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conversion.h
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// Copyright 2021 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
//
// 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.
#pragma once
#include "libspu/core/ndarray_ref.h"
#include "libspu/mpc/kernel.h"
namespace spu::mpc::aby3 {
// Reference:
// ABY3: A Mixed Protocol Framework for Machine Learning
// P16 5.3 Share Conversions, Bit Decomposition
// https://eprint.iacr.org/2018/403.pdf
//
// Latency: 2 + log(nbits) from 2 rotate and 1 ppa.
class A2B : public UnaryKernel {
public:
static constexpr char kBindName[] = "a2b";
ce::CExpr latency() const override {
// 1 * AddBB : log(k) + 1
// 1 * rotate: 1
return Log(ce::K()) + 1 + 1;
}
// TODO: this depends on the adder circuit.
ce::CExpr comm() const override {
// 1 * AddBB : 2 * logk * k + k
// 1 * rotate: k
return 2 * Log(ce::K()) * ce::K() + ce::K() * 2;
}
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
class B2ASelector : public UnaryKernel {
public:
static constexpr char kBindName[] = "b2a";
Kind kind() const override { return Kind::Dynamic; }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
// Reference:
// IV.E Boolean to Arithmetic Sharing (B2A), extended to 3pc settings.
// https://encrypto.de/papers/DSZ15.pdf
class B2AByPPA : public UnaryKernel {
public:
static constexpr char kBindName[] = "b2a";
ce::CExpr latency() const override {
// 2 * rotate : 2
// 1 * AddBB : 1 + logk
return ce::Const(3) + Log(ce::K());
}
// TODO: this depends on the adder circuit.
ce::CExpr comm() const override {
// 2 * rotate : 2k
// 1 * AddBB : logk * k + k
return Log(ce::K()) * ce::K() + 3 * ce::K();
}
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
// Reference:
// 5.4.1 Semi-honest Security
// https://eprint.iacr.org/2018/403.pdf
class B2AByOT : public UnaryKernel {
public:
static constexpr char kBindName[] = "b2a";
ce::CExpr latency() const override { return ce::Const(2); }
// Note: when nbits is large, OT method will be slower then circuit method.
ce::CExpr comm() const override {
return 2 * ce::K() * ce::K() // the OT
+ ce::K() // partial send
;
}
// FIXME: bypass unittest.
Kind kind() const override { return Kind::Dynamic; }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
class MsbA2B : public UnaryKernel {
public:
static constexpr char kBindName[] = "msb_a2b";
ce::CExpr latency() const override {
// 1 * carry : log(k) + 1
// 1 * rotate: 1
return Log(ce::K()) + 1 + 1;
}
ce::CExpr comm() const override {
// 1 * carry : k + 2 * k + 16 * 2
// 1 * rotate: k
return ce::K() + 2 * ce::K() + ce::K() + 32;
}
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
class EqualAA : public BinaryKernel {
public:
static constexpr char kBindName[] = "equal_aa";
Kind kind() const override { return Kind::Dynamic; }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& lhs,
const NdArrayRef& rhs) const override;
};
class EqualAP : public BinaryKernel {
public:
static constexpr char kBindName[] = "equal_ap";
Kind kind() const override { return Kind::Dynamic; }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& lhs,
const NdArrayRef& rhs) const override;
};
class CommonTypeV : public Kernel {
public:
static constexpr char kBindName[] = "common_type_v";
Kind kind() const override { return Kind::Dynamic; }
void evaluate(KernelEvalContext* ctx) const override;
};
} // namespace spu::mpc::aby3