Add model configuration
Browse files- config.json +70 -0
config.json
ADDED
|
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"FNO1d",
|
| 4 |
+
"FNO2d",
|
| 5 |
+
"FNO3d"
|
| 6 |
+
],
|
| 7 |
+
"framework": "pytorch",
|
| 8 |
+
"model_name": "PDENNEval",
|
| 9 |
+
"model_type": "pdenneval",
|
| 10 |
+
"source_config": "conf/config.yaml",
|
| 11 |
+
"fno_config": {
|
| 12 |
+
"datapipe": {
|
| 13 |
+
"source": {
|
| 14 |
+
"data_dir": "./data",
|
| 15 |
+
"file_name": "2D_DarcyFlow_beta0.1_Train.hdf5"
|
| 16 |
+
},
|
| 17 |
+
"verbose": true,
|
| 18 |
+
"data": {
|
| 19 |
+
"single_file": true,
|
| 20 |
+
"reduced_resolution": 1,
|
| 21 |
+
"reduced_resolution_t": 1,
|
| 22 |
+
"reduced_batch": 1,
|
| 23 |
+
"initial_step": 1,
|
| 24 |
+
"test_ratio": 0.1,
|
| 25 |
+
"pde_name": "2D_Darcy_Flow"
|
| 26 |
+
},
|
| 27 |
+
"dataloader": {
|
| 28 |
+
"batch_size": 2,
|
| 29 |
+
"num_workers": 0,
|
| 30 |
+
"pin_memory": false
|
| 31 |
+
}
|
| 32 |
+
},
|
| 33 |
+
"model": {
|
| 34 |
+
"name": "FNO",
|
| 35 |
+
"num_channels": 1,
|
| 36 |
+
"modes": 4,
|
| 37 |
+
"width": 8
|
| 38 |
+
},
|
| 39 |
+
"training": {
|
| 40 |
+
"output_dir": "./weight",
|
| 41 |
+
"if_training": true,
|
| 42 |
+
"continue_training": false,
|
| 43 |
+
"model_path": null,
|
| 44 |
+
"save_period": 1,
|
| 45 |
+
"seed": 0,
|
| 46 |
+
"training_type": "single",
|
| 47 |
+
"t_train": 2,
|
| 48 |
+
"epochs": 1,
|
| 49 |
+
"optimizer": {
|
| 50 |
+
"name": "Adam",
|
| 51 |
+
"lr": 0.001,
|
| 52 |
+
"weight_decay": 0.0001
|
| 53 |
+
},
|
| 54 |
+
"scheduler": {
|
| 55 |
+
"name": "StepLR",
|
| 56 |
+
"step_size": 100,
|
| 57 |
+
"gamma": 0.5
|
| 58 |
+
}
|
| 59 |
+
},
|
| 60 |
+
"inference": {
|
| 61 |
+
"checkpoint": "./weight/best_model.pt",
|
| 62 |
+
"output_dir": "./result/output",
|
| 63 |
+
"max_batches": 2
|
| 64 |
+
},
|
| 65 |
+
"result": {
|
| 66 |
+
"prediction_dir": "./result/output",
|
| 67 |
+
"output_dir": "./result"
|
| 68 |
+
}
|
| 69 |
+
}
|
| 70 |
+
}
|