// 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 "opencl_kernels_core.hpp" #include "convert.hpp" namespace cv { /*namespace hal { void cvt16f32f( const float16_t* src, float* dst, int len ) { int j = 0; #if CV_SIMD const int VECSZ = v_float32::nlanes; 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, float16_t* dst, int len ) { int j = 0; #if CV_SIMD const int VECSZ = v_float32::nlanes; 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] = float16_t(src[j]); } /*void addRNGBias32f( float* arr, const float* scaleBiasPairs, int len ) { // 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 ) { // 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]; } }*/ template 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 const int VECSZ = _Twvec::nlanes*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 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 const int VECSZ = _Twvec::nlanes; 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 _Ts* src, size_t sstep, uchar*, size_t, \ _Td* dst, size_t dstep, Size size, void*) \ { 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, float16_t, 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, float16_t, 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, float16_t, 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, float16_t, 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, float16_t, 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, float16_t, 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, float16_t, v_float32) ////////////////////// 16f -> ... //////////////////////// //DEF_CVT_FUNC(16f8u, cvt_, float16_t, uchar, v_float32) //DEF_CVT_FUNC(16f8s, cvt_, float16_t, schar, v_float32) //DEF_CVT_FUNC(16f16u, cvt1_, float16_t, ushort, v_float32) //DEF_CVT_FUNC(16f16s, cvt1_, float16_t, short, v_float32) //DEF_CVT_FUNC(16f32s, cvt1_, float16_t, int, v_float32) DEF_CVT_FUNC(16f32f, cvt1_, float16_t, float, v_float32) //DEF_CVT_FUNC(16f64f, cvt1_, float16_t, double, v_float32) ///////////// "conversion" w/o conversion /////////////// static void cvt8u(const uchar* src, size_t sstep, uchar*, size_t, uchar* dst, size_t dstep, Size size, void*) { cvtCopy(src, sstep, dst, dstep, size, 1); } static void cvt16u(const ushort* src, size_t sstep, uchar*, size_t, ushort* dst, size_t dstep, Size size, void*) { cvtCopy((const uchar*)src, sstep, (uchar*)dst, dstep, size, 2); } static void cvt32s(const int* src, size_t sstep, uchar*, size_t, int* dst, size_t dstep, Size size, void*) { cvtCopy((const uchar*)src, sstep, (uchar*)dst, dstep, size, 4); } static void cvt64s(const int64* src, size_t sstep, uchar*, size_t, int64* dst, size_t dstep, Size size, void*) { 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] = { { (BinaryFunc)(cvt8u), (BinaryFunc)GET_OPTIMIZED(cvt8s8u), (BinaryFunc)GET_OPTIMIZED(cvt16u8u), (BinaryFunc)GET_OPTIMIZED(cvt16s8u), (BinaryFunc)GET_OPTIMIZED(cvt32s8u), (BinaryFunc)GET_OPTIMIZED(cvt32f8u), (BinaryFunc)GET_OPTIMIZED(cvt64f8u), 