btb.tuning.metamodels.base module¶

class btb.tuning.metamodels.base.BaseMetaModel[source]¶

Bases: object

BaseMetaModel class.

BaseMetaModel class is an abstract representation of a MetaModel that after being fitted can predict the score that is being expected to be obtained with the hyperparameter configuration proposed.

_MODEL_CLASS¶

Class to be instantiated and to be fited and used to generate predictions. This attribute must be overriden by the child class in order to create an actual model.

Type: type

_MODEL_KWARGS¶

Dictionary with the default kwargs to be given for the self._MODEL_CLASS.

Type: dict

_model_kwargs¶

A dictionary that is used during instantiation of the BaseMetaModelTuner in order to be able to give or set arguments for the model.

Type: dict

_model¶

Instance of self._MODEL_CLASS, defaults to None.

Type: object