#pragma once
#include "src/x86/elemwise/avx_util/avx_mathfun.h"
#include "src/x86/elemwise/sse_util/sse_mathfun.h"
#include "src/x86/elemwise_helper/kimpl/op_unary_base.h"
#include "src/x86/utils.h"
namespace megdnn {
namespace x86 {
template <SIMDType simd_type, typename src_ctype, typename dst_ctype = src_ctype>
struct SigmoidOpBase : UnaryOpBase<simd_type, src_ctype, dst_ctype> {
using UnaryOpBase<simd_type, src_ctype, dst_ctype>::UnaryOpBase;
void operator()(const src_ctype& src, dst_ctype* dst) const {
*dst = operator()(src);
}
dst_ctype operator()(const src_ctype& src) const {
float tmpf = src;
tmpf = exp(-tmpf);
tmpf = 1.f / (1.f + tmpf);
return tmpf;
}
};
template <SIMDType simd_type, typename src_ctype, typename dst_ctype = src_ctype>
struct SigmoidOp;
#define OP( \
_ctype, _simd_type, _simd_target, _simd_data_type, _simd_data_type2, \
_func_prefix, _func_suffix, _simd_width, _func_name) \
template <> \
struct SigmoidOp<_simd_type, _ctype> : SigmoidOpBase<_simd_type, _ctype> { \
using SigmoidOpBase::SigmoidOpBase; \
using SigmoidOpBase::operator(); \
constexpr static size_t SIMD_WIDTH = _simd_width; \
MEGDNN_ATTRIBUTE_TARGET(_simd_target) \
void operator()(const _simd_data_type2& src, _ctype* dst) const { \
auto vitem = operator()(src); \
_##_func_prefix##_storeu_##_func_suffix(dst, vitem.val[0]); \
_##_func_prefix##_storeu_##_func_suffix(dst + SIMD_WIDTH, vitem.val[1]); \
} \
MEGDNN_ATTRIBUTE_TARGET(_simd_target) \
_simd_data_type2 operator()(const _simd_data_type2& src) const { \
return {{operator()(src.val[0]), operator()(src.val[1])}}; \
} \
MEGDNN_ATTRIBUTE_TARGET(_simd_target) \
_simd_data_type operator()(const _simd_data_type& src) const { \
_simd_data_type zero_val = _##_func_prefix##_set1_##_func_suffix(0.f); \
_simd_data_type one_val = _##_func_prefix##_set1_##_func_suffix(1.f); \
auto val1 = _##_func_prefix##_sub_##_func_suffix(zero_val, src); \
val1 = _func_name##_##_func_suffix(val1); \
auto recipe1 = _##_func_prefix##_add_##_func_suffix(one_val, val1); \
val1 = _##_func_prefix##_div_##_func_suffix(one_val, recipe1); \
return val1; \
} \
};
OP(dt_float32, SIMDType::SSE4_2, "sse4.2", __m128, __m128x2, mm, ps, 4, detail::exp)
OP(dt_float32, SIMDType::AVX2, "avx2", __m256, __m256x2, mm256, ps, 8, detail::exp256)
#undef OP
#define OP(_ctype, _simd_type) \
template <> \
struct SigmoidOp<_simd_type, _ctype> : SigmoidOpBase<_simd_type, _ctype> { \
using SigmoidOpBase::SigmoidOpBase; \
using SigmoidOpBase::operator(); \
};
OP(dt_float32, SIMDType::NONE);
#undef OP
} }