433.36 ms
[2022-04-11 16:35:27 main:574] : INFO : Epoch 1698 | loss: 2.04073e-05 | val_loss: 1.92749e-05 | Time: 5441.41 ms
[2022-04-11 16:35:32 main:574] : INFO : Epoch 1699 | loss: 2.04104e-05 | val_loss: 1.92375e-05 | Time: 5433.31 ms
[2022-04-11 16:35:38 main:574] : INFO : Epoch 1700 | loss: 2.04135e-05 | val_loss: 1.92448e-05 | Time: 5444.86 ms
[2022-04-11 16:35:43 main:574] : INFO : Epoch 1701 | loss: 2.03987e-05 | val_loss: 1.93125e-05 | Time: 5454.09 ms
[2022-04-11 16:35:49 main:574] : INFO : Epoch 1702 | loss: 2.04227e-05 | val_loss: 1.9354e-05 | Time: 5438.31 ms
[2022-04-11 16:35:54 main:574] : INFO : Epoch 1703 | loss: 2.04385e-05 | val_loss: 1.92424e-05 | Time: 5431.42 ms
[2022-04-11 16:36:00 main:574] : INFO : Epoch 1704 | loss: 2.04106e-05 | val_loss: 1.93114e-05 | Time: 5438.45 ms
[2022-04-11 16:36:05 main:574] : INFO : Epoch 1705 | loss: 2.0444e-05 | val_loss: 1.93338e-05 | Time: 5440.3 ms
[2022-04-11 16:36:10 main:574] : INFO : Epoch 1706 | loss: 2.03789e-05 | val_loss: 1.92251e-05 | Time: 5435.48 ms
[2022-04-11 16:36:16 main:574] : INFO : Epoch 1707 | loss: 2.03798e-05 | val_loss: 1.92333e-05 | Time: 5442.72 ms
[2022-04-11 16:36:21 main:574] : INFO : Epoch 1708 | loss: 2.03927e-05 | val_loss: 1.92716e-05 | Time: 5435.46 ms
[2022-04-11 16:36:27 main:574] : INFO : Epoch 1709 | loss: 2.03846e-05 | val_loss: 1.93648e-05 | Time: 5420.49 ms
[2022-04-11 16:36:32 main:574] : INFO : Epoch 1710 | loss: 2.03921e-05 | val_loss: 1.91947e-05 | Time: 5434.81 ms
[2022-04-11 16:36:38 main:574] : INFO : Epoch 1711 | loss: 2.03717e-05 | val_loss: 1.92615e-05 | Time: 5438.27 ms
[2022-04-11 16:36:43 main:574] : INFO : Epoch 1712 | loss: 2.03971e-05 | val_loss: 1.92733e-05 | Time: 5437.39 ms
[2022-04-11 16:36:49 main:574] : INFO : Epoch 1713 | loss: 2.04077e-05 | val_loss: 1.91409e-05 | Time: 5438.2 ms
[2022-04-11 16:36:54 main:574] : INFO : Epoch 1714 | loss: 2.03946e-05 | val_loss: 1.92336e-05 | Time: 5444 ms
[2022-04-11 16:36:59 main:574] : INFO : Epoch 1715 | loss: 2.03888e-05 | val_loss: 1.90935e-05 | Time: 5427.21 ms
[2022-04-11 16:37:05 main:574] : INFO : Epoch 1716 | loss: 2.03829e-05 | val_loss: 1.92e-05 | Time: 5435.42 ms
[2022-04-11 16:37:10 main:574] : INFO : Epoch 1717 | loss: 2.04107e-05 | val_loss: 1.90559e-05 | Time: 5431.97 ms
[2022-04-11 16:37:16 main:574] : INFO : Epoch 1718 | loss: 2.04202e-05 | val_loss: 1.90717e-05 | Time: 5431.17 ms
[2022-04-11 16:37:21 main:574] : INFO : Epoch 1719 | loss: 2.0374e-05 | val_loss: 1.90555e-05 | Time: 5441.34 ms
[2022-04-11 16:37:27 main:574] : INFO : Epoch 1720 | loss: 2.04027e-05 | val_loss: 1.90803e-05 | Time: 5427.42 ms
[2022-04-11 16:37:32 main:574] : INFO : Epoch 1721 | loss: 2.03842e-05 | val_loss: 1.89957e-05 | Time: 5431.79 ms
[2022-04-11 16:37:37 main:574] : INFO : Epoch 1722 | loss: 2.03754e-05 | val_loss: 1.89618e-05 | Time: 5429.55 ms
[2022-04-11 16:37:43 main:574] : INFO : Epoch 1723 | loss: 2.0385e-05 | val_loss: 1.90627e-05 | Time: 5434.35 ms
[2022-04-11 16:37:48 main:574] : INFO : Epoch 1724 | loss: 2.03732e-05 | val_loss: 1.89802e-05 | Time: 5445.05 ms
[2022-04-11 16:37:54 main:574] : INFO : Epoch 1725 | loss: 2.04027e-05 | val_loss: 1.90047e-05 | Time: 5426.61 ms
[2022-04-11 16:37:59 main:574] : INFO : Epoch 1726 | loss: 2.04158e-05 | val_loss: 1.90821e-05 | Time: 5426.33 ms
[2022-04-11 16:38:05 main:574] : INFO : Epoch 1727 | loss: 2.04155e-05 | val_loss: 1.91057e-05 | Time: 5437.75 ms
[2022-04-11 16:38:10 main:574] : INFO : Epoch 1728 | loss: 2.03913e-05 | val_loss: 1.9013e-05 | Time: 5441.9 ms
[2022-04-11 16:38:16 main:574] : INFO : Epoch 1729 | loss: 2.03877e-05 | val_loss: 1.90356e-05 | Time: 5429.62 ms
[2022-04-11 16:38:21 main:574] : INFO : Epoch 1730 | loss: 2.04213e-05 | val_loss: 1.91501e-05 | Time: 5447.15 ms
[2022-04-11 16:38:26 main:574] : INFO : Epoch 1731 | loss: 2.04435e-05 | val_loss: 1.8991e-05 | Time: 5448.25 ms
[2022-04-11 16:38:32 main:574] : INFO : Epoch 1732 | loss: 2.03955e-05 | val_loss: 1.90353e-05 | Time: 5442.84 ms
[2022-04-11 16:38:37 main:574] : INFO : Epoch 1733 | loss: 2.03871e-05 | val_loss: 1.90725e-05 | Time: 5433.19 ms
[2022-04-11 16:38:43 main:574] : INFO : Epoch 1734 | loss: 2.04073e-05 | val_loss: 1.90531e-05 | Time: 5445.71 ms
[2022-04-11 16:38:48 main:574] : INFO : Epoch 1735 | loss: 2.03993e-05 | val_loss: 1.90894e-05 | Time: 5445.38 ms
[2022-04-11 16:38:54 main:574] : INFO : Epoch 1736 | loss: 2.04113e-05 | val_loss: 1.90468e-05 | Time: 5440.26 ms
[2022-04-11 16:38:59 main:574] : INFO : Epoch 1737 | loss: 2.04056e-05 | val_loss: 1.91935e-05 | Time: 5443.33 ms
[2022-04-11 16:39:05 main:574] : INFO : Epoch 1738 | loss: 2.044e-05 | val_loss: 1.90053e-05 | Time: 5439.27 ms
[2022-04-11 16:39:10 main:574] : INFO : Epoch 1739 | loss: 2.04264e-05 | val_loss: 1.91889e-05 | Time: 5432.68 ms
[2022-04-11 16:39:16 main:574] : INFO : Epoch 1740 | loss: 2.05898e-05 | val_loss: 1.92267e-05 | Time: 5448.18 ms
[2022-04-11 16:39:21 main:574] : INFO : Epoch 1741 | loss: 2.04861e-05 | val_loss: 1.90934e-05 | Time: 5431.78 ms
