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diff --git a/ml/dlib/dlib/matrix/matrix_blas_bindings.h b/ml/dlib/dlib/matrix/matrix_blas_bindings.h
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-// Copyright (C) 2008 Davis E. King (davis@dlib.net)
-// License: Boost Software License See LICENSE.txt for the full license.
-#ifndef DLIB_MATRIx_BLAS_BINDINGS_
-#define DLIB_MATRIx_BLAS_BINDINGS_
-
-#ifndef DLIB_USE_BLAS
-#error "DLIB_USE_BLAS should be defined if you want to use the BLAS bindings"
-#endif
-
-#include "matrix_assign.h"
-#include "matrix_conj_trans.h"
-#include "cblas_constants.h"
-
-//#include <iostream>
-//using namespace std;
-
-namespace dlib
-{
-
-
- namespace blas_bindings
- {
-
-#ifdef DLIB_TEST_BLAS_BINDINGS
- int& counter_gemm();
- int& counter_gemv();
- int& counter_ger();
- int& counter_dot();
- int& counter_axpy();
- int& counter_scal();
-
- #define DLIB_TEST_BLAS_BINDING_GEMM ++counter_gemm();
- #define DLIB_TEST_BLAS_BINDING_GEMV ++counter_gemv();
- #define DLIB_TEST_BLAS_BINDING_GER ++counter_ger();
- #define DLIB_TEST_BLAS_BINDING_DOT ++counter_dot();
- #define DLIB_TEST_BLAS_BINDING_AXPY ++counter_axpy();
- #define DLIB_TEST_BLAS_BINDING_SCAL ++counter_scal();
-#else
- #define DLIB_TEST_BLAS_BINDING_GEMM
- #define DLIB_TEST_BLAS_BINDING_GEMV
- #define DLIB_TEST_BLAS_BINDING_GER
- #define DLIB_TEST_BLAS_BINDING_DOT
- #define DLIB_TEST_BLAS_BINDING_AXPY
- #define DLIB_TEST_BLAS_BINDING_SCAL
-#endif
-
-#ifndef CBLAS_H
- extern "C"
- {
- // Here we declare the prototypes for the CBLAS calls used by the BLAS bindings below
-
- void cblas_saxpy(const int N, const float alpha, const float *X,
- const int incX, float *Y, const int incY);
- void cblas_daxpy(const int N, const double alpha, const double *X,
- const int incX, double *Y, const int incY);
- void cblas_caxpy(const int N, const void *alpha, const void *X,
- const int incX, void *Y, const int incY);
- void cblas_zaxpy(const int N, const void *alpha, const void *X,
- const int incX, void *Y, const int incY);
-
- void cblas_sscal(const int N, const float alpha, float *X, const int incX);
- void cblas_dscal(const int N, const double alpha, double *X, const int incX);
- void cblas_cscal(const int N, const void *alpha, void *X, const int incX);
- void cblas_zscal(const int N, const void *alpha, void *X, const int incX);
-
- void cblas_sgemm(const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const float alpha, const float *A,
- const int lda, const float *B, const int ldb,
- const float beta, float *C, const int ldc);
- void cblas_dgemm(const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const double alpha, const double *A,
- const int lda, const double *B, const int ldb,
- const double beta, double *C, const int ldc);
- void cblas_cgemm(const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const void *alpha, const void *A,
- const int lda, const void *B, const int ldb,
- const void *beta, void *C, const int ldc);
- void cblas_zgemm(const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const void *alpha, const void *A,
- const int lda, const void *B, const int ldb,
- const void *beta, void *C, const int ldc);
- void cblas_sgemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const float alpha, const float *A, const int lda,
- const float *X, const int incX, const float beta,
- float *Y, const int incY);
- void cblas_dgemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const double alpha, const double *A, const int lda,
- const double *X, const int incX, const double beta,
- double *Y, const int incY);
- void cblas_cgemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const void *alpha, const void *A, const int lda,
- const void *X, const int incX, const void *beta,
- void *Y, const int incY);
- void cblas_zgemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const void *alpha, const void *A, const int lda,
- const void *X, const int incX, const void *beta,
- void *Y, const int incY);
- void cblas_sger(const CBLAS_ORDER order, const int M, const int N,
- const float alpha, const float *X, const int incX,
- const float *Y, const int incY, float *A, const int lda);
- void cblas_dger(const CBLAS_ORDER order, const int M, const int N,
- const double alpha, const double *X, const int incX,
