#!/usr/bin/env python # -*- coding: utf-8 -*- # # Copyright 2019 The FATE Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from federatedml.model_selection.k_fold import KFold from federatedml.util import LOGGER def _get_cv_param(model): model.model_param.cv_param.role = model.role model.model_param.cv_param.mode = model.mode return model.model_param.cv_param def run(model, data_instances, host_do_evaluate=False): if not model.need_run: return data_instances kflod_obj = KFold() cv_param = _get_cv_param(model) output_data = kflod_obj.run(cv_param, data_instances, model, host_do_evaluate) LOGGER.info("Finish KFold run") return output_data