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- #!/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.param.base_param import BaseParam
- from federatedml.util import consts, LOGGER
- class EncryptParam(BaseParam):
- """
- Define encryption method that used in federated ml.
- Parameters
- ----------
- method : {'Paillier'}
- If method is 'Paillier', Paillier encryption will be used for federated ml.
- To use non-encryption version in HomoLR, set this to None.
- For detail of Paillier encryption, please check out the paper mentioned in README file.
- key_length : int, default: 1024
- Used to specify the length of key in this encryption method.
- """
- def __init__(self, method=consts.PAILLIER, key_length=1024):
- super(EncryptParam, self).__init__()
- self.method = method
- self.key_length = key_length
- def check(self):
- if self.method is not None and type(self.method).__name__ != "str":
- raise ValueError(
- "encrypt_param's method {} not supported, should be str type".format(
- self.method))
- elif self.method is None:
- pass
- else:
- user_input = self.method.lower()
- if user_input == "paillier":
- self.method = consts.PAILLIER
- elif user_input == consts.ITERATIVEAFFINE.lower() or user_input == consts.RANDOM_ITERATIVEAFFINE:
- LOGGER.warning('Iterative Affine and Random Iterative Affine are not supported in version>=1.7.1 '
- 'due to safety concerns, encrypt method will be reset to Paillier')
- self.method = consts.PAILLIER
- elif user_input == "ipcl":
- self.method = consts.PAILLIER_IPCL
- else:
- raise ValueError(
- "encrypt_param's method {} not supported".format(user_input))
- if type(self.key_length).__name__ != "int":
- raise ValueError(
- "encrypt_param's key_length {} not supported, should be int type".format(self.key_length))
- elif self.key_length <= 0:
- raise ValueError(
- "encrypt_param's key_length must be greater or equal to 1")
- LOGGER.debug("Finish encrypt parameter check!")
- return True
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