- const double *Y, const int incY, double *A, const int lda);
- void cblas_cgerc(const CBLAS_ORDER order, const int M, const int N,
- const void *alpha, const void *X, const int incX,
- const void *Y, const int incY, void *A, const int lda);
- void cblas_zgerc(const CBLAS_ORDER order, const int M, const int N,
- const void *alpha, const void *X, const int incX,
- const void *Y, const int incY, void *A, const int lda);
- float cblas_sdot(const int N, const float *X, const int incX,
- const float *Y, const int incY);
- double cblas_ddot(const int N, const double *X, const int incX,
- const double *Y, const int incY);
- void cblas_cdotu_sub(const int N, const void *X, const int incX,
- const void *Y, const int incY, void *dotu);
- void cblas_zdotu_sub(const int N, const void *X, const int incX,
- const void *Y, const int incY, void *dotu);
- void cblas_cdotc_sub(const int N, const void *X, const int incX,
- const void *Y, const int incY, void *dotc);
- void cblas_zdotc_sub(const int N, const void *X, const int incX,
- const void *Y, const int incY, void *dotc);
- void cblas_cgeru(const CBLAS_ORDER order, const int M, const int N,
- const void *alpha, const void *X, const int incX,
- const void *Y, const int incY, void *A, const int lda);
- void cblas_zgeru(const CBLAS_ORDER order, const int M, const int N,
- const void *alpha, const void *X, const int incX,
- const void *Y, const int incY, void *A, const int lda);
- }
-#endif // if not CBLAS_H
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- inline void cblas_axpy(const int N, const float alpha, const float *X,
- const int incX, float *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_AXPY;
- cblas_saxpy(N, alpha, X, incX, Y, incY);
- }
-
- inline void cblas_axpy(const int N, const double alpha, const double *X,
- const int incX, double *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_AXPY;
- cblas_daxpy(N, alpha, X, incX, Y, incY);
- }
-
- inline void cblas_axpy(const int N, const std::complex<float>& alpha, const std::complex<float> *X,
- const int incX, std::complex<float> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_AXPY;
- cblas_caxpy(N, &alpha, X, incX, Y, incY);
- }
-
- inline void cblas_axpy(const int N, const std::complex<double>& alpha, const std::complex<double> *X,
- const int incX, std::complex<double> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_AXPY;
- cblas_zaxpy(N, &alpha, X, incX, Y, incY);
- }
-
- // ----------------------------------------------------------------------------------------
-
- inline void cblas_scal(const int N, const float alpha, float *X)
- {
- DLIB_TEST_BLAS_BINDING_SCAL;
- cblas_sscal(N, alpha, X, 1);
- }
-
- inline void cblas_scal(const int N, const double alpha, double *X)
- {
- DLIB_TEST_BLAS_BINDING_SCAL;
- cblas_dscal(N, alpha, X, 1);
- }
-
- inline void cblas_scal(const int N, const std::complex<float>& alpha, std::complex<float> *X)
- {
- DLIB_TEST_BLAS_BINDING_SCAL;
- cblas_cscal(N, &alpha, X, 1);
- }
-
- inline void cblas_scal(const int N, const std::complex<double>& alpha, std::complex<double> *X)
- {
- DLIB_TEST_BLAS_BINDING_SCAL;
- cblas_zscal(N, &alpha, X, 1);
- }
-
- // ----------------------------------------------------------------------------------------
-
- inline void cblas_gemm( const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const float alpha, const float *A,
- const int lda, const float *B, const int ldb,
- const float beta, float *C, const int ldc)
- {
- DLIB_TEST_BLAS_BINDING_GEMM;
- cblas_sgemm( Order, TransA, TransB, M, N,
- K, alpha, A, lda, B, ldb, beta, C, ldc);
- }
-
- inline void cblas_gemm(const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const double alpha, const double *A,
- const int lda, const double *B, const int ldb,
- const double beta, double *C, const int ldc)
- {
- DLIB_TEST_BLAS_BINDING_GEMM;
- cblas_dgemm( Order, TransA, TransB, M, N,
- K, alpha, A, lda, B, ldb, beta, C, ldc);
- }
-
- inline void cblas_gemm(const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const std::complex<float>& alpha, const std::complex<float> *A,
- const int lda, const std::complex<float> *B, const int ldb,
- const std::complex<float>& beta, std::complex<float> *C, const int ldc)
- {
- DLIB_TEST_BLAS_BINDING_GEMM;
- cblas_cgemm( Order, TransA, TransB, M, N,
