MNN/source/backend/arm82/Arm82Relu.cpp

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//
// Arm82Relu.cpp
// MNN
//
// Created by MNN on 2020/2/13.
// Copyright © 2018, Alibaba Group Holding Limited
//
#include "backend/arm82/Arm82Relu.hpp"
#include "backend/arm82/Arm82Backend.hpp"
#include "core/Macro.h"
#include "MNN_generated.h"
#ifdef MNN_USE_NEON
#include <arm_neon.h>
#endif
namespace MNN {
Arm82Relu::Arm82Relu(Backend *backend, const Op *op):Execution(backend){
}
ErrorCode Arm82Relu::onExecute(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs){
auto input = inputs[0];
auto output = outputs[0];
const int elementSize = input->elementSize();
const int sizeDivUnit = elementSize / ARMV82_CHANNEL_UNIT;
const int remainCount = elementSize - sizeDivUnit * ARMV82_CHANNEL_UNIT;
const auto src = input->host<FLOAT16>();
auto dst = output->host<FLOAT16>();
#ifdef MNN_USE_NEON
float16x8_t value_0 = vmovq_n_f16(0);
#endif
if(sizeDivUnit > 0){
for(int i = 0; i < sizeDivUnit; ++i){
const auto srcPtr = src + i * ARMV82_CHANNEL_UNIT;
auto dstPtr = dst + i * ARMV82_CHANNEL_UNIT;
#ifdef MNN_USE_NEON
float16x8_t a = vld1q_f16(srcPtr);
vst1q_f16(dstPtr, vmaxq_f16(a, value_0));
#else
for(int i = 0; i < ARMV82_CHANNEL_UNIT; ++i){
dstPtr[i] = srcPtr[i];
if(srcPtr[i] < 0){
dstPtr[i] = 0;
}
}
#endif
}
}
if(remainCount > 0){
for(int i = sizeDivUnit * ARMV82_CHANNEL_UNIT; i < elementSize; ++i){
dst[i] = src[i];
if(src[i] < 0){
dst[i] = 0;
}
}
}
return NO_ERROR;
}
class Arm82ReluCreator : public Arm82Backend::Arm82Creator {
virtual Execution *onCreate(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs,
const MNN::Op *op, Backend *backend) const override {
auto param = op->main_as_Relu();
if(param->slope() != 0){
return nullptr;
}
return new Arm82Relu(backend, op);
}
};
REGISTER_ARM82_OP_CREATOR(OpType_ReLU, Arm82ReluCreator);
} // namespace MNN