meta_data_test.json

{                 
    "model_name": "CustomTransformerDecoder",
    "model_type": "PyTorch", 
    "model_params": {
      "n_time_series":3,
      "seq_length":5,
      "output_seq_length": 1, 
      "n_layers_encoder": 6,
      "meta_data": {
          "method": "Bilinear",
          "params":
          {"in1_features":5, 
            "in2_features":1, 
            "out_features":5}
      }

     }, 
    "meta_data":{
        "path":"tests/auto_encoder.json",
        "column_id": "datetime",
        "uuid": "2014-05-01 01:00:00",
        "meta_loss":"MSE"
    },
    "dataset_params":
    {  "class": "default",
       "training_path": "tests/test_data/keag_small.csv",
       "validation_path": "tests/test_data/keag_small.csv",
       "test_path": "tests/test_data/keag_small.csv",
       "batch_size":4,
       "forecast_history":5,
       "forecast_length":1,
       "train_end": 100,
       "valid_start":301,
       "valid_end": 401,
       "test_end":400,
       "target_col": ["cfs"],
       "relevant_cols": ["cfs", "precip", "temp"],
       "scaler": "StandardScaler", 
       "interpolate": false
    },
    "training_params":
    {
       "criterion":"RMSE",
       "optimizer": "Adam",
       "optim_params":
       {

       },
       "lr": 0.3,
       "epochs": 1,
       "batch_size":4
    
    },
    "GCS": false,
    
    "wandb": {
       "name": "flood_forecast_circleci",
       "project": "repo-flood_forecast",
       "tags": ["dummy_run", "circleci"]
    },
    "forward_params":{},
   "metrics":["MSE"],
   "inference_params":
   {     
         "datetime_start":"2016-05-31",
          "hours_to_forecast":336, 
          "test_csv_path":"tests/test_data/keag_small.csv",
          "decoder_params":{
            "decoder_function": "simple_decode", 
            "unsqueeze_dim": 1},
          "dataset_params":{
             "file_path": "tests/test_data/keag_small.csv",
             "forecast_history":5,
             "forecast_length":1,
             "relevant_cols": ["cfs", "precip", "temp"],
             "target_col": ["cfs"],
             "scaling": "StandardScaler",
             "interpolate_param": false
          }
   } 
}