0 //(BinaryFunc)(cvt16f8u) }, { (BinaryFunc)GET_OPTIMIZED(cvt8u8s), (BinaryFunc)cvt8u, (BinaryFunc)GET_OPTIMIZED(cvt16u8s), (BinaryFunc)GET_OPTIMIZED(cvt16s8s), (BinaryFunc)GET_OPTIMIZED(cvt32s8s), (BinaryFunc)GET_OPTIMIZED(cvt32f8s), (BinaryFunc)GET_OPTIMIZED(cvt64f8s), 0 //(BinaryFunc)(cvt16f8s) }, { (BinaryFunc)GET_OPTIMIZED(cvt8u16u), (BinaryFunc)GET_OPTIMIZED(cvt8s16u), (BinaryFunc)cvt16u, (BinaryFunc)GET_OPTIMIZED(cvt16s16u), (BinaryFunc)GET_OPTIMIZED(cvt32s16u), (BinaryFunc)GET_OPTIMIZED(cvt32f16u), (BinaryFunc)GET_OPTIMIZED(cvt64f16u), 0 //(BinaryFunc)(cvt16f16u) }, { (BinaryFunc)GET_OPTIMIZED(cvt8u16s), (BinaryFunc)GET_OPTIMIZED(cvt8s16s), (BinaryFunc)GET_OPTIMIZED(cvt16u16s), (BinaryFunc)cvt16u, (BinaryFunc)GET_OPTIMIZED(cvt32s16s), (BinaryFunc)GET_OPTIMIZED(cvt32f16s), (BinaryFunc)GET_OPTIMIZED(cvt64f16s), 0 //(BinaryFunc)(cvt16f16s) }, { (BinaryFunc)GET_OPTIMIZED(cvt8u32s), (BinaryFunc)GET_OPTIMIZED(cvt8s32s), (BinaryFunc)GET_OPTIMIZED(cvt16u32s), (BinaryFunc)GET_OPTIMIZED(cvt16s32s), (BinaryFunc)cvt32s, (BinaryFunc)GET_OPTIMIZED(cvt32f32s), (BinaryFunc)GET_OPTIMIZED(cvt64f32s), 0 //(BinaryFunc)(cvt16f32s) }, { (BinaryFunc)GET_OPTIMIZED(cvt8u32f), (BinaryFunc)GET_OPTIMIZED(cvt8s32f), (BinaryFunc)GET_OPTIMIZED(cvt16u32f), (BinaryFunc)GET_OPTIMIZED(cvt16s32f), (BinaryFunc)GET_OPTIMIZED(cvt32s32f), (BinaryFunc)cvt32s, (BinaryFunc)GET_OPTIMIZED(cvt64f32f), 0 //(BinaryFunc)(cvt16f32f) }, { (BinaryFunc)GET_OPTIMIZED(cvt8u64f), (BinaryFunc)GET_OPTIMIZED(cvt8s64f), (BinaryFunc)GET_OPTIMIZED(cvt16u64f), (BinaryFunc)GET_OPTIMIZED(cvt16s64f), (BinaryFunc)GET_OPTIMIZED(cvt32s64f), (BinaryFunc)GET_OPTIMIZED(cvt32f64f), (BinaryFunc)(cvt64s), 0 //(BinaryFunc)(cvt16f64f) }, { 0, 0, 0, 0, 0, 0, 0, 0 //(BinaryFunc)(cvt8u16f), (BinaryFunc)(cvt8s16f), (BinaryFunc)(cvt16u16f), (BinaryFunc)(cvt16s16f), //(BinaryFunc)(cvt32s16f), (BinaryFunc)(cvt32f16f), (BinaryFunc)(cvt64f16f), (BinaryFunc)(cvt16u) } }; return cvtTab[CV_MAT_DEPTH(ddepth)][CV_MAT_DEPTH(sdepth)]; } #ifdef HAVE_OPENCL static bool ocl_convertFp16( InputArray _src, OutputArray _dst, int sdepth, int ddepth ) { int type = _src.type(), cn = CV_MAT_CN(type); _dst.createSameSize( _src, CV_MAKETYPE(ddepth, cn) ); int kercn = 1; int rowsPerWI = 1; String build_opt = format("-D HALF_SUPPORT -D srcT=%s -D dstT=%s -D rowsPerWI=%d%s", sdepth == CV_32F ? "float" : "half", sdepth == CV_32F ? "half" : "float", rowsPerWI, sdepth == CV_32F ? " -D FLOAT_TO_HALF " : ""); ocl::Kernel k("convertFp16", ocl::core::halfconvert_oclsrc, build_opt); if (k.empty()) return false; UMat src = _src.getUMat(); UMat dst = _dst.getUMat(); ocl::KernelArg srcarg = ocl::KernelArg::ReadOnlyNoSize(src), dstarg = ocl::KernelArg::WriteOnly(dst, cn, kercn); k.args(srcarg, dstarg); size_t