ParamsTuner

class lightautoml.ml_algo.tuning.base.ParamsTuner

Bases: abc.ABC

Base abstract class for hyperparameters tuners.

property best_params

Get best params.

Return type

dict

Returns

Dict with best fitted params.

abstract fit(ml_algo, train_valid_iterator=None)

Tune model hyperparameters.

Parameters

• ml_algo (MLAlgo) – ML algorithm.

• train_valid_iterator (Optional[TrainValidIterator]) – Classic cv-iterator.

Return type

Tuple[None, None]

Returns

(None, None) if ml_algo is fitted or models are not fitted during training, (BestMLAlgo, BestPredictionsLAMLDataset) otherwise.