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classification_test.json
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{
"model_name": "MultiAttnHeadSimple",
"model_type": "PyTorch",
"model_params": {
"number_time_series":2,
"seq_len":6,
"final_layer": "Softmax",
"output_seq_len": 1,
"output_dim": 9
},
"dataset_params":
{ "class": "GeneralClassificationLoader",
"n_classes": 9,
"training_path": "tests/test_data/keag_small.csv",
"validation_path": "tests/test_data/keag_small.csv",
"test_path": "tests/test_data/keag_small.csv",
"sequence_length":6,
"batch_size":20,
"forecast_history":6,
"train_end": 300,
"valid_start":0,
"valid_end": 300,
"test_end": 303,
"target_col": ["precip"],
"relevant_cols": ["precip", "temp", "cfs"],
"scaler": "StandardScaler",
"interpolate": false
},
"training_params":
{
"criterion":"FocalLoss",
"optimizer": "Adam",
"criterion_params":
{"alpha": 0.5,
"reduction": "sum"},
"optim_params":
{},
"lr": 0.3,
"epochs": 1,
"batch_size":4
},
"GCS": false,
"wandb": {
"name": "flood_forecast_circleci",
"tags": ["dummy_run", "circleci", "multi_head", "classification"],
"project": "repo-flood_forecast"
},
"forward_params":{},
"metrics":["CrossEntropyLoss"]
}