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- #
- # 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.
- #
- import numpy as np
- from federatedml.secureprotol.spdz.tensor.fixedpoint_numpy import FixedPointTensor
- from federatedml.secureprotol.spdz import SPDZ
- from fate_arch.session import Session
- s = Session()
- # on guest side
- guest_party_id = 10000
- host_party_id = 10001
- guest_proxy_ip = "192.168.0.2" # Generally, it is your current machine IP
- federation_id = "spdz_demo" # choose a common federation id (this should be same in both site)
- session_id = "_".join([federation_id, "guest", str(guest_party_id)])
- s.init_computing(session_id)
- s.init_federation(federation_id,
- runtime_conf={
- "local": {"role": "guest", "party_id": guest_party_id},
- "role": {"guest": [guest_party_id], "host": [host_party_id]},
- },
- service_conf={"host": guest_proxy_ip, "port": 9370})
- s.as_global()
- partys = s.parties.all_parties
- # [Party(role=guest, party_id=10000), Party(role=host, party_id=10001)]
- # on guest side(assuming local Party is partys[0]):
- data = np.array([[1, 2, 3], [4, 5, 6]])
- with SPDZ() as spdz:
- x = FixedPointTensor.from_source("x", data)
- y = FixedPointTensor.from_source("y", partys[1])
- z = (x + y).get()
- t = (x - y).get()
- print(z)
- print(t)
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