/*M/////////////////////////////////////////////////////////////////////////////////////// // // IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING. // // By downloading, copying, installing or using the software you agree to this license. // If you do not agree to this license, do not download, install, // copy or use the software. // // // License Agreement // For Open Source Computer Vision Library // // Copyright (C) 2000-2008, Intel Corporation, all rights reserved. // Copyright (C) 2009, Willow Garage Inc., all rights reserved. // Copyright (C) 2013, OpenCV Foundation, all rights reserved. // Copyright (C) 2015, Itseez Inc., all rights reserved. // Third party copyrights are property of their respective owners. // // Redistribution and use in source and binary forms, with or without modification, // are permitted provided that the following conditions are met: // // * Redistribution's of source code must retain the above copyright notice, // this list of conditions and the following disclaimer. // // * Redistribution's in binary form must reproduce the above copyright notice, // this list of conditions and the following disclaimer in the documentation // and/or other materials provided with the distribution. // // * The name of the copyright holders may not be used to endorse or promote products // derived from this software without specific prior written permission. // // This software is provided by the copyright holders and contributors "as is" and // any express or implied warranties, including, but not limited to, the implied // warranties of merchantability and fitness for a particular purpose are disclaimed. // In no event shall the Intel Corporation or contributors be liable for any direct, // indirect, incidental, special, exemplary, or consequential damages // (including, but not limited to, procurement of substitute goods or services; // loss of use, data, or profits; or business interruption) however caused // and on any theory of liability, whether in contract, strict liability, // or tort (including negligence or otherwise) arising in any way out of // the use of this software, even if advised of the possibility of such damage. // //M*/ #include "precomp.hpp" #include "hal_internal.hpp" #ifdef HAVE_LAPACK #include #include "opencv_lapack.h" #include #include #include #include #include #include #define HAL_GEMM_SMALL_COMPLEX_MATRIX_THRESH 100 #define HAL_GEMM_SMALL_MATRIX_THRESH 100 #define HAL_SVD_SMALL_MATRIX_THRESH 25 #define HAL_QR_SMALL_MATRIX_THRESH 30 #define HAL_LU_SMALL_MATRIX_THRESH 100 #define HAL_CHOLESKY_SMALL_MATRIX_THRESH 100 //lapack stores matrices in column-major order so transposing is needed everywhere template static inline void transpose_square_inplace(fptype *src, size_t src_ld, size_t m) { for(size_t i = 0; i < m - 1; i++) for(size_t j = i + 1; j < m; j++) std::swap(src[j*src_ld + i], src[i*src_ld + j]); } template static inline void transpose(const fptype *src, size_t src_ld, fptype* dst, size_t dst_ld, size_t m, size_t n) { for(size_t i = 0; i < m; i++) for(size_t j = 0; j < n; j++) dst[j*dst_ld + i] = src[i*src_ld + j]; } template static inline void copy_matrix(const fptype *src, size_t src_ld, fptype* dst, size_t dst_ld, size_t m, size_t n) { for(size_t i = 0; i < m; i++) for(size_t j = 0; j < n; j++) dst[i*dst_ld + j] = src[i*src_ld + j]; } template static inline void set_value(fptype *dst, size_t dst_ld, fptype value, size_t m, size_t n) { for(size_t i = 0; i < m; i++) for(size_t j = 0; j < n; j++) dst[i*dst_ld + j] = value; } template static inline int lapack_LU(fptype* a, size_t a_step, int