# # 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 numpy import ndarray, ndim from federatedml.util import LOGGER from federatedml.secureprotol.fate_paillier import PaillierEncryptedNumber ipcl_enabled = False try: from ipcl_python import PaillierEncryptedNumber as IpclPaillierEncryptedNumber ipcl_enabled = True except ImportError: LOGGER.info("ipcl_python failed to import") pass def is_encrypted_number(values, encrypted_type): if isinstance(values, ndarray): return isinstance(values.item(0), encrypted_type) elif isinstance(values, list): return isinstance(values[0], encrypted_type) else: return isinstance(values, encrypted_type) def is_fate_paillier_encrypted_number(values): return is_encrypted_number(values, PaillierEncryptedNumber) def is_ipcl_encrypted_number(values): if ipcl_enabled: return is_encrypted_number(values, IpclPaillierEncryptedNumber) return False def is_paillier_encrypted_number(values): return is_fate_paillier_encrypted_number(values) or is_ipcl_encrypted_number(values) def is_single_ipcl_encrypted_number(values): """ Return True if input numpy array contains only one IPCL encrypted number, not a list Args: values (numpy.ndarray) """ if ipcl_enabled and isinstance(values, ndarray): return ndim(values) == 0 and isinstance(values.item(0), IpclPaillierEncryptedNumber) return False