- K, &alpha, A, lda, B, ldb, &beta, C, ldc);
- }
-
- inline void cblas_gemm(const CBLAS_ORDER Order, const CBLAS_TRANSPOSE TransA,
- const CBLAS_TRANSPOSE TransB, const int M, const int N,
- const int K, const std::complex<double>& alpha, const std::complex<double> *A,
- const int lda, const std::complex<double> *B, const int ldb,
- const std::complex<double>& beta, std::complex<double> *C, const int ldc)
- {
- DLIB_TEST_BLAS_BINDING_GEMM;
- cblas_zgemm( Order, TransA, TransB, M, N,
- K, &alpha, A, lda, B, ldb, &beta, C, ldc);
- }
-
- // ----------------------------------------------------------------------------------------
-
- inline void cblas_gemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const float alpha, const float *A, const int lda,
- const float *X, const int incX, const float beta,
- float *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_GEMV;
- cblas_sgemv(order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- }
-
- inline void cblas_gemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const double alpha, const double *A, const int lda,
- const double *X, const int incX, const double beta,
- double *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_GEMV;
- cblas_dgemv(order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- }
-
- inline void cblas_gemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const std::complex<float>& alpha, const std::complex<float> *A, const int lda,
- const std::complex<float> *X, const int incX, const std::complex<float>& beta,
- std::complex<float> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_GEMV;
- cblas_cgemv(order, TransA, M, N, &alpha, A, lda, X, incX, &beta, Y, incY);
- }
-
- inline void cblas_gemv(const CBLAS_ORDER order,
- const CBLAS_TRANSPOSE TransA, const int M, const int N,
- const std::complex<double>& alpha, const std::complex<double> *A, const int lda,
- const std::complex<double> *X, const int incX, const std::complex<double>& beta,
- std::complex<double> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_GEMV;
- cblas_zgemv(order, TransA, M, N, &alpha, A, lda, X, incX, &beta, Y, incY);
- }
-
- // ----------------------------------------------------------------------------------------
-
- inline void cblas_ger(const CBLAS_ORDER order, const int M, const int N,
- const std::complex<float>& alpha, const std::complex<float> *X, const int incX,
- const std::complex<float> *Y, const int incY, std::complex<float> *A, const int lda)
- {
- DLIB_TEST_BLAS_BINDING_GER;
- cblas_cgeru (order, M, N, &alpha, X, incX, Y, incY, A, lda);
- }
-
- inline void cblas_ger(const CBLAS_ORDER order, const int M, const int N,
- const std::complex<double>& alpha, const std::complex<double> *X, const int incX,
- const std::complex<double> *Y, const int incY, std::complex<double> *A, const int lda)
- {
- DLIB_TEST_BLAS_BINDING_GER;
- cblas_zgeru (order, M, N, &alpha, X, incX, Y, incY, A, lda);
- }
-
- inline void cblas_ger(const CBLAS_ORDER order, const int M, const int N,
- const float alpha, const float *X, const int incX,
- const float *Y, const int incY, float *A, const int lda)
- {
- DLIB_TEST_BLAS_BINDING_GER;
- cblas_sger (order, M, N, alpha, X, incX, Y, incY, A, lda);
- }
-
- inline void cblas_ger(const CBLAS_ORDER order, const int M, const int N,
- const double alpha, const double *X, const int incX,
- const double *Y, const int incY, double *A, const int lda)
- {
- DLIB_TEST_BLAS_BINDING_GER;
- cblas_dger (order, M, N, alpha, X, incX, Y, incY, A, lda);
- }
-
- // ----------------------------------------------------------------------------------------
-
- inline void cblas_gerc(const CBLAS_ORDER order, const int M, const int N,
- const std::complex<float>& alpha, const std::complex<float> *X, const int incX,
- const std::complex<float> *Y, const int incY, std::complex<float> *A, const int lda)
- {
- DLIB_TEST_BLAS_BINDING_GER;
- cblas_cgerc (order, M, N, &alpha, X, incX, Y, incY, A, lda);
- }
-
- inline void cblas_gerc(const CBLAS_ORDER order, const int M, const int N,
- const std::complex<double>& alpha, const std::complex<double> *X, const int incX,
- const std::complex<double> *Y, const int incY, std::complex<double> *A, const int lda)
- {
- DLIB_TEST_BLAS_BINDING_GER;
- cblas_zgerc (order, M, N, &alpha, X, incX, Y, incY, A, lda);
- }
-