[2022-04-11 16:39:26 main:574] : INFO : Epoch 1742 | loss: 2.04409e-05 | val_loss: 1.90481e-05 | Time: 5434.02 ms
[2022-04-11 16:39:32 main:574] : INFO : Epoch 1743 | loss: 2.04264e-05 | val_loss: 1.90624e-05 | Time: 5443.53 ms
[2022-04-11 16:39:37 main:574] : INFO : Epoch 1744 | loss: 2.04738e-05 | val_loss: 1.90676e-05 | Time: 5441.89 ms
[2022-04-11 16:39:43 main:574] : INFO : Epoch 1745 | loss: 2.12048e-05 | val_loss: 1.90152e-05 | Time: 5429.36 ms
[2022-04-11 16:39:48 main:574] : INFO : Epoch 1746 | loss: 2.06468e-05 | val_loss: 1.92791e-05 | Time: 5451.04 ms
[2022-04-11 16:39:54 main:574] : INFO : Epoch 1747 | loss: 2.05771e-05 | val_loss: 1.92355e-05 | Time: 5432.95 ms
[2022-04-11 16:39:59 main:574] : INFO : Epoch 1748 | loss: 2.04819e-05 | val_loss: 1.91201e-05 | Time: 5443.75 ms
[2022-04-11 16:40:05 main:574] : INFO : Epoch 1749 | loss: 2.04909e-05 | val_loss: 1.90088e-05 | Time: 5435.62 ms
[2022-04-11 16:40:10 main:574] : INFO : Epoch 1750 | loss: 2.04464e-05 | val_loss: 1.90365e-05 | Time: 5455.26 ms
[2022-04-11 16:40:15 main:574] : INFO : Epoch 1751 | loss: 2.05097e-05 | val_loss: 1.99897e-05 | Time: 5446.7 ms
[2022-04-11 16:40:21 main:574] : INFO : Epoch 1752 | loss: 2.15903e-05 | val_loss: 1.98655e-05 | Time: 5428.7 ms
[2022-04-11 16:40:26 main:574] : INFO : Epoch 1753 | loss: 2.07113e-05 | val_loss: 1.974e-05 | Time: 5424.99 ms
[2022-04-11 16:40:32 main:574] : INFO : Epoch 1754 | loss: 2.06971e-05 | val_loss: 1.91667e-05 | Time: 5440.99 ms
[2022-04-11 16:40:37 main:574] : INFO : Epoch 1755 | loss: 2.05604e-05 | val_loss: 1.92586e-05 | Time: 5432.54 ms
[2022-04-11 16:40:43 main:574] : INFO : Epoch 1756 | loss: 2.04586e-05 | val_loss: 1.89411e-05 | Time: 5441.61 ms
[2022-04-11 16:40:48 main:574] : INFO : Epoch 1757 | loss: 2.04505e-05 | val_loss: 1.90536e-05 | Time: 5440.96 ms
[2022-04-11 16:40:54 main:574] : INFO : Epoch 1758 | loss: 2.07813e-05 | val_loss: 1.94665e-05 | Time: 5427.42 ms
[2022-04-11 16:40:59 main:574] : INFO : Epoch 1759 | loss: 2.06182e-05 | val_loss: 1.94911e-05 | Time: 5425.02 ms
[2022-04-11 16:41:04 main:574] : INFO : Epoch 1760 | loss: 2.07147e-05 | val_loss: 1.90905e-05 | Time: 5427.73 ms
[2022-04-11 16:41:10 main:574] : INFO : Epoch 1761 | loss: 2.08121e-05 | val_loss: 1.91087e-05 | Time: 5428.24 ms
[2022-04-11 16:41:15 main:574] : INFO : Epoch 1762 | loss: 2.04015e-05 | val_loss: 1.91859e-05 | Time: 5428.8 ms
[2022-04-11 16:41:21 main:574] : INFO : Epoch 1763 | loss: 2.05797e-05 | val_loss: 1.96304e-05 | Time: 5438.82 ms
[2022-04-11 16:41:26 main:574] : INFO : Epoch 1764 | loss: 2.17002e-05 | val_loss: 1.93948e-05 | Time: 5435.91 ms
[2022-04-11 16:41:32 main:574] : INFO : Epoch 1765 | loss: 2.10004e-05 | val_loss: 1.91293e-05 | Time: 5441.12 ms
[2022-04-11 16:41:37 main:574] : INFO : Epoch 1766 | loss: 2.0589e-05 | val_loss: 1.92464e-05 | Time: 5436.29 ms
[2022-04-11 16:41:43 main:574] : INFO : Epoch 1767 | loss: 2.04783e-05 | val_loss: 1.91595e-05 | Time: 5434.26 ms
[2022-04-11 16:41:48 main:574] : INFO : Epoch 1768 | loss: 2.06953e-05 | val_loss: 1.92796e-05 | Time: 5431.68 ms
[2022-04-11 16:41:53 main:574] : INFO : Epoch 1769 | loss: 2.04639e-05 | val_loss: 1.91e-05 | Time: 5447.78 ms
[2022-04-11 16:41:59 main:574] : INFO : Epoch 1770 | loss: 2.09108e-05 | val_loss: 1.92346e-05 | Time: 5447.08 ms
[2022-04-11 16:42:04 main:574] : INFO : Epoch 1771 | loss: 2.06012e-05 | val_loss: 1.91981e-05 | Time: 5447.13 ms
[2022-04-11 16:42:10 main:574] : INFO : Epoch 1772 | loss: 2.07202e-05 | val_loss: 1.91949e-05 | Time: 5448.17 ms
[2022-04-11 16:42:15 main:574] : INFO : Epoch 1773 | loss: 2.08327e-05 | val_loss: 1.96105e-05 | Time: 5440.22 ms
[2022-04-11 16:42:21 main:574] : INFO : Epoch 1774 | loss: 2.06833e-05 | val_loss: 1.91624e-05 | Time: 5445.87 ms
[2022-04-11 16:42:26 main:574] : INFO : Epoch 1775 | loss: 2.11356e-05 | val_loss: 1.94301e-05 | Time: 5446.92 ms
[2022-04-11 16:42:32 main:574] : INFO : Epoch 1776 | loss: 2.05826e-05 | val_loss: 1.93281e-05 | Time: 5434.94 ms
[2022-04-11 16:42:37 main:574] : INFO : Epoch 1777 | loss: 2.1173e-05 | val_loss: 1.92493e-05 | Time: 5430.65 ms
[2022-04-11 16:42:43 main:574] : INFO : Epoch 1778 | loss: 2.09054e-05 | val_loss: 1.91438e-05 | Time: 5447.59 ms
[2022-04-11 16:42:48 main:574] : INFO : Epoch 1779 | loss: 2.06618e-05 | val_loss: 1.98571e-05 | Time: 5432.98 ms
[2022-04-11 16:42:53 main:574] : INFO : Epoch 1780 | loss: 2.09038e-05 | val_loss: 1.9026e-05 | Time: 5439.2 ms
[2022-04-11 16:42:59 main:574] : INFO : Epoch 1781 | loss: 2.07305e-05 | val_loss: 1.90986e-05 | Time: 5435.11 ms
[2022-04-11 16:43:04 main:574] : INFO : Epoch 1782 | loss: 2.06469e-05 | val_loss: 1.94889e-05 | Time: 5431.3 ms
[2022-04-11 16:43:10 main:574] : INFO : Epoch 1783 | loss: 2.25287e-05 | val_loss: 2.06911e-05 | Time: 5437.04 ms
[2022-04-11 16:43:15 main:574] : INFO : Epoch 1784 | loss: 2.11093e-05 | val_loss: 1.9239e-05 | Time: 5446.88 ms
[2022-04-11 16:43:21 main:574] : INFO : Epoch 1785 | loss: 2.07746e-05 | val_loss: 1.90199e-05 | Time: 5428.44 ms
