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arithmetic.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/mpc/kernel.h"
namespace spu::mpc::semi2k {
class RandA : public RandKernel {
public:
static constexpr char kBindName[] = "rand_a";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const Shape& shape) const override;
};
class P2A : public UnaryKernel {
public:
static constexpr char kBindName[] = "p2a";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
class A2P : public UnaryKernel {
public:
static constexpr char kBindName[] = "a2p";
ce::CExpr latency() const override { return ce::Const(1); }
ce::CExpr comm() const override { return ce::K() * (ce::N() - 1); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
class A2V : public RevealToKernel {
public:
static constexpr char kBindName[] = "a2v";
// TODO: communication is unbalanced
Kind kind() const override { return Kind::Dynamic; }
ce::CExpr latency() const override { return ce::Const(1); }
ce::CExpr comm() const override { return ce::K(); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in,
size_t rank) const override;
};
class V2A : public UnaryKernel {
public:
static constexpr char kBindName[] = "v2a";
// TODO: communication is unbalanced
Kind kind() const override { return Kind::Dynamic; }
ce::CExpr latency() const override { return ce::Const(1); }
ce::CExpr comm() const override { return ce::K(); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
class NegateA : public UnaryKernel {
public:
static constexpr char kBindName[] = "negate_a";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in) const override;
};
////////////////////////////////////////////////////////////////////
// add family
////////////////////////////////////////////////////////////////////
class AddAP : public BinaryKernel {
public:
static constexpr char kBindName[] = "add_ap";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& lhs,
const NdArrayRef& rhs) const override;
};
class AddAA : public BinaryKernel {
public:
static constexpr char kBindName[] = "add_aa";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& lhs,
const NdArrayRef& rhs) const override;
};
////////////////////////////////////////////////////////////////////
// multiply family
////////////////////////////////////////////////////////////////////
class MulAP : public BinaryKernel {
public:
static constexpr char kBindName[] = "mul_ap";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& lhs,
const NdArrayRef& rhs) const override;
};
class MulAA : public BinaryKernel {
public:
static constexpr char kBindName[] = "mul_aa";
ce::CExpr latency() const override {
// TODO: consider beaver
return ce::Const(1);
}
ce::CExpr comm() const override { return ce::K() * 2 * (ce::N() - 1); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& lhs,
const NdArrayRef& rhs) const override;
};
class SquareA : public UnaryKernel {
public:
static constexpr char kBindName[] = "square_a";
ce::CExpr latency() const override {
// TODO: consider beaver
return ce::Const(1);
}
ce::CExpr comm() const override { return ce::K() * (ce::N() - 1); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& x) const override;
};
////////////////////////////////////////////////////////////////////
// matmul family
////////////////////////////////////////////////////////////////////
class MatMulAP : public MatmulKernel {
public:
static constexpr char kBindName[] = "mmul_ap";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& x,
const NdArrayRef& y) const override;
};
class MatMulAA : public MatmulKernel {
public:
static constexpr char kBindName[] = "mmul_aa";
ce::CExpr latency() const override {
// only count online for now.
return ce::Const(1);
}
ce::CExpr comm() const override {
auto m = ce::Variable("m", "rows of lhs");
auto n = ce::Variable("n", "cols of rhs");
auto k = ce::Variable("k", "cols of lhs");
return ce::K() * (ce::N() - 1) * (m + n) * k;
}
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& x,
const NdArrayRef& y) const override;
};
class LShiftA : public ShiftKernel {
public:
static constexpr char kBindName[] = "lshift_a";
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in,
const Sizes& bits) const override;
};
class TruncA : public TruncAKernel {
public:
static constexpr char kBindName[] = "trunc_a";
// TODO: handle case > 3PC
Kind kind() const override { return Kind::Dynamic; }
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& x, size_t bits,
SignType sign) const override;
bool hasMsbError() const override { return true; }
// TODO: Add probabilistic truncation (with edabits)
TruncLsbRounding lsbRounding() const override {
return TruncLsbRounding::Random;
}
};
// Refer to:
// 5.1 Probabilistic truncation over Z2K, P30,
// Improved Primitives for MPC over Mixed Arithmetic-Binary Circuits
// https://eprint.iacr.org/2020/338.pdf
class TruncAPr : public TruncAKernel {
public:
static constexpr char kBindName[] = "trunc_a";
Kind kind() const override { return Kind::Static; }
ce::CExpr latency() const override { return ce::Const(1); }
ce::CExpr comm() const override { return ce::K() * (ce::N() - 1); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in, size_t bits,
SignType sign) const override;
bool hasMsbError() const override { return false; }
TruncLsbRounding lsbRounding() const override {
return TruncLsbRounding::Probabilistic;
}
};
class BeaverCacheKernel : public Kernel {
public:
static constexpr char kBindName[] = "beaver_cache";
void evaluate(KernelEvalContext* ctx) const override;
};
} // namespace spu::mpc::semi2k