m, fptype* b, size_t b_step, int n, int* info) { int lda = (int)(a_step / sizeof(fptype)), sign = 0; int* piv = new int[m]; transpose_square_inplace(a, lda, m); if(b) { if(n == 1 && b_step == sizeof(fptype)) { if(typeid(fptype) == typeid(float)) sgesv_(&m, &n, (float*)a, &lda, piv, (float*)b, &m, info); else if(typeid(fptype) == typeid(double)) dgesv_(&m, &n, (double*)a, &lda, piv, (double*)b, &m, info); } else { int ldb = (int)(b_step / sizeof(fptype)); fptype* tmpB = new fptype[m*n]; transpose(b, ldb, tmpB, m, m, n); if(typeid(fptype) == typeid(float)) sgesv_(&m, &n, (float*)a, &lda, piv, (float*)tmpB, &m, info); else if(typeid(fptype) == typeid(double)) dgesv_(&m, &n, (double*)a, &lda, piv, (double*)tmpB, &m, info); transpose(tmpB, m, b, ldb, n, m); delete[] tmpB; } } else { if(typeid(fptype) == typeid(float)) sgetrf_(&m, &m, (float*)a, &lda, piv, info); else if(typeid(fptype) == typeid(double)) dgetrf_(&m, &m, (double*)a, &lda, piv, info); } if(*info == 0) { for(int i = 0; i < m; i++) sign ^= piv[i] != i + 1; *info = sign ? -1 : 1; } else *info = 0; //in opencv LU function zero means error delete[] piv; return CV_HAL_ERROR_OK; } template static inline int lapack_Cholesky(fptype* a, size_t a_step, int m, fptype* b, size_t b_step, int n, bool* info) { int lapackStatus = 0; int lda = (int)(a_step / sizeof(fptype)); char L[] = {'L', '\0'}; if(b) { if(n == 1 && b_step == sizeof(fptype)) { if(typeid(fptype) == typeid(float)) sposv_(L, &m, &n, (float*)a, &lda, (float*)b, &m, &lapackStatus); else if(typeid(fptype) == typeid(double)) dposv_(L, &m, &n, (double*)a, &lda, (double*)b, &m, &lapackStatus); } else { int ldb = (int)(b_step / sizeof(fptype)); fptype* tmpB = new fptype[m*n]; transpose(b, ldb, tmpB, m, m, n); if(typeid(fptype) == typeid(float)) sposv_(L, &m, &n, (float*)a, &lda, (float*)tmpB, &m, &lapackStatus); else if(typeid(fptype) == typeid(double)) dposv_(L, &m, &n, (double*)a, &lda, (double*)tmpB, &m, &lapackStatus); transpose(tmpB, m, b, ldb, n, m); delete[] tmpB; } } else { if(typeid(fptype) == typeid(float)) spotrf_(L, &m, (float*)a, &lda, &lapackStatus); else if(typeid(fptype) == typeid(double)) dpotrf_(L, &m, (double*)a, &lda, &lapackStatus); } if(lapackStatus == 0) *info = true; else *info = false; //in opencv Cholesky function false means error return CV_HAL_ERROR_OK; } template static inline int lapack_SVD(fptype* a, size_t a_step, fptype *w, fptype* u, size_t u_step, fptype* vt, size_t v_step, int m, int n, int flags, int* info) { int lda = (int)(a_step / sizeof(fptype)); int ldv = (int)(v_step / sizeof(fptype)); int ldu = (int)(u_step / sizeof(fptype)); int lwork = -1; int* iworkBuf = new int[8*std::min(m, n)]; fptype work1 = 0; //A already transposed and m>=n char mode[] = { ' ', '\0'}; if(flags & CV_HAL_SVD_NO_UV) { ldv = 1; mode[0] = 'N'; } else if((flags & CV_HAL_SVD_SHORT_UV) && (flags & CV_HAL_SVD_MODIFY_A)) //short SVD, U stored in a mode[0] = 'O'; else if((flags & CV_HAL_SVD_SHORT_UV) && !(flags & CV_HAL_SVD_MODIFY_A)) //short SVD, U stored in u if m>=n mode[0] = 'S'; else if(flags & CV_HAL_SVD_FULL_UV) //full SVD, U stored in u or in a mode[0] = 'A'; if((flags & CV_HAL_SVD_MODIFY_A) && (flags & CV_HAL_SVD_FULL_UV)) //U stored in a { u = new fptype[m*m]; ldu = m; } if(typeid(fptype) == typeid(float)) sgesdd_(mode, &m, &n, (float*)a, &lda, (float*)w, (float*)u, &ldu, (float*)vt, &ldv, (float*)&work1, &lwork, iworkBuf, info); else if(typeid(fptype) == typeid(double)) dgesdd_(mode, &m, &n, (double*)a, &lda, (double*)w, (double*)u, &ldu, (double*)vt, &ldv, (double*)&work1, &lwork, iworkBuf, info); lwork = (int)round(work1); //optimal buffer size fptype* buffer = new fptype[lwork + 1]; if(typeid(fptype) == typeid(float)) sgesdd_(mode, &m, &n, (float*)a, &lda, (float*)w, (float*)u, &ldu, (float*)vt, &ldv, (float*)buffer, &lwork, iworkBuf, info); else if(typeid(fptype) == typeid(double)) dgesdd_(mode, &m, &n, (double*)a, &lda, (double*)w, (double*)u, &ldu, (double*)vt, &ldv, (double*)buffer, &lwork, iworkBuf, info); if(!