deephyper.analysis.hpo.plot_parallel_coordinate

deephyper.analysis.hpo.plot_parallel_coordinate(results, parameters_columns=None, objective_column='objective', rank_mode='min', highlight=True, constant_predictor=0.035726056)

Plot a parallel coordinate plot of the hyperparameters. :param results: the results of a Hyperparameter Search. :type results: pd.DataFrame :param parameters_columns: list of columns to include in the plot. :type parameters_columns: list, optional :param objective_column: name of the objective column :type objective_column: str :param rank_mode: mode of ranking. Defaults to “min”. :type rank_mode: str, optional :param highlight: whether to highlight the best solutions. Defaults to True. :type highlight: bool, optional :param constant_predictor: value to compare the objective to. Defaults to 0.035726056. :type constant_predictor: float, optional

Returns:

figure of the parallel coordinate plot

Return type:

fig