[2022-04-11 16:43:26 main:574] : INFO : Epoch 1786 | loss: 2.04655e-05 | val_loss: 1.93101e-05 | Time: 5445.07 ms
[2022-04-11 16:43:32 main:574] : INFO : Epoch 1787 | loss: 2.05082e-05 | val_loss: 1.91189e-05 | Time: 5434.43 ms
[2022-04-11 16:43:37 main:574] : INFO : Epoch 1788 | loss: 2.0521e-05 | val_loss: 1.89812e-05 | Time: 5427.39 ms
[2022-04-11 16:43:42 main:574] : INFO : Epoch 1789 | loss: 2.07018e-05 | val_loss: 2.1038e-05 | Time: 5437.48 ms
[2022-04-11 16:43:48 main:574] : INFO : Epoch 1790 | loss: 2.2308e-05 | val_loss: 2.0197e-05 | Time: 5437.66 ms
[2022-04-11 16:43:53 main:574] : INFO : Epoch 1791 | loss: 2.10069e-05 | val_loss: 1.93253e-05 | Time: 5446.36 ms
[2022-04-11 16:43:59 main:574] : INFO : Epoch 1792 | loss: 2.07046e-05 | val_loss: 1.91521e-05 | Time: 5443.63 ms
[2022-04-11 16:44:04 main:574] : INFO : Epoch 1793 | loss: 2.06169e-05 | val_loss: 1.89599e-05 | Time: 5432.43 ms
[2022-04-11 16:44:10 main:574] : INFO : Epoch 1794 | loss: 2.08546e-05 | val_loss: 2.02928e-05 | Time: 5457.75 ms
[2022-04-11 16:44:15 main:574] : INFO : Epoch 1795 | loss: 2.11856e-05 | val_loss: 1.89512e-05 | Time: 5444.82 ms
[2022-04-11 16:44:21 main:574] : INFO : Epoch 1796 | loss: 2.09532e-05 | val_loss: 1.94073e-05 | Time: 5448.61 ms
[2022-04-11 16:44:26 main:574] : INFO : Epoch 1797 | loss: 2.08756e-05 | val_loss: 1.92983e-05 | Time: 5438.78 ms
[2022-04-11 16:44:31 main:574] : INFO : Epoch 1798 | loss: 2.18581e-05 | val_loss: 2.09558e-05 | Time: 5442.59 ms
[2022-04-11 16:44:37 main:574] : INFO : Epoch 1799 | loss: 2.13648e-05 | val_loss: 1.93035e-05 | Time: 5435.75 ms
[2022-04-11 16:44:42 main:574] : INFO : Epoch 1800 | loss: 2.06534e-05 | val_loss: 1.89253e-05 | Time: 5434.98 ms
[2022-04-11 16:44:48 main:574] : INFO : Epoch 1801 | loss: 2.04934e-05 | val_loss: 1.94115e-05 | Time: 5435.3 ms
[2022-04-11 16:44:53 main:574] : INFO : Epoch 1802 | loss: 2.05642e-05 | val_loss: 1.91118e-05 | Time: 5413.2 ms
[2022-04-11 16:44:59 main:574] : INFO : Epoch 1803 | loss: 2.06227e-05 | val_loss: 1.90599e-05 | Time: 5427.02 ms
[2022-04-11 16:45:04 main:574] : INFO : Epoch 1804 | loss: 2.057e-05 | val_loss: 1.91364e-05 | Time: 5409.93 ms
[2022-04-11 16:45:10 main:574] : INFO : Epoch 1805 | loss: 2.19072e-05 | val_loss: 2.40032e-05 | Time: 5430.57 ms
[2022-04-11 16:45:15 main:574] : INFO : Epoch 1806 | loss: 2.26259e-05 | val_loss: 1.95011e-05 | Time: 5401.64 ms
[2022-04-11 16:45:20 main:574] : INFO : Epoch 1807 | loss: 2.08691e-05 | val_loss: 1.92188e-05 | Time: 5414.1 ms
[2022-04-11 16:45:26 main:574] : INFO : Epoch 1808 | loss: 2.07679e-05 | val_loss: 1.91955e-05 | Time: 5435.52 ms
[2022-04-11 16:45:31 main:574] : INFO : Epoch 1809 | loss: 2.05355e-05 | val_loss: 1.90843e-05 | Time: 5431.39 ms
[2022-04-11 16:45:37 main:574] : INFO : Epoch 1810 | loss: 2.07594e-05 | val_loss: 1.92099e-05 | Time: 5426.34 ms
[2022-04-11 16:45:42 main:574] : INFO : Epoch 1811 | loss: 2.07161e-05 | val_loss: 1.90853e-05 | Time: 5459.52 ms
[2022-04-11 16:45:48 main:574] : INFO : Epoch 1812 | loss: 2.06584e-05 | val_loss: 1.93612e-05 | Time: 5432.3 ms
[2022-04-11 16:45:53 main:574] : INFO : Epoch 1813 | loss: 2.08034e-05 | val_loss: 2.12296e-05 | Time: 5445.07 ms
[2022-04-11 16:45:58 main:574] : INFO : Epoch 1814 | loss: 2.21038e-05 | val_loss: 1.93574e-05 | Time: 5436.26 ms
[2022-04-11 16:46:04 main:574] : INFO : Epoch 1815 | loss: 2.09037e-05 | val_loss: 1.96037e-05 | Time: 5434.68 ms
[2022-04-11 16:46:09 main:574] : INFO : Epoch 1816 | loss: 2.07479e-05 | val_loss: 1.92565e-05 | Time: 5434.35 ms
[2022-04-11 16:46:15 main:574] : INFO : Epoch 1817 | loss: 2.08667e-05 | val_loss: 1.9133e-05 | Time: 5435.2 ms
[2022-04-11 16:46:20 main:574] : INFO : Epoch 1818 | loss: 2.0864e-05 | val_loss: 1.91405e-05 | Time: 5407.19 ms
[2022-04-11 16:46:26 main:574] : INFO : Epoch 1819 | loss: 2.10664e-05 | val_loss: 2.11391e-05 | Time: 5429.34 ms
[2022-04-11 16:46:31 main:574] : INFO : Epoch 1820 | loss: 2.15569e-05 | val_loss: 1.89399e-05 | Time: 5426.75 ms
[2022-04-11 16:46:37 main:574] : INFO : Epoch 1821 | loss: 2.04583e-05 | val_loss: 1.92315e-05 | Time: 5427.09 ms
[2022-04-11 16:46:42 main:574] : INFO : Epoch 1822 | loss: 2.10746e-05 | val_loss: 2.05088e-05 | Time: 5433.56 ms
[2022-04-11 16:46:47 main:574] : INFO : Epoch 1823 | loss: 2.12753e-05 | val_loss: 1.93451e-05 | Time: 5405.39 ms
[2022-04-11 16:46:53 main:574] : INFO : Epoch 1824 | loss: 0.00093462 | val_loss: 0.0597188 | Time: 5424.96 ms
[2022-04-11 16:46:58 main:574] : INFO : Epoch 1825 | loss: 0.0266334 | val_loss: 0.0205764 | Time: 5449.93 ms
[2022-04-11 16:47:04 main:574] : INFO : Epoch 1826 | loss: 0.008423 | val_loss: 0.00142218 | Time: 5452.6 ms
[2022-04-11 16:47:09 main:574] : INFO : Epoch 1827 | loss: 0.0009284 | val_loss: 0.000348733 | Time: 5406.74 ms
[2022-04-11 16:47:15 main:574] : INFO : Epoch 1828 | loss: 0.00031976 | val_loss: 0.000221338 | Time: 5447.41 ms
[2022-04-11 16:47:20 main:574] : INFO : Epoch 1829 | loss: 0.000224443 | val_loss: 0.000190731 | Time: 5431.59 ms
[2022-04-11 16:47:25 main:574] : INFO : Epoch 1830 | loss: 0.000202564 | val_loss: 0.000175782 | Time: 5441.4 ms