- // ----------------------------------------------------------------------------------------
-
- inline float cblas_dot(const int N, const float *X, const int incX,
- const float *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_DOT;
- return cblas_sdot(N, X, incX, Y, incY);
- }
-
- inline double cblas_dot(const int N, const double *X, const int incX,
- const double *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_DOT;
- return cblas_ddot(N, X, incX, Y, incY);
- }
-
- inline std::complex<float> cblas_dot(const int N, const std::complex<float> *X, const int incX,
- const std::complex<float> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_DOT;
- std::complex<float> result;
- cblas_cdotu_sub(N, X, incX, Y, incY, &result);
- return result;
- }
-
- inline std::complex<double> cblas_dot(const int N, const std::complex<double> *X, const int incX,
- const std::complex<double> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_DOT;
- std::complex<double> result;
- cblas_zdotu_sub(N, X, incX, Y, incY, &result);
- return result;
- }
-
- // ----------------------------------------------------------------------------------------
-
- inline std::complex<float> cblas_dotc(const int N, const std::complex<float> *X, const int incX,
- const std::complex<float> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_DOT;
- std::complex<float> result;
- cblas_cdotc_sub(N, X, incX, Y, incY, &result);
- return result;
- }
-
- inline std::complex<double> cblas_dotc(const int N, const std::complex<double> *X, const int incX,
- const std::complex<double> *Y, const int incY)
- {
- DLIB_TEST_BLAS_BINDING_DOT;
- std::complex<double> result;
- cblas_zdotc_sub(N, X, incX, Y, incY, &result);
- return result;
- }
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // Helpers for determining the data pointer, LDA, and incX arguments to BLAS functions.
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const matrix<T,NR,NC,MM,row_major_layout>& m) { return m.nc(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const matrix<T,NR,NC,MM,column_major_layout>& m) { return m.nr(); }
-
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const matrix_op<op_subm<matrix<T,NR,NC,MM,row_major_layout> > >& m) { return m.op.m.nc(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const matrix_op<op_subm<matrix<T,NR,NC,MM,column_major_layout> > >& m) { return m.op.m.nr(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const assignable_sub_matrix<T,NR,NC,MM,row_major_layout>& m) { return m.m.nc(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const assignable_sub_matrix<T,NR,NC,MM,column_major_layout>& m) { return m.m.nr(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const assignable_col_matrix<T,NR,NC,MM,row_major_layout>& m) { return m.m.nc(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const assignable_col_matrix<T,NR,NC,MM,column_major_layout>& m) { return m.m.nr(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const assignable_row_matrix<T,NR,NC,MM,row_major_layout>& m) { return m.m.nc(); }
-
- template <typename T, long NR, long NC, typename MM>
- int get_ld (const assignable_row_matrix<T,NR,NC,MM,column_major_layout>& m) { return m.m.nr(); }
-
- template <typename T>
- int get_ld (const assignable_ptr_matrix<T>& m) { return m.nc(); }
-
- template <typename T, typename MM>
- int get_ld (const matrix_op<op_array2d_to_mat<array2d<T,MM> > >& m) { return m.nc(); }
- template <typename T, typename MM>
- int get_ld (const matrix_op<op_array_to_mat<array<T,MM> > >& m) { return m.nc(); }
- template < typename value_type, typename alloc >
- int get_ld (const matrix_op<op_std_vect_to_mat<std::vector<value_type,alloc> > >& m) { return m.nc(); }
- template < typename value_type, typename alloc >
- int get_ld (const matrix_op<op_std_vect_to_mat<std_vector_c<value_type,alloc> > >& m) { return m.nc(); }
- template <typename T>
- int get_ld (const matrix_op<op_pointer_to_col_vect<T> >& m) { return m.nc(); }
- template <typename T>
- int get_ld (const matrix_op<op_pointer_to_mat<T> >& m) { return m.op.stride; }
-
- // --------
-
- // get_inc() returns the offset from one element to another. If an object has a
- // non-uniform offset between elements then returns 0 (e.g. a subm() view could
- // have a non-uniform offset between elements).
