# # 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.secureprotol.fate_paillier import PaillierKeypair from federatedml.secureprotol.spdz.communicator import Communicator from federatedml.secureprotol.spdz.utils import NamingService from federatedml.secureprotol.spdz.utils import naming class SPDZ(object): __instance = None @classmethod def get_instance(cls) -> 'SPDZ': return cls.__instance @classmethod def set_instance(cls, instance): prev = cls.__instance cls.__instance = instance return prev @classmethod def has_instance(cls): return cls.__instance is not None def __init__(self, name="ss", q_field=None, local_party=None, all_parties=None, use_mix_rand=False, n_length=1024): self.name_service = naming.NamingService(name) self._prev_name_service = None self._pre_instance = None self.communicator = Communicator(local_party, all_parties) self.party_idx = self.communicator.party_idx self.other_parties = self.communicator.other_parties if len(self.other_parties) > 1: raise EnvironmentError("support 2-party secret share only") self.public_key, self.private_key = PaillierKeypair.generate_keypair(n_length=n_length) if q_field is None: q_field = self.public_key.n self.q_field = self._align_q_field(q_field) self.use_mix_rand = use_mix_rand def __enter__(self): self._prev_name_service = NamingService.set_instance(self.name_service) self._pre_instance = self.set_instance(self) return self def __exit__(self, exc_type, exc_val, exc_tb): NamingService.set_instance(self._pre_instance) # self.communicator.clean() def __reduce__(self): raise PermissionError("it's unsafe to transfer this") def partial_rescontruct(self): # todo: partial parties gets rescontructed tensor pass @classmethod def dot(cls, left, right, target_name=None): return left.dot(right, target_name) def set_flowid(self, flowid): self.communicator.set_flowid(flowid) def _align_q_field(self, q_field): self.communicator.remote_q_field(q_field=q_field, party=self.other_parties) other_q_field = self.communicator.get_q_field(party=self.other_parties) other_q_field.append(q_field) max_q_field = max(other_q_field) return max_q_field