[2022-04-11 16:47:31 main:574] : INFO : Epoch 1831 | loss: 0.000177662 | val_loss: 0.000150235 | Time: 5430.68 ms
[2022-04-11 16:47:36 main:574] : INFO : Epoch 1832 | loss: 0.000157166 | val_loss: 0.000145326 | Time: 5437.74 ms
[2022-04-11 16:47:42 main:574] : INFO : Epoch 1833 | loss: 0.000154665 | val_loss: 0.000143501 | Time: 5411.86 ms
[2022-04-11 16:47:47 main:574] : INFO : Epoch 1834 | loss: 0.000152835 | val_loss: 0.000142095 | Time: 5442.32 ms
[2022-04-11 16:47:53 main:574] : INFO : Epoch 1835 | loss: 0.00015169 | val_loss: 0.000141919 | Time: 5404.46 ms
[2022-04-11 16:47:58 main:574] : INFO : Epoch 1836 | loss: 0.000151066 | val_loss: 0.000141307 | Time: 5413.56 ms
[2022-04-11 16:48:04 main:574] : INFO : Epoch 1837 | loss: 0.000150319 | val_loss: 0.000141113 | Time: 5421.95 ms
[2022-04-11 16:48:09 main:574] : INFO : Epoch 1838 | loss: 0.000149127 | val_loss: 0.000138267 | Time: 5403.89 ms
[2022-04-11 16:48:14 main:574] : INFO : Epoch 1839 | loss: 0.000126251 | val_loss: 0.000108149 | Time: 5425.01 ms
[2022-04-11 16:48:20 main:574] : INFO : Epoch 1840 | loss: 0.000114797 | val_loss: 0.000106077 | Time: 5409.1 ms
[2022-04-11 16:48:25 main:574] : INFO : Epoch 1841 | loss: 0.00011282 | val_loss: 0.000105201 | Time: 5387 ms
[2022-04-11 16:48:31 main:574] : INFO : Epoch 1842 | loss: 0.000112304 | val_loss: 0.000104668 | Time: 5427.99 ms
[2022-04-11 16:48:36 main:574] : INFO : Epoch 1843 | loss: 0.000111937 | val_loss: 0.000104335 | Time: 5426.53 ms
[2022-04-11 16:48:42 main:574] : INFO : Epoch 1844 | loss: 0.000111467 | val_loss: 0.000104105 | Time: 5451.86 ms
[2022-04-11 16:48:47 main:574] : INFO : Epoch 1845 | loss: 0.000110736 | val_loss: 0.000102855 | Time: 5445.86 ms
[2022-04-11 16:48:52 main:574] : INFO : Epoch 1846 | loss: 0.000107655 | val_loss: 9.77463e-05 | Time: 5451.31 ms
[2022-04-11 16:48:58 main:574] : INFO : Epoch 1847 | loss: 0.000102739 | val_loss: 9.57918e-05 | Time: 5405.43 ms
[2022-04-11 16:49:03 main:574] : INFO : Epoch 1848 | loss: 0.000101606 | val_loss: 9.52762e-05 | Time: 5426.71 ms
[2022-04-11 16:49:09 main:574] : INFO : Epoch 1849 | loss: 0.000101186 | val_loss: 9.51483e-05 | Time: 5438.54 ms
[2022-04-11 16:49:14 main:574] : INFO : Epoch 1850 | loss: 0.000100247 | val_loss: 9.31193e-05 | Time: 5435.18 ms
[2022-04-11 16:49:20 main:574] : INFO : Epoch 1851 | loss: 9.88096e-05 | val_loss: 9.27502e-05 | Time: 5434.57 ms
[2022-04-11 16:49:25 main:574] : INFO : Epoch 1852 | loss: 9.30828e-05 | val_loss: 7.19829e-05 | Time: 5434.77 ms
[2022-04-11 16:49:30 main:574] : INFO : Epoch 1853 | loss: 7.79204e-05 | val_loss: 7.17338e-05 | Time: 5394.19 ms
[2022-04-11 16:49:36 main:574] : INFO : Epoch 1854 | loss: 7.77286e-05 | val_loss: 7.1667e-05 | Time: 5424.31 ms
[2022-04-11 16:49:41 main:574] : INFO : Epoch 1855 | loss: 7.76137e-05 | val_loss: 7.16038e-05 | Time: 5443.35 ms
[2022-04-11 16:49:47 main:574] : INFO : Epoch 1856 | loss: 7.74974e-05 | val_loss: 7.14536e-05 | Time: 5391.22 ms
[2022-04-11 16:49:52 main:574] : INFO : Epoch 1857 | loss: 7.74411e-05 | val_loss: 7.13845e-05 | Time: 5435.48 ms
[2022-04-11 16:49:58 main:574] : INFO : Epoch 1858 | loss: 7.72775e-05 | val_loss: 7.11832e-05 | Time: 5437.39 ms
[2022-04-11 16:50:03 main:574] : INFO : Epoch 1859 | loss: 7.7215e-05 | val_loss: 7.13635e-05 | Time: 5422.08 ms
[2022-04-11 16:50:08 main:574] : INFO : Epoch 1860 | loss: 7.79384e-05 | val_loss: 7.17058e-05 | Time: 5429.79 ms
[2022-04-11 16:50:14 main:574] : INFO : Epoch 1861 | loss: 7.7841e-05 | val_loss: 7.13442e-05 | Time: 5432.55 ms
[2022-04-11 16:50:19 main:574] : INFO : Epoch 1862 | loss: 7.76344e-05 | val_loss: 7.10938e-05 | Time: 5407.59 ms
[2022-04-11 16:50:25 main:574] : INFO : Epoch 1863 | loss: 7.73577e-05 | val_loss: 7.16832e-05 | Time: 5439.45 ms
[2022-04-11 16:50:30 main:574] : INFO : Epoch 1864 | loss: 7.73296e-05 | val_loss: 7.11934e-05 | Time: 5441.39 ms
[2022-04-11 16:50:36 main:574] : INFO : Epoch 1865 | loss: 7.69539e-05 | val_loss: 7.09518e-05 | Time: 5433.1 ms
[2022-04-11 16:50:41 main:574] : INFO : Epoch 1866 | loss: 7.64682e-05 | val_loss: 7.05582e-05 | Time: 5415.37 ms
[2022-04-11 16:50:47 main:574] : INFO : Epoch 1867 | loss: 7.63722e-05 | val_loss: 7.12154e-05 | Time: 5417.51 ms
[2022-04-11 16:50:52 main:574] : INFO : Epoch 1868 | loss: 7.66359e-05 | val_loss: 7.03938e-05 | Time: 5451.98 ms
[2022-04-11 16:50:57 main:574] : INFO : Epoch 1869 | loss: 7.62896e-05 | val_loss: 7.04926e-05 | Time: 5431.94 ms
[2022-04-11 16:51:03 main:574] : INFO : Epoch 1870 | loss: 7.60155e-05 | val_loss: 7.00639e-05 | Time: 5446.02 ms
[2022-04-11 16:51:08 main:574] : INFO : Epoch 1871 | loss: 7.61027e-05 | val_loss: 7.11156e-05 | Time: 5439.68 ms
[2022-04-11 16:51:14 main:574] : INFO : Epoch 1872 | loss: 7.64731e-05 | val_loss: 7.09772e-05 | Time: 5434.88 ms
[2022-04-11 16:51:19 main:574] : INFO : Epoch 1873 | loss: 7.36669e-05 | val_loss: 5.88197e-05 | Time: 5434.94 ms
[2022-04-11 16:51:25 main:574] : INFO : Epoch 1874 | loss: 7.2958e-05 | val_loss: 6.88085e-05 | Time: 5407.53 ms
