opencv/modules/core/src/convert.simd.hpp
Yuantao Feng 3afe8ddaf8
core: Rename cv::float16_t to cv::hfloat (#25217)
* rename cv::float16_t to cv::fp16_t

* add typedef fp16_t float16_t

* remove zero(), bits() from fp16_t class

* fp16_t -> hfloat

* remove cv::float16_t::fromBits; add hfloatFromBits

* undo changes in conv_winograd_f63.simd.hpp and conv_block.simd.hpp

* undo some changes in dnn
2024-03-21 23:44:19 +03:00

423 lines
14 KiB
C++

// This file is part of OpenCV project.
// It is subject to the license terms in the LICENSE file found in the top-level directory
// of this distribution and at http://opencv.org/license.html
#include "precomp.hpp"
#include "convert.hpp"
#if !defined(OPENCV_SUPRESS_WARNING_AVX2_WITHOUT_FP16C) && \
(defined(__GNUC__) && defined(__AVX2__) && !defined(__F16C__))
#warning "Non-optimal compiler flags: AVX2 without FP16. Generated code is very slow. Consider adding '-mf16c' compiler option."
#endif
namespace cv {
namespace hal {
CV_CPU_OPTIMIZATION_NAMESPACE_BEGIN
void cvt16f32f(const hfloat* src, float* dst, int len);
void cvt32f16f(const float* src, hfloat* dst, int len);
void addRNGBias32f(float* arr, const float* scaleBiasPairs, int len);
void addRNGBias64f(double* arr, const double* scaleBiasPairs, int len);
CV_CPU_OPTIMIZATION_NAMESPACE_END
} // namespace cv::hal
CV_CPU_OPTIMIZATION_NAMESPACE_BEGIN
BinaryFunc getConvertFunc(int sdepth, int ddepth);
CV_CPU_OPTIMIZATION_NAMESPACE_END
#ifndef CV_CPU_OPTIMIZATION_DECLARATIONS_ONLY
namespace hal {
CV_CPU_OPTIMIZATION_NAMESPACE_BEGIN
BinaryFunc getConvertFunc(int sdepth, int ddepth);
void cvt16f32f( const hfloat* src, float* dst, int len )
{
CV_INSTRUMENT_REGION();
int j = 0;
#if (CV_SIMD || CV_SIMD_SCALABLE)
const int VECSZ = VTraits<v_float32>::vlanes();
for( ; j < len; j += VECSZ )
{
if( j > len - VECSZ )
{
if( j == 0 )
break;
j = len - VECSZ;
}
v_store(dst + j, vx_load_expand(src + j));
}
#endif
for( ; j < len; j++ )
dst[j] = (float)src[j];
}
void cvt32f16f( const float* src, hfloat* dst, int len )
{
CV_INSTRUMENT_REGION();
int j = 0;
#if (CV_SIMD || CV_SIMD_SCALABLE)
const int VECSZ = VTraits<v_float32>::vlanes();
for( ; j < len; j += VECSZ )
{
if( j > len - VECSZ )
{
if( j == 0 )
break;
j = len - VECSZ;
}
v_pack_store(dst + j, vx_load(src + j));
}
#endif
for( ; j < len; j++ )
dst[j] = hfloat(src[j]);
}
void addRNGBias32f( float* arr, const float* scaleBiasPairs, int len )
{
CV_INSTRUMENT_REGION();
// the loop is simple enough, so we let the compiler to vectorize it
for( int i = 0; i < len; i++ )
arr[i] += scaleBiasPairs[i*2 + 1];
}
void addRNGBias64f( double* arr, const double* scaleBiasPairs, int len )
{
CV_INSTRUMENT_REGION();
// the loop is simple enough, so we let the compiler to vectorize it