(flags & CV_HAL_SVD_NO_UV)) transpose_square_inplace(vt, ldv, n); if((flags & CV_HAL_SVD_MODIFY_A) && (flags & CV_HAL_SVD_FULL_UV)) { for(int i = 0; i < m; i++) for(int j = 0; j < m; j++) a[i*lda + j] = u[i*m + j]; delete[] u; } delete[] iworkBuf; delete[] buffer; return CV_HAL_ERROR_OK; } template static inline int lapack_QR(fptype* a, size_t a_step, int m, int n, int k, fptype* b, size_t b_step, fptype* dst, int* info) { int lda = (int)(a_step / sizeof(fptype)); char mode[] = { 'N', '\0' }; if(m < n) return CV_HAL_ERROR_NOT_IMPLEMENTED; std::vector tmpAMemHolder; fptype* tmpA; int ldtmpA; if (m == n) { transpose_square_inplace(a, lda, m); tmpA = a; ldtmpA = lda; } else { tmpAMemHolder.resize(m*n); tmpA = &tmpAMemHolder.front(); ldtmpA = m; transpose(a, lda, tmpA, m, m, n); } int lwork = -1; fptype work1 = 0.; if (b) { if (k == 1 && b_step == sizeof(fptype)) { if (typeid(fptype) == typeid(float)) sgels_(mode, &m, &n, &k, (float*)tmpA, &ldtmpA, (float*)b, &m, (float*)&work1, &lwork, info); else if (typeid(fptype) == typeid(double)) dgels_(mode, &m, &n, &k, (double*)tmpA, &ldtmpA, (double*)b, &m, (double*)&work1, &lwork, info); lwork = cvRound(work1); //optimal buffer size std::vector workBufMemHolder(lwork + 1); fptype* buffer = &workBufMemHolder.front(); if (typeid(fptype) == typeid(float)) sgels_(mode, &m, &n, &k, (float*)tmpA, &ldtmpA, (float*)b, &m, (float*)buffer, &lwork, info); else if (typeid(fptype) == typeid(double)) dgels_(mode, &m, &n, &k, (double*)tmpA, &ldtmpA, (double*)b, &m, (double*)buffer, &lwork, info); } else { std::vector tmpBMemHolder(m*k); fptype* tmpB = &tmpBMemHolder.front(); int ldb = (int)(b_step / sizeof(fptype)); transpose(b, ldb, tmpB, m, m, k); if (typeid(fptype) == typeid(float)) sgels_(mode, &m, &n, &k, (float*)tmpA, &ldtmpA, (float*)tmpB, &m, (float*)&work1, &lwork, info); else if (typeid(fptype) == typeid(double)) dgels_(mode, &m, &n, &k, (double*)tmpA, &ldtmpA, (double*)tmpB, &m, (double*)&work1, &lwork, info); lwork = cvRound(work1); //optimal buffer size std::vector workBufMemHolder(lwork + 1); fptype* buffer = &workBufMemHolder.front(); if (typeid(fptype) == typeid(float)) sgels_(mode, &m, &n, &k, (float*)tmpA, &ldtmpA, (float*)tmpB, &m, (float*)buffer, &lwork, info); else if (typeid(fptype) == typeid(double)) dgels_(mode, &m, &n, &k, (double*)tmpA, &ldtmpA, (double*)tmpB, &m, (double*)buffer, &lwork, info); transpose(tmpB, m, b, ldb, k, m); } } else { if (typeid(fptype) == typeid(float)) sgeqrf_(&m, &n, (float*)tmpA, &ldtmpA, (float*)dst, (float*)&work1, &lwork, info); else if (typeid(fptype) == typeid(double)) dgeqrf_(&m, &n, (double*)tmpA, &ldtmpA, (double*)dst, (double*)&work1, &lwork, info); lwork = cvRound(work1); //optimal buffer size std::vector workBufMemHolder(lwork + 1); fptype* buffer = &workBufMemHolder.front(); if (typeid(fptype) == typeid(float)) sgeqrf_(&m, &n, (float*)tmpA, &ldtmpA, (float*)dst, (float*)buffer, &lwork, info); else if (typeid(fptype) == typeid(double)) dgeqrf_(&m, &n, (double*)tmpA, &ldtmpA, (double*)dst, (double*)buffer, &lwork, info); } if (m == n) transpose_square_inplace(a, lda, m); else transpose(tmpA, m, a, lda, n, m); if (*info != 0) *info = 0; else *info = 1; return CV_HAL_ERROR_OK; } template static inline