[2022-04-11 16:51:30 main:574] : INFO : Epoch 1875 | loss: 7.61922e-05 | val_loss: 7.0198e-05 | Time: 5429.09 ms
[2022-04-11 16:51:36 main:574] : INFO : Epoch 1876 | loss: 7.58664e-05 | val_loss: 7.06642e-05 | Time: 5429.4 ms
[2022-04-11 16:51:41 main:574] : INFO : Epoch 1877 | loss: 7.56355e-05 | val_loss: 7.04096e-05 | Time: 5406.84 ms
[2022-04-11 16:51:46 main:574] : INFO : Epoch 1878 | loss: 7.51413e-05 | val_loss: 7.01654e-05 | Time: 5428.8 ms
[2022-04-11 16:51:52 main:574] : INFO : Epoch 1879 | loss: 7.53873e-05 | val_loss: 7.26232e-05 | Time: 5412.72 ms
[2022-04-11 16:51:57 main:574] : INFO : Epoch 1880 | loss: 7.23246e-05 | val_loss: 5.83775e-05 | Time: 5405.72 ms
[2022-04-11 16:52:03 main:574] : INFO : Epoch 1881 | loss: 6.47031e-05 | val_loss: 5.72278e-05 | Time: 5434.18 ms
[2022-04-11 16:52:08 main:574] : INFO : Epoch 1882 | loss: 6.41172e-05 | val_loss: 5.72585e-05 | Time: 5424.4 ms
[2022-04-11 16:52:14 main:574] : INFO : Epoch 1883 | loss: 6.46261e-05 | val_loss: 5.59572e-05 | Time: 5404.94 ms
[2022-04-11 16:52:19 main:574] : INFO : Epoch 1884 | loss: 6.34331e-05 | val_loss: 5.89748e-05 | Time: 5417.14 ms
[2022-04-11 16:52:24 main:574] : INFO : Epoch 1885 | loss: 6.56448e-05 | val_loss: 5.83618e-05 | Time: 5416.3 ms
[2022-04-11 16:52:30 main:574] : INFO : Epoch 1886 | loss: 6.49174e-05 | val_loss: 5.77838e-05 | Time: 5445.32 ms
[2022-04-11 16:52:35 main:574] : INFO : Epoch 1887 | loss: 6.48113e-05 | val_loss: 5.76097e-05 | Time: 5427.31 ms
[2022-04-11 16:52:41 main:574] : INFO : Epoch 1888 | loss: 6.45017e-05 | val_loss: 5.67127e-05 | Time: 5433.59 ms
[2022-04-11 16:52:46 main:574] : INFO : Epoch 1889 | loss: 6.34297e-05 | val_loss: 5.67068e-05 | Time: 5412.54 ms
[2022-04-11 16:52:52 main:574] : INFO : Epoch 1890 | loss: 6.23391e-05 | val_loss: 5.55807e-05 | Time: 5424.26 ms
[2022-04-11 16:52:57 main:574] : INFO : Epoch 1891 | loss: 6.17002e-05 | val_loss: 5.49598e-05 | Time: 5416.73 ms
[2022-04-11 16:53:02 main:574] : INFO : Epoch 1892 | loss: 6.36903e-05 | val_loss: 5.80551e-05 | Time: 5451.19 ms
[2022-04-11 16:53:08 main:574] : INFO : Epoch 1893 | loss: 6.46254e-05 | val_loss: 5.77809e-05 | Time: 5451.49 ms
[2022-04-11 16:53:13 main:574] : INFO : Epoch 1894 | loss: 6.43203e-05 | val_loss: 5.73658e-05 | Time: 5419.79 ms
[2022-04-11 16:53:19 main:574] : INFO : Epoch 1895 | loss: 6.2316e-05 | val_loss: 5.48279e-05 | Time: 5415.08 ms
[2022-04-11 16:53:24 main:574] : INFO : Epoch 1896 | loss: 6.09986e-05 | val_loss: 5.52351e-05 | Time: 5407.63 ms
[2022-04-11 16:53:30 main:574] : INFO : Epoch 1897 | loss: 6.11911e-05 | val_loss: 6.09374e-05 | Time: 5397.85 ms
[2022-04-11 16:53:35 main:574] : INFO : Epoch 1898 | loss: 6.17829e-05 | val_loss: 5.62761e-05 | Time: 5427.7 ms
[2022-04-11 16:53:40 main:574] : INFO : Epoch 1899 | loss: 6.2319e-05 | val_loss: 5.59833e-05 | Time: 5455.62 ms
[2022-04-11 16:53:46 main:574] : INFO : Epoch 1900 | loss: 6.0955e-05 | val_loss: 5.38817e-05 | Time: 5438.13 ms
[2022-04-11 16:53:51 main:574] : INFO : Epoch 1901 | loss: 6.06556e-05 | val_loss: 5.42078e-05 | Time: 5434.77 ms
[2022-04-11 16:53:57 main:574] : INFO : Epoch 1902 | loss: 6.04739e-05 | val_loss: 5.33717e-05 | Time: 5409.02 ms
[2022-04-11 16:54:02 main:574] : INFO : Epoch 1903 | loss: 6.02888e-05 | val_loss: 5.35806e-05 | Time: 5403.62 ms
[2022-04-11 16:54:08 main:574] : INFO : Epoch 1904 | loss: 6.27734e-05 | val_loss: 5.62234e-05 | Time: 5420.83 ms
[2022-04-11 16:54:13 main:574] : INFO : Epoch 1905 | loss: 5.99513e-05 | val_loss: 5.3327e-05 | Time: 5420.62 ms
[2022-04-11 16:54:18 main:574] : INFO : Epoch 1906 | loss: 6.33213e-05 | val_loss: 6.30078e-05 | Time: 5408.91 ms
[2022-04-11 16:54:24 main:574] : INFO : Epoch 1907 | loss: 6.61928e-05 | val_loss: 5.78952e-05 | Time: 5457.16 ms
[2022-04-11 16:54:29 main:574] : INFO : Epoch 1908 | loss: 6.42992e-05 | val_loss: 5.68836e-05 | Time: 5441.99 ms
[2022-04-11 16:54:35 main:574] : INFO : Epoch 1909 | loss: 6.35301e-05 | val_loss: 5.61136e-05 | Time: 5450.93 ms
[2022-04-11 16:54:40 main:574] : INFO : Epoch 1910 | loss: 5.80383e-05 | val_loss: 5.04681e-05 | Time: 5435.5 ms
[2022-04-11 16:54:46 main:574] : INFO : Epoch 1911 | loss: 5.41205e-05 | val_loss: 4.75756e-05 | Time: 5447.05 ms
[2022-04-11 16:54:51 main:574] : INFO : Epoch 1912 | loss: 5.19289e-05 | val_loss: 4.61932e-05 | Time: 5415.53 ms
[2022-04-11 16:54:57 main:574] : INFO : Epoch 1913 | loss: 4.84013e-05 | val_loss: 4.08802e-05 | Time: 5441 ms
[2022-04-11 16:55:02 main:574] : INFO : Epoch 1914 | loss: 4.19496e-05 | val_loss: 3.71863e-05 | Time: 5435.68 ms
[2022-04-11 16:55:07 main:574] : INFO : Epoch 1915 | loss: 3.92238e-05 | val_loss: 3.59476e-05 | Time: 5423.34 ms
[2022-04-11 16:55:13 main:574] : INFO : Epoch 1916 | loss: 3.72069e-05 | val_loss: 3.43072e-05 | Time: 5393.18 ms
[2022-04-11 16:55:18 main:574] : INFO : Epoch 1917 | loss: 3.28938e-05 | val_loss: 2.73614e-05 | Time: 5449.15 ms
[2022-04-11 16:55:24 main:574] : INFO : Epoch 1918 | loss: 2.67981e-05 | val_loss: 2.27759e-05 | Time: 5423.69 ms
