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)}')