for( int i = 0; i < len; i++ )
arr[i] += scaleBiasPairs[i*2 + 1];
}
CV_CPU_OPTIMIZATION_NAMESPACE_END
} // namespace cv::hal
// cv::
CV_CPU_OPTIMIZATION_NAMESPACE_BEGIN
template<typename _Ts, typename _Td, typename _Twvec> static inline void
cvt_( const _Ts* src, size_t sstep, _Td* dst, size_t dstep, Size size )
{
sstep /= sizeof(src[0]);
dstep /= sizeof(dst[0]);
for( int i = 0; i < size.height; i++, src += sstep, dst += dstep )
{
int j = 0;
#if (CV_SIMD || CV_SIMD_SCALABLE)
const int VECSZ = VTraits<_Twvec>::vlanes()*2;
for( ; j < size.width; j += VECSZ )
{
if( j > size.width - VECSZ )
{
if( j == 0 || src == (_Ts*)dst )
break;
j = size.width - VECSZ;
}
_Twvec v0, v1;
vx_load_pair_as(src + j, v0, v1);
v_store_pair_as(dst + j, v0, v1);
}
#endif
for( ; j < size.width; j++ )
dst[j] = saturate_cast<_Td>(src[j]);
}
}
// in order to reduce the code size, for (16f <-> ...) conversions
// we add a conversion function without loop unrolling
template<typename _Ts, typename _Td, typename _Twvec> static inline void
cvt1_( const _Ts* src, size_t sstep, _Td* dst, size_t dstep, Size size )
{
sstep /= sizeof(src[0]);
dstep /= sizeof(dst[0]);
for( int i = 0; i < size.height; i++, src += sstep, dst += dstep )
{
int j = 0;
#if (CV_SIMD || CV_SIMD_SCALABLE)
const int VECSZ = VTraits<_Twvec>::vlanes();
for( ; j < size.width; j += VECSZ )
{
if( j > size.width - VECSZ )
{
if( j == 0 || src == (_Ts*)dst )
break;
j = size.width - VECSZ;
}
_Twvec v;
vx_load_as(src + j, v);
v_store_as(dst + j, v);
}
vx_cleanup();
#endif
for( ; j < size.width; j++ )
dst[j] = saturate_cast<_Td>(src[j]);
}
}
static void cvtCopy( const uchar* src, size_t sstep,
uchar* dst, size_t dstep, Size size, size_t elemsize)
{
size_t len = size.width*elemsize;
for( int i = 0; i < size.height; i++, src += sstep, dst += dstep )
{
memcpy( dst, src, len );
}
}
#define DEF_CVT_FUNC(suffix, cvtfunc, _Ts, _Td, _Twvec) \
static void cvt##suffix(const uchar* src_, size_t sstep, const uchar*, size_t, \
uchar* dst_, size_t dstep, Size size, void*) \
{ \
CV_INSTRUMENT_REGION(); \
const _Ts* src = (const _Ts*)src_; \
_Td* dst = (_Td*)dst_; \
cvtfunc<_Ts, _Td, _Twvec>(src, sstep, dst, dstep, size); \
}
////////////////////// 8u -> ... ////////////////////////
DEF_CVT_FUNC(8u8s, cvt_, uchar, schar, v_int16)
DEF_CVT_FUNC(8u16u, cvt_, uchar, ushort, v_uint16)
DEF_CVT_FUNC(8u16s, cvt_, uchar, short, v_int16)
DEF_CVT_FUNC(8u32s, cvt_, uchar, int, v_int32)
DEF_CVT_FUNC(8u32f, cvt_, uchar, float, v_float32)
DEF_CVT_FUNC(8u64f, cvt_, uchar, double, v_int32)
DEF_CVT_FUNC(8u16f, cvt1_, uchar, hfloat, v_float32)
////////////////////// 8s -> ... ////////////////////////
DEF_CVT_FUNC(8s8u, cvt_, schar, uchar, v_int16)