[2022-04-11 16:55:29 main:574] : INFO : Epoch 1919 | loss: 2.38486e-05 | val_loss: 2.21036e-05 | Time: 5410.37 ms
[2022-04-11 16:55:35 main:574] : INFO : Epoch 1920 | loss: 2.31746e-05 | val_loss: 2.1734e-05 | Time: 5428.43 ms
[2022-04-11 16:55:40 main:574] : INFO : Epoch 1921 | loss: 2.29885e-05 | val_loss: 2.2201e-05 | Time: 5379.95 ms
[2022-04-11 16:55:45 main:574] : INFO : Epoch 1922 | loss: 2.28976e-05 | val_loss: 2.17614e-05 | Time: 5429.22 ms
[2022-04-11 16:55:51 main:574] : INFO : Epoch 1923 | loss: 2.26664e-05 | val_loss: 2.16924e-05 | Time: 5444.09 ms
[2022-04-11 16:55:56 main:574] : INFO : Epoch 1924 | loss: 2.26708e-05 | val_loss: 2.16613e-05 | Time: 5451.21 ms
[2022-04-11 16:56:02 main:574] : INFO : Epoch 1925 | loss: 2.26538e-05 | val_loss: 2.17863e-05 | Time: 5422.32 ms
[2022-04-11 16:56:07 main:574] : INFO : Epoch 1926 | loss: 2.25248e-05 | val_loss: 2.15336e-05 | Time: 5429.32 ms
[2022-04-11 16:56:13 main:574] : INFO : Epoch 1927 | loss: 2.2526e-05 | val_loss: 2.17011e-05 | Time: 5414.62 ms
[2022-04-11 16:56:18 main:574] : INFO : Epoch 1928 | loss: 2.25799e-05 | val_loss: 2.16998e-05 | Time: 5446.4 ms
[2022-04-11 16:56:24 main:574] : INFO : Epoch 1929 | loss: 2.24747e-05 | val_loss: 2.14085e-05 | Time: 5437.35 ms
[2022-04-11 16:56:29 main:574] : INFO : Epoch 1930 | loss: 2.23277e-05 | val_loss: 2.12372e-05 | Time: 5409.42 ms
[2022-04-11 16:56:34 main:574] : INFO : Epoch 1931 | loss: 2.22237e-05 | val_loss: 2.11405e-05 | Time: 5440.46 ms
[2022-04-11 16:56:40 main:574] : INFO : Epoch 1932 | loss: 2.21489e-05 | val_loss: 2.1103e-05 | Time: 5455.97 ms
[2022-04-11 16:56:45 main:574] : INFO : Epoch 1933 | loss: 2.19403e-05 | val_loss: 2.09103e-05 | Time: 5418.03 ms
[2022-04-11 16:56:51 main:574] : INFO : Epoch 1934 | loss: 2.18907e-05 | val_loss: 2.0726e-05 | Time: 5447.5 ms
[2022-04-11 16:56:56 main:574] : INFO : Epoch 1935 | loss: 2.1641e-05 | val_loss: 2.07883e-05 | Time: 5434.51 ms
[2022-04-11 16:57:02 main:574] : INFO : Epoch 1936 | loss: 2.17728e-05 | val_loss: 2.06536e-05 | Time: 5434.35 ms
[2022-04-11 16:57:07 main:574] : INFO : Epoch 1937 | loss: 2.17973e-05 | val_loss: 2.09559e-05 | Time: 5435.76 ms
[2022-04-11 16:57:12 main:574] : INFO : Epoch 1938 | loss: 2.16694e-05 | val_loss: 2.10587e-05 | Time: 5412.58 ms
[2022-04-11 16:57:18 main:574] : INFO : Epoch 1939 | loss: 2.17924e-05 | val_loss: 2.11739e-05 | Time: 5429.49 ms
[2022-04-11 16:57:23 main:574] : INFO : Epoch 1940 | loss: 2.26497e-05 | val_loss: 2.18354e-05 | Time: 5447.73 ms
[2022-04-11 16:57:29 main:574] : INFO : Epoch 1941 | loss: 2.38393e-05 | val_loss: 2.78664e-05 | Time: 5422.42 ms
[2022-04-11 16:57:34 main:574] : INFO : Epoch 1942 | loss: 2.4419e-05 | val_loss: 2.35541e-05 | Time: 5450.92 ms
[2022-04-11 16:57:40 main:574] : INFO : Epoch 1943 | loss: 2.24493e-05 | val_loss: 2.08588e-05 | Time: 5414.95 ms
[2022-04-11 16:57:45 main:574] : INFO : Epoch 1944 | loss: 2.18766e-05 | val_loss: 2.07994e-05 | Time: 5424.82 ms
[2022-04-11 16:57:51 main:574] : INFO : Epoch 1945 | loss: 2.15949e-05 | val_loss: 2.07968e-05 | Time: 5434.45 ms
[2022-04-11 16:57:56 main:574] : INFO : Epoch 1946 | loss: 2.13756e-05 | val_loss: 2.05712e-05 | Time: 5424.45 ms
[2022-04-11 16:58:01 main:574] : INFO : Epoch 1947 | loss: 2.15886e-05 | val_loss: 2.19708e-05 | Time: 5437.15 ms
[2022-04-11 16:58:07 main:574] : INFO : Epoch 1948 | loss: 2.68608e-05 | val_loss: 2.16428e-05 | Time: 5404.05 ms
[2022-04-11 16:58:12 main:574] : INFO : Epoch 1949 | loss: 2.18361e-05 | val_loss: 2.09923e-05 | Time: 5395.3 ms
[2022-04-11 16:58:18 main:574] : INFO : Epoch 1950 | loss: 2.14746e-05 | val_loss: 2.08128e-05 | Time: 5412.83 ms
[2022-04-11 16:58:23 main:574] : INFO : Epoch 1951 | loss: 2.15433e-05 | val_loss: 2.12205e-05 | Time: 5430.06 ms
[2022-04-11 16:58:29 main:574] : INFO : Epoch 1952 | loss: 2.19204e-05 | val_loss: 2.08493e-05 | Time: 5445.4 ms
[2022-04-11 16:58:34 main:574] : INFO : Epoch 1953 | loss: 2.17721e-05 | val_loss: 2.08013e-05 | Time: 5427.53 ms
[2022-04-11 16:58:39 main:574] : INFO : Epoch 1954 | loss: 2.17304e-05 | val_loss: 2.1239e-05 | Time: 5441.87 ms
[2022-04-11 16:58:45 main:574] : INFO : Epoch 1955 | loss: 3.54194e-05 | val_loss: 2.36477e-05 | Time: 5418.88 ms
[2022-04-11 16:58:50 main:574] : INFO : Epoch 1956 | loss: 2.68841e-05 | val_loss: 2.18466e-05 | Time: 5446.82 ms
[2022-04-11 16:58:56 main:574] : INFO : Epoch 1957 | loss: 2.21873e-05 | val_loss: 2.06336e-05 | Time: 5427.71 ms
[2022-04-11 16:59:01 main:574] : INFO : Epoch 1958 | loss: 2.13226e-05 | val_loss: 2.04949e-05 | Time: 5400.81 ms
[2022-04-11 16:59:07 main:574] : INFO : Epoch 1959 | loss: 2.12053e-05 | val_loss: 2.05718e-05 | Time: 5444.59 ms
[2022-04-11 16:59:12 main:574] : INFO : Epoch 1960 | loss: 2.11625e-05 | val_loss: 2.05403e-05 | Time: 5468.39 ms
[2022-04-11 16:59:18 main:574] : INFO : Epoch 1961 | loss: 2.11633e-05 | val_loss: 2.04323e-05 | Time: 5447.11 ms
[2022-04-11 16:59:23 main:574] : INFO : Epoch 1962 | loss: 2.12764e-05 | val_loss: 2.05557e-05 | Time: 5411.86 ms
[2022-04-11 16:59:28 main:574] : INFO : Epoch 1963 | loss: 2.11529e-05 | val_loss: 2.06762e-05 | Time: 5430.74 ms