-
- template <typename T, typename MM>
- int get_inc (const matrix_op<op_array2d_to_mat<array2d<T,MM> > >& ) { return 1; }
- template <typename T, typename MM>
- int get_inc (const matrix_op<op_array_to_mat<array<T,MM> > >& ) { return 1; }
- template < typename value_type, typename alloc >
- int get_inc (const matrix_op<op_std_vect_to_mat<std::vector<value_type,alloc> > >& ) { return 1; }
- template < typename value_type, typename alloc >
- int get_inc (const matrix_op<op_std_vect_to_mat<std_vector_c<value_type,alloc> > >& ) { return 1; }
- template <typename T>
- int get_inc (const matrix_op<op_pointer_to_col_vect<T> >& ) { return 1; }
- template <typename T>
- int get_inc (const matrix_op<op_pointer_to_mat<T> >& m) { return m.op.stride==m.op.cols ? 1 : 0; }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- int get_inc (const matrix<T,NR,NC,MM,L>& ) { return 1; }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc (const matrix_op<op_subm<matrix<T,NR,NC,MM,row_major_layout> > >& m)
- {
- // if the sub-view doesn't cover all the columns then it can't have a uniform
- // layout.
- if (m.nc() < m.op.m.nc())
- return 0;
- else
- return 1;
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc (const matrix_op<op_subm<matrix<T,NR,NC,MM,column_major_layout> > >& m)
- {
- if (m.nr() < m.op.m.nr())
- return 0;
- else
- return 1;
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc (const assignable_sub_matrix<T,NR,NC,MM,row_major_layout>& m)
- {
- if (m.nc() < m.m.nc())
- return 0;
- else
- return 1;
- }
- template <typename T, long NR, long NC, typename MM>
- int get_inc (const assignable_sub_matrix<T,NR,NC,MM,column_major_layout>& m)
- {
- if (m.nr() < m.m.nr())
- return 0;
- else
- return 1;
- }
-
- template <typename T>
- int get_inc (const assignable_ptr_matrix<T>& ) { return 1; }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_colm<matrix<T,NR,NC,MM,row_major_layout> > >& m)
- {
- return m.op.m.nc();
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_rowm<matrix<T,NR,NC,MM,row_major_layout> > >& )
- {
- return 1;
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_colm2<matrix<T,NR,NC,MM,row_major_layout> > >& m)
- {
- return m.op.m.nc();
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_rowm2<matrix<T,NR,NC,MM,row_major_layout> > >& )
- {
- return 1;
- }
-
-
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_colm<matrix<T,NR,NC,MM,column_major_layout> > >& )
- {
- return 1;
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_rowm<matrix<T,NR,NC,MM,column_major_layout> > >& m)
- {
- return m.op.m.nr();
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_colm2<matrix<T,NR,NC,MM,column_major_layout> > >& )
- {
- return 1;
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const matrix_op<op_rowm2<matrix<T,NR,NC,MM,column_major_layout> > >& m)
- {
- return m.op.m.nr();
- }
-
-
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const assignable_row_matrix<T,NR,NC,MM,row_major_layout>& )
- {
- return 1;
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const assignable_row_matrix<T,NR,NC,MM,column_major_layout>& m)
- {
