d751eafdbc175d8009fd0dea5d4fab3f722e366c,ParamSklearn/components/classification/lda.py,LDA,get_hyperparameter_search_space,#Any#,60

Before Change

    def get_hyperparameter_search_space(dataset_properties=None):
        n_components = UniformIntegerHyperparameter("n_components", 1, 250,
                                                    default=10)
        tol = UniformFloatHyperparameter("tol", 1e-5, 1e-1, default=1e-4,
                                         log=True)
        cs = ConfigurationSpace()
        cs.add_hyperparameter(n_components)
        cs.add_hyperparameter(tol)
        return cs

After Change

    @staticmethod
    def get_hyperparameter_search_space(dataset_properties=None):
        cs = ConfigurationSpace()
        shrinkage = cs.add_hyperparameter(CategoricalHyperparameter(
            "shrinkage", ["None", "auto", "manual"], default="None"))
        shrinkage_factor = cs.add_hyperparameter(UniformFloatHyperparameter(
            "shrinkage_factor", 0., 1., 0.5))
        n_components = cs.add_hyperparameter(UniformIntegerHyperparameter(
            "n_components", 1, 250, default=10))
        tol = cs.add_hyperparameter(UniformFloatHyperparameter(
            "tol", 1e-5, 1e-1, default=1e-4, log=True))

        cs.add_condition(EqualsCondition(shrinkage_factor, shrinkage, "manual"))
        return cs

Instances