DEF_CVT_FUNC(8s16u, cvt_, schar, ushort, v_uint16)
DEF_CVT_FUNC(8s16s, cvt_, schar, short, v_int16)
DEF_CVT_FUNC(8s32s, cvt_, schar, int, v_int32)
DEF_CVT_FUNC(8s32f, cvt_, schar, float, v_float32)
DEF_CVT_FUNC(8s64f, cvt_, schar, double, v_int32)
DEF_CVT_FUNC(8s16f, cvt1_, schar, hfloat, v_float32)
////////////////////// 16u -> ... ////////////////////////
DEF_CVT_FUNC(16u8u, cvt_, ushort, uchar, v_uint16)
DEF_CVT_FUNC(16u8s, cvt_, ushort, schar, v_uint16)
DEF_CVT_FUNC(16u16s, cvt_, ushort, short, v_int32)
DEF_CVT_FUNC(16u32s, cvt_, ushort, int, v_int32)
DEF_CVT_FUNC(16u32f, cvt_, ushort, float, v_float32)
DEF_CVT_FUNC(16u64f, cvt_, ushort, double, v_int32)
DEF_CVT_FUNC(16u16f, cvt1_,ushort, hfloat, v_float32)
////////////////////// 16s -> ... ////////////////////////
DEF_CVT_FUNC(16s8u, cvt_, short, uchar, v_int16)
DEF_CVT_FUNC(16s8s, cvt_, short, schar, v_int16)
DEF_CVT_FUNC(16s16u, cvt_, short, ushort, v_int32)
DEF_CVT_FUNC(16s32s, cvt_, short, int, v_int32)
DEF_CVT_FUNC(16s32f, cvt_, short, float, v_float32)
DEF_CVT_FUNC(16s64f, cvt_, short, double, v_int32)
DEF_CVT_FUNC(16s16f, cvt1_,short, hfloat, v_float32)
////////////////////// 32s -> ... ////////////////////////
DEF_CVT_FUNC(32s8u, cvt_, int, uchar, v_int32)
DEF_CVT_FUNC(32s8s, cvt_, int, schar, v_int32)
DEF_CVT_FUNC(32s16u, cvt_, int, ushort, v_int32)
DEF_CVT_FUNC(32s16s, cvt_, int, short, v_int32)
DEF_CVT_FUNC(32s32f, cvt_, int, float, v_float32)
DEF_CVT_FUNC(32s64f, cvt_, int, double, v_int32)
DEF_CVT_FUNC(32s16f, cvt1_,int, hfloat, v_float32)
////////////////////// 32f -> ... ////////////////////////
DEF_CVT_FUNC(32f8u, cvt_, float, uchar, v_float32)
DEF_CVT_FUNC(32f8s, cvt_, float, schar, v_float32)
DEF_CVT_FUNC(32f16u, cvt_, float, ushort, v_float32)
DEF_CVT_FUNC(32f16s, cvt_, float, short, v_float32)
DEF_CVT_FUNC(32f32s, cvt_, float, int, v_float32)
DEF_CVT_FUNC(32f64f, cvt_, float, double, v_float32)
DEF_CVT_FUNC(32f16f, cvt1_,float, hfloat, v_float32)
////////////////////// 64f -> ... ////////////////////////
DEF_CVT_FUNC(64f8u, cvt_, double, uchar, v_int32)
DEF_CVT_FUNC(64f8s, cvt_, double, schar, v_int32)
DEF_CVT_FUNC(64f16u, cvt_, double, ushort, v_int32)
DEF_CVT_FUNC(64f16s, cvt_, double, short, v_int32)
DEF_CVT_FUNC(64f32s, cvt_, double, int, v_int32)
DEF_CVT_FUNC(64f32f, cvt_, double, float, v_float32)
DEF_CVT_FUNC(64f16f, cvt1_,double, hfloat, v_float32)
////////////////////// 16f -> ... ////////////////////////
DEF_CVT_FUNC(16f8u, cvt_, hfloat, uchar, v_float32)
DEF_CVT_FUNC(16f8s, cvt_, hfloat, schar, v_float32)
DEF_CVT_FUNC(16f16u, cvt1_, hfloat, ushort, v_float32)
DEF_CVT_FUNC(16f16s, cvt1_, hfloat, short, v_float32)
DEF_CVT_FUNC(16f32s, cvt1_, hfloat, int, v_float32)
DEF_CVT_FUNC(16f32f, cvt1_, hfloat, float, v_float32)
