ETIA.AFS.predictive_configurator

class PredictiveConfigurator

Bases: object

Reads the available predictive learning, feature selection, and preprocessing algorithms from JSON files and creates the predictive configurations.

path

The path to the directory containing the JSON configuration files.

Type:

str

pred_algs

Dictionary containing the available predictive algorithms and their configurations.

Type:

dict

fs_algs

Dictionary containing the available feature selection algorithms and their configurations.

Type:

dict

preprocess_algs

Dictionary containing the available preprocessing algorithms and their configurations.

Type:

dict

create_predictive_configs()

Creates a list of all possible predictive configurations by combining available algorithms.

create_predictive_configs() → List[Dict[str, Any]]

Creates a list of predictive configurations by combining available algorithms and their options.

It reads configurations from the loaded JSON files for predictive models, feature selection methods, and preprocessing algorithms, and combines them to create all possible configurations.

Returns:

A list of dictionaries, where each dictionary is a unique combination of a predictive model, feature selection algorithm, and preprocessing method.

Return type:

List[Dict[str, Any]]