- return m.m.nr();
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const assignable_col_matrix<T,NR,NC,MM,row_major_layout>& m)
- {
- return m.m.nc();
- }
-
- template <typename T, long NR, long NC, typename MM>
- int get_inc(const assignable_col_matrix<T,NR,NC,MM,column_major_layout>& )
- {
- return 1;
- }
-
- // --------
-
- template <typename T, long NR, long NC, typename MM, typename L>
- const T* get_ptr (const matrix<T,NR,NC,MM,L>& m) { return &m(0,0); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- T* get_ptr (matrix<T,NR,NC,MM,L>& m) { return &m(0,0); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- const T* get_ptr (const matrix_op<op_subm<matrix<T,NR,NC,MM,L> > >& m) { return &m.op.m(m.op.r_,m.op.c_); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- const T* get_ptr (const matrix_op<op_colm<matrix<T,NR,NC,MM,L> > >& m) { return &m.op.m(0,m.op.col); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- const T* get_ptr (const matrix_op<op_rowm<matrix<T,NR,NC,MM,L> > >& m) { return &m.op.m(m.op.row,0); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- const T* get_ptr (const matrix_op<op_colm2<matrix<T,NR,NC,MM,L> > >& m) { return &m.op.m(0,m.op.col); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- const T* get_ptr (const matrix_op<op_rowm2<matrix<T,NR,NC,MM,L> > >& m) { return &m.op.m(m.op.row,0); }
-
-
- template <typename T, long NR, long NC, typename MM, typename L>
- T* get_ptr (assignable_col_matrix<T,NR,NC,MM,L>& m) { return &m(0,0); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- T* get_ptr (assignable_row_matrix<T,NR,NC,MM,L>& m) { return &m(0,0); }
-
- template <typename T, long NR, long NC, typename MM, typename L>
- T* get_ptr (assignable_sub_matrix<T,NR,NC,MM,L>& m) { return &m(0,0); }
-
- template <typename T>
- T* get_ptr (assignable_ptr_matrix<T>& m) { return m.ptr; }
-
- template <typename T, typename MM>
- const T* get_ptr (const matrix_op<op_array2d_to_mat<array2d<T,MM> > >& m) { return &m.op.array[0][0]; }
- template <typename T, typename MM>
- const T* get_ptr (const matrix_op<op_array_to_mat<array<T,MM> > >& m) { return &m.op.vect[0]; }
- template < typename T, typename alloc >
- const T* get_ptr (const matrix_op<op_std_vect_to_mat<std::vector<T,alloc> > >& m) { return &m.op.vect[0]; }
- template < typename T, typename alloc >
- const T* get_ptr (const matrix_op<op_std_vect_to_mat<std_vector_c<T,alloc> > >& m) { return &m.op.vect[0]; }
- template <typename T>
- const T* get_ptr (const matrix_op<op_pointer_to_col_vect<T> >& m) { return m.op.ptr; }
- template <typename T>
- const T* get_ptr (const matrix_op<op_pointer_to_mat<T> >& m) { return m.op.ptr; }
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- // Here we declare some matrix objects for use in the DLIB_ADD_BLAS_BINDING macro. These
- // extern declarations don't actually correspond to any real matrix objects. They are
- // simply here so we can build matrix expressions with the DLIB_ADD_BLAS_BINDING marco.
-
-
- // Note that the fact that these are double matrices isn't important, it is just a placeholder in this case.