DEF_CVT_FUNC(16f64f, cvt1_, hfloat, double, v_float32)
///////////// "conversion" w/o conversion ///////////////
static void cvt8u(const uchar* src, size_t sstep, const uchar*, size_t, uchar* dst, size_t dstep, Size size, void*)
{ CV_INSTRUMENT_REGION(); cvtCopy(src, sstep, dst, dstep, size, 1); }
static void cvt16u(const uchar* src, size_t sstep, const uchar*, size_t, uchar* dst, size_t dstep, Size size, void*)
{ CV_INSTRUMENT_REGION(); cvtCopy((const uchar*)src, sstep, (uchar*)dst, dstep, size, 2); }
static void cvt32s(const uchar* src, size_t sstep, const uchar*, size_t, uchar* dst, size_t dstep, Size size, void*)
{ CV_INSTRUMENT_REGION(); cvtCopy((const uchar*)src, sstep, (uchar*)dst, dstep, size, 4); }
static void cvt64s(const uchar* src, size_t sstep, const uchar*, size_t, uchar* dst, size_t dstep, Size size, void*)
{ CV_INSTRUMENT_REGION(); cvtCopy((const uchar*)src, sstep, (uchar*)dst, dstep, size, 8); }
/* [TODO] Recover IPP calls
#if defined(HAVE_IPP)
#define DEF_CVT_FUNC_F(suffix, stype, dtype, ippFavor) \
static void cvt##suffix( const stype* src, size_t sstep, const uchar*, size_t, \
dtype* dst, size_t dstep, Size size, double*) \
{ \
CV_IPP_RUN(src && dst, CV_INSTRUMENT_FUN_IPP(ippiConvert_##ippFavor, src, (int)sstep, dst, (int)dstep, ippiSize(size.width, size.height)) >= 0) \
cvt_(src, sstep, dst, dstep, size); \
}
#define DEF_CVT_FUNC_F2(suffix, stype, dtype, ippFavor) \
static void cvt##suffix( const stype* src, size_t sstep, const uchar*, size_t, \
dtype* dst, size_t dstep, Size size, double*) \
{ \
CV_IPP_RUN(src && dst, CV_INSTRUMENT_FUN_IPP(ippiConvert_##ippFavor, src, (int)sstep, dst, (int)dstep, ippiSize(size.width, size.height), ippRndFinancial, 0) >= 0) \
cvt_(src, sstep, dst, dstep, size); \
}
#else
#define DEF_CVT_FUNC_F(suffix, stype, dtype, ippFavor) \
static void cvt##suffix( const stype* src, size_t sstep, const uchar*, size_t, \
dtype* dst, size_t dstep, Size size, double*) \
{ \
cvt_(src, sstep, dst, dstep, size); \
}
#define DEF_CVT_FUNC_F2 DEF_CVT_FUNC_F
#endif
#define DEF_CVT_FUNC(suffix, stype, dtype) \
static void cvt##suffix( const stype* src, size_t sstep, const uchar*, size_t, \
dtype* dst, size_t dstep, Size size, double*) \
{ \
cvt_(src, sstep, dst, dstep, size); \
}
#define DEF_CPY_FUNC(suffix, stype) \
static void cvt##suffix( const stype* src, size_t sstep, const uchar*, size_t, \
stype* dst, size_t dstep, Size size, double*) \
{ \
cpy_(src, sstep, dst, dstep, size); \
}
DEF_CPY_FUNC(8u, uchar)
DEF_CVT_FUNC_F(8s8u, schar, uchar, 8s8u_C1Rs)
DEF_CVT_FUNC_F(16u8u, ushort, uchar, 16u8u_C1R)
DEF_CVT_FUNC_F(16s8u, short, uchar, 16s8u_C1R)
DEF_CVT_FUNC_F(32s8u, int, uchar, 32s8u_C1R)
DEF_CVT_FUNC_F2(32f8u, float, uchar, 32f8u_C1RSfs)
