Paddle/paddle/fluid/operators/jit/gen/blas.cc

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/* Copyright (c) 2018 PaddlePaddle 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. */
#include "paddle/fluid/operators/jit/gen/blas.h"
#include "paddle/fluid/operators/jit/registry.h"
#include "paddle/fluid/platform/cpu_info.h"
namespace paddle {
namespace operators {
namespace jit {
namespace gen {
void VXXJitCode::genCode() {
// do not need push stack, and do not need save avx512reg if do not use avx512
int offset = 0;
if (with_relu_) {
vxorps(ymm_zero, ymm_zero, ymm_zero);
}
if (scalar_index_ == 1) {
vbroadcastss(ymm_src1, ptr[param1]);
} else if (scalar_index_ == 2) {
vbroadcastss(ymm_src2, ptr[param2]);
}
for (int i = 0; i < num_ / YMM_FLOAT_BLOCK; ++i) {
if (scalar_index_ != 1) {
vmovups(ymm_src1, ptr[param1 + offset]);
}
if (scalar_index_ != 2) {
vmovups(ymm_src2, ptr[param2 + offset]);
}
if (type_ == operand_type::MUL) {
vmulps(ymm_dst, ymm_src1, ymm_src2);
} else if (type_ == operand_type::ADD) {
vaddps(ymm_dst, ymm_src1, ymm_src2);
} else if (type_ == operand_type::SUB) {
vsubps(ymm_dst, ymm_src1, ymm_src2);
}
if (with_relu_) {
vmaxps(ymm_dst, ymm_zero, ymm_dst);
}
vmovups(ptr[param3 + offset], ymm_dst);
offset += sizeof(float) * YMM_FLOAT_BLOCK;
}
int rest = num_ % YMM_FLOAT_BLOCK;
while (rest > 0) {
int block = XMM_FLOAT_BLOCK;
if (rest >= 4) {
block = 4;
if (scalar_index_ != 1) {
vmovups(xmm_src1, ptr[param1 + offset]);
}
if (scalar_index_ != 2) {
vmovups(xmm_src2, ptr[param2 + offset]);
}
} else if (rest >= 2) {
block = 2;
if (scalar_index_ != 1) {
vmovq(xmm_src1, ptr[param1 + offset]);
}
if (scalar_index_ != 2) {
vmovq(xmm_src2, ptr[param2 + offset]);
}
} else {
block = 1;
if (scalar_index_ != 1) {
vmovss(xmm_src1, ptr[param1 + offset]);
}
if (scalar_index_ != 2) {
vmovss(xmm_src2, ptr[param2 + offset]);
}
}
switch (type_) {
case operand_type::MUL:
vmulps(xmm_dst, xmm_src1, xmm_src2);
break;
case operand_type::ADD:
vaddps(xmm_dst, xmm_src1, xmm_src2);
break;
case operand_type::SUB:
vsubps(xmm_dst, xmm_src1, xmm_src2);
break;
default:
break;
}
if (with_relu_) {
vmaxps(xmm_dst, xmm_zero, xmm_dst);
}
if (rest >= 4) {
vmovups(ptr[param3 + offset], xmm_dst);
} else if (rest >= 2) {
vmovq(ptr[param3 + offset], xmm_dst);
} else {
vmovss(ptr[param3 + offset], xmm_dst);
}
offset += sizeof(float) * block;
rest -= block;
}
ret();
}
void NCHW16CMulNCJitCode::genCode() {
// RDI is ptr x_input
// RSI is ptr y_input
// RDX is ptr output
// RCX is height
// r8 is width
push(rbx);
xor_(rax, rax);
xor_(r10, r10);
vmovups(zmm3, ptr[rsi]);
L("h_loop");
xor_(rbx, rbx);
L("w_loop");
vmovups(zmm2, ptr[rdi + rax]);
vmulps(zmm1, zmm2, zmm3);
vmovups(ptr[rdx + rax], zmm1);
add(rax, 64);
inc(rbx);
cmp(r8, rbx);
jnz("w_loop");
inc(r10);
cmp(r10, rcx);
jnz("h_loop");
pop(rbx);
ret();
}
class NCHW16CMulNCCreator : public JitCodeCreator<int> {
public:
bool UseMe(const int& attr) const override {
return platform::MayIUse(platform::avx512f);
}
size_t CodeSize(const int& d) const override { return 256 * 1024; }
std::unique_ptr<GenBase> CreateJitCode(const int& attr) const override {
return make_unique<NCHW16CMulNCJitCode>(attr, CodeSize(attr));
}
};
#define DECLARE_BLAS_CREATOR(name) \
class name##Creator : public JitCodeCreator<int> { \
public: \
bool UseMe(const int& attr) const override { \
return platform::MayIUse(platform::avx) && attr <= 1024; \
} \
size_t CodeSize(const int& d) const override { \
return 96 + d / YMM_FLOAT_BLOCK * 4 * 8; \
} \
std::unique_ptr<GenBase> CreateJitCode(const int& attr) const override { \
return make_unique<name##JitCode>(attr, CodeSize(attr)); \
} \
}
DECLARE_BLAS_CREATOR(VMul);
DECLARE_BLAS_CREATOR(VAdd);
DECLARE_BLAS_CREATOR(VSub);
DECLARE_BLAS_CREATOR(VAddRelu);
DECLARE_BLAS_CREATOR(VScal);
DECLARE_BLAS_CREATOR(VAddBias);
#undef DECLARE_BLAS_CREATOR
} // namespace gen
} // namespace jit
} // namespace operators
} // namespace paddle
namespace gen = paddle::operators::jit::gen;
REGISTER_JITKERNEL_GEN(kVMul, gen::VMulCreator);
REGISTER_JITKERNEL_GEN(kVAdd, gen::VAddCreator);
REGISTER_JITKERNEL_GEN(kVSub, gen::VSubCreator);
REGISTER_JITKERNEL_GEN(kVAddRelu, gen::VAddReluCreator);
REGISTER_JITKERNEL_GEN(kVScal, gen::VScalCreator);
REGISTER_JITKERNEL_GEN(kVAddBias, gen::VAddBiasCreator);
REGISTER_JITKERNEL_GEN(kNCHW16CMulNC, gen::NCHW16CMulNCCreator);