globalsize[2] = { (size_t)src.cols * cn / kercn, ((size_t)src.rows + rowsPerWI - 1) / rowsPerWI }; return k.run(2, globalsize, NULL, false); } #endif } // cv:: void cv::Mat::convertTo(OutputArray _dst, int _type, double alpha, double beta) const { CV_INSTRUMENT_REGION(); if( empty() ) { _dst.release(); return; } bool noScale = fabs(alpha-1) < DBL_EPSILON && fabs(beta) < DBL_EPSILON; if( _type < 0 ) _type = _dst.fixedType() ? _dst.type() : type(); else _type = CV_MAKETYPE(CV_MAT_DEPTH(_type), channels()); int sdepth = depth(), ddepth = CV_MAT_DEPTH(_type); if( sdepth == ddepth && noScale ) { copyTo(_dst); return; } Mat src = *this; if( dims <= 2 ) _dst.create( size(), _type ); else _dst.create( dims, size, _type ); Mat dst = _dst.getMat(); BinaryFunc func = noScale ? getConvertFunc(sdepth, ddepth) : getConvertScaleFunc(sdepth, ddepth); double scale[] = {alpha, beta}; int cn = channels(); CV_Assert( func != 0 ); if( dims <= 2 ) { if (_dst.isVector() && dst.size() != src.size()) // https://github.com/opencv/opencv/pull/4159 dst = dst.reshape(0, (int)dst.total()); Size sz = getContinuousSize(src, dst, cn); func( src.data, src.step, 0, 0, dst.data, dst.step, sz, scale ); } else { const Mat* arrays[] = {&src, &dst, 0}; uchar* ptrs[2] = {}; NAryMatIterator it(arrays, ptrs); Size sz((int)(it.size*cn), 1); for( size_t i = 0; i < it.nplanes; i++, ++it ) func(ptrs[0], 1, 0, 0, ptrs[1], 1, sz, scale); } } //================================================================================================== void cv::convertFp16( InputArray _src, OutputArray _dst ) { CV_INSTRUMENT_REGION(); int sdepth = _src.depth(), ddepth = 0; BinaryFunc func = 0; switch( sdepth ) { case CV_32F: if(_dst.fixedType()) { ddepth = _dst.depth(); CV_Assert(ddepth == CV_16S /*|| ddepth == CV_16F*/); CV_Assert(_dst.channels() == _src.channels()); } else ddepth = CV_16S; func = (BinaryFunc)cvt32f16f; break; case CV_16S: //case CV_16F: ddepth = CV_32F; func = (BinaryFunc)cvt16f32f; break; default: CV_Error(Error::StsUnsupportedFormat, "Unsupported input depth"); return; } CV_OCL_RUN(_src.dims() <= 2 && _dst.isUMat(), ocl_convertFp16(_src, _dst, sdepth, ddepth)) Mat src = _src.getMat(); int type = CV_MAKETYPE(ddepth, src.channels()); _dst.create( src.dims, src.size, type ); Mat dst = _dst.getMat(); int cn = src.channels(); CV_Assert( func != 0 ); if( src.dims <= 2 ) { if (_dst.isVector() && dst.size() != src.size()) // https://github.com/opencv/opencv/pull/4159 dst = dst.reshape(0, (int)dst.total()); Size sz = getContinuousSize(src, dst, cn); func( src.data, src.step, 0, 0, dst.data, dst.step, sz, 0); } else { const Mat* arrays[] = {&src, &dst, 0}; uchar* ptrs[2] = {}; NAryMatIterator it(arrays, ptrs); Size sz((int)(it.size*cn), 1); for( size_t i = 0; i < it.nplanes; i++, ++it ) func(ptrs[0], 0, 0, 0, ptrs[1], 0, sz, 0); } }