DEF_CVT_FUNC(64f8u, double, uchar)
DEF_CVT_FUNC_F2(8u8s, uchar, schar, 8u8s_C1RSfs)
DEF_CVT_FUNC_F2(16u8s, ushort, schar, 16u8s_C1RSfs)
DEF_CVT_FUNC_F2(16s8s, short, schar, 16s8s_C1RSfs)
DEF_CVT_FUNC_F(32s8s, int, schar, 32s8s_C1R)
DEF_CVT_FUNC_F2(32f8s, float, schar, 32f8s_C1RSfs)
DEF_CVT_FUNC(64f8s, double, schar)
DEF_CVT_FUNC_F(8u16u, uchar, ushort, 8u16u_C1R)
DEF_CVT_FUNC_F(8s16u, schar, ushort, 8s16u_C1Rs)
DEF_CPY_FUNC(16u, ushort)
DEF_CVT_FUNC_F(16s16u, short, ushort, 16s16u_C1Rs)
DEF_CVT_FUNC_F2(32s16u, int, ushort, 32s16u_C1RSfs)
DEF_CVT_FUNC_F2(32f16u, float, ushort, 32f16u_C1RSfs)
DEF_CVT_FUNC(64f16u, double, ushort)
DEF_CVT_FUNC_F(8u16s, uchar, short, 8u16s_C1R)
DEF_CVT_FUNC_F(8s16s, schar, short, 8s16s_C1R)
DEF_CVT_FUNC_F2(16u16s, ushort, short, 16u16s_C1RSfs)
DEF_CVT_FUNC_F2(32s16s, int, short, 32s16s_C1RSfs)
DEF_CVT_FUNC(32f16s, float, short)
DEF_CVT_FUNC(64f16s, double, short)
DEF_CVT_FUNC_F(8u32s, uchar, int, 8u32s_C1R)
DEF_CVT_FUNC_F(8s32s, schar, int, 8s32s_C1R)
DEF_CVT_FUNC_F(16u32s, ushort, int, 16u32s_C1R)
DEF_CVT_FUNC_F(16s32s, short, int, 16s32s_C1R)
DEF_CPY_FUNC(32s, int)
DEF_CVT_FUNC_F2(32f32s, float, int, 32f32s_C1RSfs)
DEF_CVT_FUNC(64f32s, double, int)
DEF_CVT_FUNC_F(8u32f, uchar, float, 8u32f_C1R)
DEF_CVT_FUNC_F(8s32f, schar, float, 8s32f_C1R)
DEF_CVT_FUNC_F(16u32f, ushort, float, 16u32f_C1R)
DEF_CVT_FUNC_F(16s32f, short, float, 16s32f_C1R)
DEF_CVT_FUNC_F(32s32f, int, float, 32s32f_C1R)
DEF_CVT_FUNC(64f32f, double, float)
DEF_CVT_FUNC(8u64f, uchar, double)
DEF_CVT_FUNC(8s64f, schar, double)
DEF_CVT_FUNC(16u64f, ushort, double)
DEF_CVT_FUNC(16s64f, short, double)
DEF_CVT_FUNC(32s64f, int, double)
DEF_CVT_FUNC(32f64f, float, double)
DEF_CPY_FUNC(64s, int64)
*/
BinaryFunc getConvertFunc(int sdepth, int ddepth)
{
static BinaryFunc cvtTab[][8] =
{
{
(cvt8u), (cvt8s8u), (cvt16u8u),
(cvt16s8u), (cvt32s8u), (cvt32f8u),
(cvt64f8u), (cvt16f8u)
},
{
(cvt8u8s), cvt8u, (cvt16u8s),
(cvt16s8s), (cvt32s8s), (cvt32f8s),
(cvt64f8s), (cvt16f8s)
},
{
(cvt8u16u), (cvt8s16u), cvt16u,
(cvt16s16u), (cvt32s16u), (cvt32f16u),
(cvt64f16u), (cvt16f16u)
},
{
(cvt8u16s), (cvt8s16s), (cvt16u16s),
cvt16u, (cvt32s16s), (cvt32f16s),
(cvt64f16s), (cvt16f16s)
},
{
(cvt8u32s), (cvt8s32s), (cvt16u32s),
(cvt16s32s), cvt32s, (cvt32f32s),
(cvt64f32s), (cvt16f32s)
},
{
(cvt8u32f), (cvt8s32f), (cvt16u32f),
(cvt16s32f), (cvt32s32f), cvt32s,
(cvt64f32f), (cvt16f32f)
},
{
(cvt8u64f), (cvt8s64f), (cvt16u64f),
(cvt16s64f), (cvt32s64f), (cvt32f64f),
(cvt64s), (cvt16f64f)
},
{
(cvt8u16f), (cvt8s16f), (cvt16u16f), (cvt16s16f),
(cvt32s16f), (cvt32f16f), (cvt64f16f), (cvt16u)
}
};
return cvtTab[CV_MAT_DEPTH(ddepth)][CV_MAT_DEPTH(sdepth)];
}
CV_CPU_OPTIMIZATION_NAMESPACE_END
#endif
} // namespace