[2022-04-11 16:59:34 main:574] : INFO : Epoch 1964 | loss: 2.12914e-05 | val_loss: 2.07888e-05 | Time: 5444.96 ms
[2022-04-11 16:59:39 main:574] : INFO : Epoch 1965 | loss: 2.13547e-05 | val_loss: 2.05541e-05 | Time: 5419.7 ms
[2022-04-11 16:59:45 main:574] : INFO : Epoch 1966 | loss: 2.58012e-05 | val_loss: 5.37252e-05 | Time: 5439.78 ms
[2022-04-11 16:59:50 main:574] : INFO : Epoch 1967 | loss: 3.3188e-05 | val_loss: 2.69446e-05 | Time: 5431.59 ms
[2022-04-11 16:59:56 main:574] : INFO : Epoch 1968 | loss: 2.35553e-05 | val_loss: 2.13597e-05 | Time: 5413.32 ms
[2022-04-11 17:00:01 main:574] : INFO : Epoch 1969 | loss: 2.22184e-05 | val_loss: 2.08815e-05 | Time: 5433.73 ms
[2022-04-11 17:00:07 main:574] : INFO : Epoch 1970 | loss: 2.14076e-05 | val_loss: 2.06353e-05 | Time: 5448.79 ms
[2022-04-11 17:00:12 main:574] : INFO : Epoch 1971 | loss: 2.10447e-05 | val_loss: 2.06161e-05 | Time: 5423.93 ms
[2022-04-11 17:00:17 main:574] : INFO : Epoch 1972 | loss: 2.11868e-05 | val_loss: 2.09957e-05 | Time: 5406.82 ms
[2022-04-11 17:00:23 main:574] : INFO : Epoch 1973 | loss: 2.28529e-05 | val_loss: 2.4244e-05 | Time: 5396.1 ms
[2022-04-11 17:00:28 main:574] : INFO : Epoch 1974 | loss: 2.46456e-05 | val_loss: 2.07218e-05 | Time: 5432.35 ms
[2022-04-11 17:00:34 main:574] : INFO : Epoch 1975 | loss: 2.13619e-05 | val_loss: 2.02671e-05 | Time: 5417.62 ms
[2022-04-11 17:00:39 main:574] : INFO : Epoch 1976 | loss: 2.09994e-05 | val_loss: 2.11104e-05 | Time: 5438.37 ms
[2022-04-11 17:00:45 main:574] : INFO : Epoch 1977 | loss: 2.1324e-05 | val_loss: 2.20026e-05 | Time: 5407.81 ms
[2022-04-11 17:00:50 main:574] : INFO : Epoch 1978 | loss: 2.67175e-05 | val_loss: 2.34436e-05 | Time: 5416.17 ms
[2022-04-11 17:00:55 main:574] : INFO : Epoch 1979 | loss: 2.21037e-05 | val_loss: 2.08154e-05 | Time: 5452.46 ms
[2022-04-11 17:01:01 main:574] : INFO : Epoch 1980 | loss: 2.08802e-05 | val_loss: 1.98845e-05 | Time: 5417.01 ms
[2022-04-11 17:01:06 main:574] : INFO : Epoch 1981 | loss: 1.97971e-05 | val_loss: 1.99129e-05 | Time: 5432.97 ms
[2022-04-11 17:01:12 main:574] : INFO : Epoch 1982 | loss: 2.0153e-05 | val_loss: 1.90884e-05 | Time: 5426.3 ms
[2022-04-11 17:01:17 main:574] : INFO : Epoch 1983 | loss: 1.88473e-05 | val_loss: 1.90658e-05 | Time: 5433.4 ms
[2022-04-11 17:01:23 main:574] : INFO : Epoch 1984 | loss: 2.23185e-05 | val_loss: 2.77378e-05 | Time: 5431.81 ms
[2022-04-11 17:01:28 main:574] : INFO : Epoch 1985 | loss: 2.37565e-05 | val_loss: 2.39157e-05 | Time: 5455.16 ms
[2022-04-11 17:01:34 main:574] : INFO : Epoch 1986 | loss: 2.05758e-05 | val_loss: 2.08887e-05 | Time: 5419.67 ms
[2022-04-11 17:01:39 main:574] : INFO : Epoch 1987 | loss: 2.2183e-05 | val_loss: 2.27595e-05 | Time: 5438.46 ms
[2022-04-11 17:01:44 main:574] : INFO : Epoch 1988 | loss: 2.35748e-05 | val_loss: 2.17348e-05 | Time: 5425.79 ms
[2022-04-11 17:01:50 main:574] : INFO : Epoch 1989 | loss: 2.22656e-05 | val_loss: 2.14452e-05 | Time: 5418.6 ms
[2022-04-11 17:01:55 main:574] : INFO : Epoch 1990 | loss: 2.20402e-05 | val_loss: 2.19095e-05 | Time: 5408.48 ms
[2022-04-11 17:02:01 main:574] : INFO : Epoch 1991 | loss: 2.71825e-05 | val_loss: 4.33147e-05 | Time: 5418.93 ms
[2022-04-11 17:02:06 main:574] : INFO : Epoch 1992 | loss: 2.95089e-05 | val_loss: 2.57513e-05 | Time: 5447.42 ms
[2022-04-11 17:02:12 main:574] : INFO : Epoch 1993 | loss: 2.29853e-05 | val_loss: 2.06093e-05 | Time: 5436.23 ms
[2022-04-11 17:02:17 main:574] : INFO : Epoch 1994 | loss: 1.93705e-05 | val_loss: 1.7657e-05 | Time: 5442.49 ms
[2022-04-11 17:02:22 main:574] : INFO : Epoch 1995 | loss: 2.09544e-05 | val_loss: 2.10112e-05 | Time: 5442.08 ms
[2022-04-11 17:02:28 main:574] : INFO : Epoch 1996 | loss: 0.00021258 | val_loss: 0.000499002 | Time: 5413.73 ms
[2022-04-11 17:02:33 main:574] : INFO : Epoch 1997 | loss: 0.000166317 | val_loss: 0.000101866 | Time: 5443.22 ms
[2022-04-11 17:02:39 main:574] : INFO : Epoch 1998 | loss: 0.000112967 | val_loss: 7.87122e-05 | Time: 5443.25 ms
[2022-04-11 17:02:44 main:574] : INFO : Epoch 1999 | loss: 8.37818e-05 | val_loss: 6.39414e-05 | Time: 5438.31 ms
[2022-04-11 17:02:50 main:574] : INFO : Epoch 2000 | loss: 6.93011e-05 | val_loss: 5.86949e-05 | Time: 5431.15 ms
[2022-04-11 17:02:55 main:574] : INFO : Epoch 2001 | loss: 6.75262e-05 | val_loss: 5.82457e-05 | Time: 5417.25 ms
[2022-04-11 17:03:01 main:574] : INFO : Epoch 2002 | loss: 6.73985e-05 | val_loss: 5.82266e-05 | Time: 5421.28 ms
[2022-04-11 17:03:06 main:574] : INFO : Epoch 2003 | loss: 6.71882e-05 | val_loss: 5.78827e-05 | Time: 5411.63 ms
[2022-04-11 17:03:11 main:574] : INFO : Epoch 2004 | loss: 6.70319e-05 | val_loss: 5.77771e-05 | Time: 5393.43 ms
[2022-04-11 17:03:17 main:574] : INFO : Epoch 2005 | loss: 6.69569e-05 | val_loss: 5.78299e-05 | Time: 5412.8 ms
[2022-04-11 17:03:22 main:574] : INFO : Epoch 2006 | loss: 6.70107e-05 | val_loss: 5.77933e-05 | Time: 5425.25 ms
[2022-04-11 17:03:28 main:574] : INFO : Epoch 2007 | loss: 6.70572e-05 | val_loss: 5.77803e-05 | Time: 5434.58 ms