int lapack_gemm(const fptype *src1, size_t src1_step, const fptype *src2, size_t src2_step, fptype alpha, const fptype *src3, size_t src3_step, fptype beta, fptype *dst, size_t dst_step, int a_m, int a_n, int d_n, int flags) { int ldsrc1 = (int)(src1_step / sizeof(fptype)); int ldsrc2 = (int)(src2_step / sizeof(fptype)); int ldsrc3 = (int)(src3_step / sizeof(fptype)); int lddst = (int)(dst_step / sizeof(fptype)); int c_m, c_n, d_m; CBLAS_TRANSPOSE transA, transB; if(flags & CV_HAL_GEMM_2_T) { transB = CblasTrans; if(flags & CV_HAL_GEMM_1_T ) { d_m = a_n; } else { d_m = a_m; } } else { transB = CblasNoTrans; if(flags & CV_HAL_GEMM_1_T ) { d_m = a_n; } else { d_m = a_m; } } if(flags & CV_HAL_GEMM_3_T) { c_m = d_n; c_n = d_m; } else { c_m = d_m; c_n = d_n; } if(flags & CV_HAL_GEMM_1_T ) { transA = CblasTrans; std::swap(a_n, a_m); } else { transA = CblasNoTrans; } if(src3 != dst && beta != 0.0 && src3_step != 0) { if(flags & CV_HAL_GEMM_3_T) transpose(src3, ldsrc3, dst, lddst, c_m, c_n); else copy_matrix(src3, ldsrc3, dst, lddst, c_m, c_n); } else if (src3 == dst && (flags & CV_HAL_GEMM_3_T)) //actually transposing C in this case done by openCV return CV_HAL_ERROR_NOT_IMPLEMENTED; else if(src3_step == 0 && beta != 0.0) set_value(dst, lddst, (fptype)0.0, d_m, d_n); if(typeid(fptype) == typeid(float)) cblas_sgemm(CblasRowMajor, transA, transB, a_m, d_n, a_n, (float)alpha, (float*)src1, ldsrc1, (float*)src2, ldsrc2, (float)beta, (float*)dst, lddst); else if(typeid(fptype) == typeid(double)) cblas_dgemm(CblasRowMajor, transA, transB, a_m, d_n, a_n, (double)alpha, (double*)src1, ldsrc1, (double*)src2, ldsrc2, (double)beta, (double*)dst, lddst); return CV_HAL_ERROR_OK; } template static inline int lapack_gemm_c(const fptype *src1, size_t src1_step, const fptype *src2, size_t src2_step, fptype alpha, const fptype *src3, size_t src3_step, fptype beta, fptype *dst, size_t dst_step, int a_m, int a_n, int d_n, int flags) { int ldsrc1 = (int)(src1_step / sizeof(std::complex)); int ldsrc2 = (int)(src2_step / sizeof(std::complex)); int ldsrc3 = (int)(src3_step / sizeof(std::complex)); int lddst = (int)(dst_step / sizeof(std::complex)); int c_m, c_n, d_m; CBLAS_TRANSPOSE transA, transB; std::complex cAlpha(alpha, 0.0); std::complex cBeta(beta, 0.0); if(flags & CV_HAL_GEMM_2_T) { transB = CblasTrans; if(flags & CV_HAL_GEMM_1_T ) { d_m = a_n; } else { d_m = a_m; } } else { transB = CblasNoTrans; if(flags & CV_HAL_GEMM_1_T ) { d_m = a_n; } else { d_m = a_m; } } if(flags & CV_HAL_GEMM_3_T) { c_m = d_n; c_n = d_m; } else { c_m = d_m; c_n = d_n; } if(flags & CV_HAL_GEMM_1_T ) { transA = CblasTrans; std::swap(a_n, a_m); } else { transA = CblasNoTrans; } if(src3 != dst && beta != 0.0 && src3_step != 0) { if(flags & CV_HAL_GEMM_3_T) transpose((std::complex*)src3, ldsrc3, (std::complex*)dst, lddst, c_m, c_n); else copy_matrix((std::complex*)src3, ldsrc3, (std::complex*)dst, lddst, c_m, c_n); } else if (src3 == dst && (flags & CV_HAL_GEMM_3_T)) //actually transposing C in this case done by openCV return CV_HAL_ERROR_NOT_IMPLEMENTED; else if(src3_step == 0 && beta != 0.0) set_value((std::complex*)dst, lddst, std::complex(0.0, 0.0), d_m, d_n); if(typeid(fptype) == typeid(float)) cblas_cgemm(CblasRowMajor, transA, transB, a_m, d_n, a_n, (float*)reinterpret_cast(cAlpha), (float*)src1, ldsrc1, (float*)src2, ldsrc2, (float*)reinterpret_cast(cBeta), (float*)dst, lddst); else if(typeid(fptype) == typeid(double)) cblas_zgemm(CblasRowMajor, transA, transB, a_m, d_n, a_n, (double*)reinterpret_cast(cAlpha), (double*)src1, ldsrc1, (double*)src2, ldsrc2, (double*)reinterpret_cast(cBeta), (double*)dst, lddst); return