Source code for secretflow.device.kernels.pyu
# Copyright 2022 Ant Group Co., Ltd.
#
# 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
#
# https://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 spu import Visibility
from secretflow.device import (
HEU,
PYU,
SPU,
SPUIO,
Device,
DeviceType,
HEUObject,
PYUObject,
SPUObject,
register,
)
[docs]@register(DeviceType.PYU)
def to(self: PYUObject, device: Device, config):
assert isinstance(device, Device), f'Expect a device but got {type(device)}'
if isinstance(device, PYU):
return PYUObject(device, self.data)
elif isinstance(device, SPU):
assert (
config.spu_vis == 'secret' or config.spu_vis == 'public'
), f'vis must be public or secret'
vtype = (
Visibility.VIS_PUBLIC
if config.spu_vis == 'public'
else Visibility.VIS_SECRET
)
def run_spu_io(data, runtime_config, world_size, vtype):
io = SPUIO(runtime_config, world_size)
return io.make_shares(data, vtype)
meta, *shares = self.device(run_spu_io, num_returns=(1 + device.world_size))(
self.data, device.conf, device.world_size, vtype
)
return SPUObject(device, meta.data, [share.data for share in shares])
elif isinstance(device, HEU): # PYU -> HEU, pure local operation
if config.heu_dest_party == 'auto':
config.heu_dest_party = list(device.evaluator_names())[0]
data = device.get_participant(self.device.party).encode.remote(
self.data, config.heu_encoder
)
return HEUObject(device, data, self.device.party, True).to(device, config)
raise ValueError(f'Unexpected device type: {type(device)}')