def _choose_tuner(self, algorithm_name):
        """
        Parameters
        ----------
        algorithm_name : str
            algorithm_name includes "tpe", "random_search" and anneal"
        """
        if algorithm_name == 'tpe':
            return hp.tpe.suggest
        if algorithm_name == 'random_search':
            return hp.rand.suggest
        if algorithm_name == 'anneal':
            return hp.anneal.suggest
        raise RuntimeError('Not support tuner algorithm in hyperopt.')
Parameters
        ----------
        algorithm_name : str
            algorithm_name includes "tpe", "random_search" and anneal"