BaseFeatureSelectionTransform

class BaseFeatureSelectionTransform(features_to_use: Union[List[str], Literal['all']] = 'all', return_features: bool = False)[source]

Bases: etna.transforms.base.ReversibleTransform, abc.ABC

Base class for feature selection transforms.

Inherited-members

Parameters
  • features_to_use (Union[List[str], Literal['all']]) –

  • return_features (bool) –

Methods

fit(ts)

Fit the transform.

fit_transform(ts)

Fit and transform TSDataset.

get_regressors_info()

Return the list with regressors created by the transform.

inverse_transform(ts)

Inverse transform TSDataset.

load(path)

Load an object.

params_to_tune()

Get grid for tuning hyperparameters.

save(path)

Save the object.

set_params(**params)

Return new object instance with modified parameters.

to_dict()

Collect all information about etna object in dict.

transform(ts)

Transform TSDataset inplace.

get_regressors_info() List[str][source]

Return the list with regressors created by the transform.

Return type

List[str]