CV_HAL_ERROR_OK; } int lapack_LU32f(float* a, size_t a_step, int m, float* b, size_t b_step, int n, int* info) { if(m < HAL_LU_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_LU(a, a_step, m, b, b_step, n, info); } int lapack_LU64f(double* a, size_t a_step, int m, double* b, size_t b_step, int n, int* info) { if(m < HAL_LU_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_LU(a, a_step, m, b, b_step, n, info); } int lapack_Cholesky32f(float* a, size_t a_step, int m, float* b, size_t b_step, int n, bool *info) { if(m < HAL_CHOLESKY_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_Cholesky(a, a_step, m, b, b_step, n, info); } int lapack_Cholesky64f(double* a, size_t a_step, int m, double* b, size_t b_step, int n, bool *info) { if(m < HAL_CHOLESKY_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_Cholesky(a, a_step, m, b, b_step, n, info); } int lapack_SVD32f(float* a, size_t a_step, float *w, float* u, size_t u_step, float* vt, size_t v_step, int m, int n, int flags) { if(m < HAL_SVD_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; int info; return lapack_SVD(a, a_step, w, u, u_step, vt, v_step, m, n, flags, &info); } int lapack_SVD64f(double* a, size_t a_step, double *w, double* u, size_t u_step, double* vt, size_t v_step, int m, int n, int flags) { if(m < HAL_SVD_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; int info; return lapack_SVD(a, a_step, w, u, u_step, vt, v_step, m, n, flags, &info); } int lapack_QR32f(float* src1, size_t src1_step, int m, int n, int k, float* src2, size_t src2_step, float* dst, int* info) { if (m < HAL_QR_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_QR(src1, src1_step, m, n, k, src2, src2_step, dst, info); } int lapack_QR64f(double* src1, size_t src1_step, int m, int n, int k, double* src2, size_t src2_step, double* dst, int* info) { if (m < HAL_QR_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_QR(src1, src1_step, m, n, k, src2, src2_step, dst, info); } int lapack_gemm32f(const float *src1, size_t src1_step, const float *src2, size_t src2_step, float alpha, const float *src3, size_t src3_step, float beta, float *dst, size_t dst_step, int m, int n, int k, int flags) { if(m < HAL_GEMM_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_gemm(src1, src1_step, src2, src2_step, alpha, src3, src3_step, beta, dst, dst_step, m, n, k, flags); } int lapack_gemm64f(const double *src1, size_t src1_step, const double *src2, size_t src2_step, double alpha, const double *src3, size_t src3_step, double beta, double *dst, size_t dst_step, int m, int n, int k, int flags) { if(m < HAL_GEMM_SMALL_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_gemm(src1, src1_step, src2, src2_step, alpha, src3, src3_step, beta, dst, dst_step, m, n, k, flags); } int lapack_gemm32fc(const float *src1, size_t src1_step, const float *src2, size_t src2_step, float alpha, const float *src3, size_t src3_step, float beta, float *dst, size_t dst_step, int m, int n, int k, int flags) { if(m < HAL_GEMM_SMALL_COMPLEX_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_gemm_c(src1, src1_step, src2, src2_step, alpha, src3, src3_step, beta, dst, dst_step, m, n, k, flags); } int lapack_gemm64fc(const double *src1, size_t src1_step, const double *src2, size_t src2_step, double alpha, const double *src3, size_t src3_step, double beta, double *dst, size_t dst_step, int m, int n, int k, int flags) { if(m < HAL_GEMM_SMALL_COMPLEX_MATRIX_THRESH) return CV_HAL_ERROR_NOT_IMPLEMENTED; return lapack_gemm_c(src1, src1_step, src2, src2_step, alpha, src3, src3_step, beta, dst, dst_step, m, n, k, flags); } #endif //HAVE_LAPACK