Created
January 16, 2024 04:39
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| { | |
| "model_name": "Crossformer", | |
| "use_decoder": true, | |
| "model_type": "PyTorch", | |
| "model_params": { | |
| "n_time_series": 4, | |
| "forecast_history":6, | |
| "forecast_length": 4, | |
| "seg_len": 6 | |
| }, | |
| "n_targets": 4, | |
| "dataset_params": | |
| { "class": "default", | |
| "training_path": "0101100040B_flow.csv", | |
| "validation_path": "0101100040B_flow.csv", | |
| "test_path": "0101100040B_flow.csv", | |
| "forecast_history":6, | |
| "forecast_length":3, | |
| "train_start": 1, | |
| "train_end": 92000, | |
| "valid_start":92001, | |
| "valid_end": 97001, | |
| "test_start":99001, | |
| "test_end": 108000, | |
| "target_col": ["cfs", "p01m", "tmpf", "dwpf"], | |
| "relevant_cols": ["cfs", "p01m", "tmpf", "dwpf"], | |
| "scaler": "StandardScaler", | |
| "interpolate":{ | |
| "method":"back_forward_generic", | |
| "params":{ | |
| "relevant_columns":["cfs", "tmpf", "p01m", "dwpf"]} | |
| } | |
| }, | |
| "training_params": | |
| { | |
| "criterion":"MSE", | |
| "optimizer": "Adam", | |
| "optim_params": | |
| { | |
| "lr": 0.1, | |
| }, | |
| "epochs": 5, | |
| "batch_size":200 | |
| }, | |
| "GCS": false, | |
| "wandb": { | |
| "name": "Crossformer", | |
| "tags": ["crossformer", "ds_testing_dsanet"], | |
| "project": "repo-flood_forecast" | |
| }, | |
| "forward_params":{}, | |
| "metrics":["MSE"], | |
| "inference_params": | |
| { "num_prediction_samples": 20, | |
| "datetime_start":"2021-05-31", | |
| "hours_to_forecast":334, | |
| "test_csv_path":"0101100040B_flow.csv", | |
| "decoder_params":{ | |
| "decoder_function": "simple_decode", | |
| "unsqueeze_dim": 1} | |
| , | |
| "dataset_params":{ | |
| "file_path": "0101100040B_flow.csv", | |
| "forecast_history": 6, | |
| "forecast_length":4, | |
| "relevant_cols": ["cfs", "p01m", "tmpf", "dwpf"], | |
| "target_col": ["cfs", "p01m", "tmpf", "dwpf"], | |
| "scaling": "StandardScaler", | |
| "interpolate_param":{ | |
| "method":"back_forward_generic", | |
| "params":{ | |
| "relevant_columns":["cfs", "tmpf", "p01m", "dwpf"]} | |
| } | |
| } | |
| }} |
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