[2022-04-11 17:03:33 main:574] : INFO : Epoch 2008 | loss: 6.69448e-05 | val_loss: 5.76893e-05 | Time: 5417.76 ms
[2022-04-11 17:03:39 main:574] : INFO : Epoch 2009 | loss: 6.69433e-05 | val_loss: 5.76528e-05 | Time: 5407.16 ms
[2022-04-11 17:03:44 main:574] : INFO : Epoch 2010 | loss: 6.69156e-05 | val_loss: 5.77043e-05 | Time: 5446.72 ms
[2022-04-11 17:03:49 main:574] : INFO : Epoch 2011 | loss: 6.69794e-05 | val_loss: 5.75744e-05 | Time: 5414.53 ms
[2022-04-11 17:03:55 main:574] : INFO : Epoch 2012 | loss: 6.69077e-05 | val_loss: 5.75071e-05 | Time: 5433.41 ms
[2022-04-11 17:04:00 main:574] : INFO : Epoch 2013 | loss: 6.68383e-05 | val_loss: 5.75687e-05 | Time: 5427.85 ms
[2022-04-11 17:04:06 main:574] : INFO : Epoch 2014 | loss: 6.68693e-05 | val_loss: 5.74205e-05 | Time: 5422.51 ms
[2022-04-11 17:04:11 main:574] : INFO : Epoch 2015 | loss: 6.68426e-05 | val_loss: 5.73256e-05 | Time: 5436.42 ms
[2022-04-11 17:04:17 main:574] : INFO : Epoch 2016 | loss: 6.67463e-05 | val_loss: 5.74217e-05 | Time: 5432.79 ms
[2022-04-11 17:04:22 main:574] : INFO : Epoch 2017 | loss: 6.83018e-05 | val_loss: 6.37194e-05 | Time: 5419.64 ms
[2022-04-11 17:04:27 main:574] : INFO : Epoch 2018 | loss: 6.93308e-05 | val_loss: 5.72513e-05 | Time: 5427.51 ms
[2022-04-11 17:04:33 main:574] : INFO : Epoch 2019 | loss: 6.68684e-05 | val_loss: 5.73424e-05 | Time: 5422.54 ms
[2022-04-11 17:04:38 main:574] : INFO : Epoch 2020 | loss: 6.67541e-05 | val_loss: 5.71577e-05 | Time: 5436.13 ms
[2022-04-11 17:04:44 main:574] : INFO : Epoch 2021 | loss: 6.66449e-05 | val_loss: 5.71357e-05 | Time: 5399.29 ms
[2022-04-11 17:04:49 main:574] : INFO : Epoch 2022 | loss: 6.66107e-05 | val_loss: 5.71801e-05 | Time: 5430.59 ms
[2022-04-11 17:04:55 main:574] : INFO : Epoch 2023 | loss: 6.67576e-05 | val_loss: 5.72768e-05 | Time: 5439.47 ms
[2022-04-11 17:05:00 main:574] : INFO : Epoch 2024 | loss: 6.67913e-05 | val_loss: 5.71071e-05 | Time: 5434.67 ms
[2022-04-11 17:05:05 main:574] : INFO : Epoch 2025 | loss: 6.67259e-05 | val_loss: 5.73282e-05 | Time: 5423.46 ms
[2022-04-11 17:05:11 main:574] : INFO : Epoch 2026 | loss: 6.67007e-05 | val_loss: 5.72539e-05 | Time: 5426.66 ms
[2022-04-11 17:05:16 main:574] : INFO : Epoch 2027 | loss: 6.68222e-05 | val_loss: 5.81815e-05 | Time: 5383.16 ms
[2022-04-11 17:05:22 main:574] : INFO : Epoch 2028 | loss: 7.19522e-05 | val_loss: 5.87027e-05 | Time: 5444.98 ms
[2022-04-11 17:05:27 main:574] : INFO : Epoch 2029 | loss: 6.80615e-05 | val_loss: 5.75917e-05 | Time: 5416 ms
[2022-04-11 17:05:33 main:574] : INFO : Epoch 2030 | loss: 6.67564e-05 | val_loss: 5.69578e-05 | Time: 5405.13 ms
[2022-04-11 17:05:38 main:574] : INFO : Epoch 2031 | loss: 6.68403e-05 | val_loss: 5.70927e-05 | Time: 5406.37 ms
[2022-04-11 17:05:43 main:574] : INFO : Epoch 2032 | loss: 6.80391e-05 | val_loss: 5.87632e-05 | Time: 5439.61 ms
[2022-04-11 17:05:49 main:574] : INFO : Epoch 2033 | loss: 6.80358e-05 | val_loss: 6.04823e-05 | Time: 5426.66 ms
[2022-04-11 17:05:54 main:574] : INFO : Epoch 2034 | loss: 6.94351e-05 | val_loss: 5.91109e-05 | Time: 5420.05 ms
[2022-04-11 17:06:00 main:574] : INFO : Epoch 2035 | loss: 6.74637e-05 | val_loss: 5.70063e-05 | Time: 5453.37 ms
[2022-04-11 17:06:05 main:574] : INFO : Epoch 2036 | loss: 6.69248e-05 | val_loss: 5.73427e-05 | Time: 5439.18 ms
[2022-04-11 17:06:11 main:574] : INFO : Epoch 2037 | loss: 6.67812e-05 | val_loss: 5.92749e-05 | Time: 5427.67 ms
[2022-04-11 17:06:16 main:574] : INFO : Epoch 2038 | loss: 7.71735e-05 | val_loss: 5.93677e-05 | Time: 5447.16 ms
[2022-04-11 17:06:22 main:574] : INFO : Epoch 2039 | loss: 6.85989e-05 | val_loss: 5.97824e-05 | Time: 5435.09 ms
[2022-04-11 17:06:27 main:574] : INFO : Epoch 2040 | loss: 6.75918e-05 | val_loss: 5.84789e-05 | Time: 5441.39 ms
[2022-04-11 17:06:32 main:574] : INFO : Epoch 2041 | loss: 6.70612e-05 | val_loss: 5.701e-05 | Time: 5443.27 ms
[2022-04-11 17:06:38 main:574] : INFO : Epoch 2042 | loss: 6.65503e-05 | val_loss: 5.72555e-05 | Time: 5420 ms
[2022-04-11 17:06:43 main:574] : INFO : Epoch 2043 | loss: 6.66486e-05 | val_loss: 5.72926e-05 | Time: 5450.26 ms
[2022-04-11 17:06:49 main:574] : INFO : Epoch 2044 | loss: 6.74597e-05 | val_loss: 5.76694e-05 | Time: 5448.95 ms
[2022-04-11 17:06:54 main:574] : INFO : Epoch 2045 | loss: 6.67385e-05 | val_loss: 5.72505e-05 | Time: 5431.7 ms
[2022-04-11 17:07:00 main:574] : INFO : Epoch 2046 | loss: 6.81936e-05 | val_loss: 6.31356e-05 | Time: 5417.4 ms
[2022-04-11 17:07:05 main:574] : INFO : Epoch 2047 | loss: 7.21955e-05 | val_loss: 5.89374e-05 | Time: 5419.97 ms
[2022-04-11 17:07:11 main:574] : INFO : Epoch 2048 | loss: 6.68765e-05 | val_loss: 5.74784e-05 | Time: 5421.29 ms
[2022-04-11 17:07:11 main:597] : INFO : Saving trained model to model-final.pt, val_loss 5.74784e-05
[2022-04-11 17:07:11 main:603] : INFO : Saving end state to config to file
[2022-04-11 17:07:11 main:608] : INFO : Success, exiting..
17:07:11 (18468): called boinc_finish(0)
</stderr_txt>
]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)