- extern matrix<double> m; // general matrix
- extern matrix<double,1,0> rv; // general row vector
- extern matrix<double,0,1> cv; // general column vector
- extern const double s;
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // AXPY/SCAL overloads
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- DLIB_ADD_BLAS_BINDING(m)
- {
-
- const int N = static_cast<int>(src.size());
- if (transpose == false && N != 0)
- {
- if (add_to)
- {
- if (get_inc(src) && get_inc(dest))
- cblas_axpy(N, alpha, get_ptr(src), get_inc(src), get_ptr(dest), get_inc(dest));
- else
- matrix_assign_default(dest, src, alpha, add_to);
- }
- else
- {
- if (get_ptr(src) == get_ptr(dest))
- cblas_scal(N, alpha, get_ptr(dest));
- else
- matrix_assign_default(dest, src, alpha, add_to);
- }
- }
- else
- {
- matrix_assign_default(dest, trans(src), alpha, add_to);
- }
-
- } DLIB_END_BLAS_BINDING
-
- DLIB_ADD_BLAS_BINDING(rv)
- {
-
- const int N = static_cast<int>(src.size());
- if (transpose == false && N != 0)
- {
- if (add_to)
- {
- if (get_inc(src) && get_inc(dest))
- cblas_axpy(N, alpha, get_ptr(src), get_inc(src), get_ptr(dest), get_inc(dest));
- else
- matrix_assign_default(dest, src, alpha, add_to);
- }
- else
- {
- if (get_ptr(src) == get_ptr(dest))
- cblas_scal(N, alpha, get_ptr(dest));
- else
- matrix_assign_default(dest, src, alpha, add_to);
- }
- }
- else
- {
- matrix_assign_default(dest, trans(src), alpha, add_to);
- }
-
- } DLIB_END_BLAS_BINDING
-
- DLIB_ADD_BLAS_BINDING(cv)
- {
-
- const int N = static_cast<int>(src.size());
- if (transpose == false && N != 0)
- {
- if (add_to)
- {
- if (get_inc(src) && get_inc(dest))
- cblas_axpy(N, alpha, get_ptr(src), get_inc(src), get_ptr(dest), get_inc(dest));
- else
- matrix_assign_default(dest, src, alpha, add_to);
- }
- else
- {
- if (get_ptr(src) == get_ptr(dest))
- cblas_scal(N, alpha, get_ptr(dest));
- else
- matrix_assign_default(dest, src, alpha, add_to);
- }
- }
- else
- {
- matrix_assign_default(dest, trans(src), alpha, add_to);
- }
-
- } DLIB_END_BLAS_BINDING
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // GEMM overloads
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- DLIB_ADD_BLAS_BINDING(m*m)
- {
- //cout << "BLAS GEMM: m*m" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs);
- const int lda = get_ld(src.lhs);
- const T* B = get_ptr(src.rhs);
- const int ldb = get_ld(src.rhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, CblasNoTrans, CblasNoTrans, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- cblas_gemm(Order, CblasTrans, CblasTrans, N, M, K, alpha, B, ldb, A, lda, beta, C, ldc);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(m)*m)
- {
- //cout << "BLAS GEMM: trans(m)*m" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasTrans;
- const CBLAS_TRANSPOSE TransB = CblasNoTrans;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* B = get_ptr(src.rhs);
- const int ldb = get_ld(src.rhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, TransA, TransB, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- cblas_gemm(Order, TransA, TransB, N, M, K, alpha, B, ldb, A, lda, beta, C, ldc);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(m*trans(m))
- {
- //cout << "BLAS GEMM: m*trans(m)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasNoTrans;
- const CBLAS_TRANSPOSE TransB = CblasTrans;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs);
- const int lda = get_ld(src.lhs);
- const T* B = get_ptr(src.rhs.op.m);
- const int ldb = get_ld(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, TransA, TransB, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- cblas_gemm(Order, TransA, TransB, N, M, K, alpha, B, ldb, A, lda, beta, C, ldc);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(m)*trans(m))
- {
- //cout << "BLAS GEMM: trans(m)*trans(m)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* B = get_ptr(src.rhs.op.m);
- const int ldb = get_ld(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, CblasTrans, CblasTrans, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- cblas_gemm(Order, CblasNoTrans, CblasNoTrans, N, M, K, alpha, B, ldb, A, lda, beta, C, ldc);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
- // --------------------------------------
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(conj(m))*m)
- {
- //cout << "BLAS GEMM: trans(conj(m))*m" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasConjTrans;
- const CBLAS_TRANSPOSE TransB = CblasNoTrans;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* B = get_ptr(src.rhs);
- const int ldb = get_ld(src.rhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, TransA, TransB, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- matrix_assign_default(dest, trans(src), alpha, add_to);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(conj(m))*trans(m))
- {
- //cout << "BLAS GEMM: trans(conj(m))*trans(m)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasConjTrans;
- const CBLAS_TRANSPOSE TransB = CblasTrans;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* B = get_ptr(src.rhs.op.m);
- const int ldb = get_ld(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, TransA, TransB, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- matrix_assign_default(dest, trans(src), alpha, add_to);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(m*trans(conj(m)))
- {
- //cout << "BLAS GEMM: m*trans(conj(m))" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasNoTrans;
- const CBLAS_TRANSPOSE TransB = CblasConjTrans;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs);
- const int lda = get_ld(src.lhs);
- const T* B = get_ptr(src.rhs.op.m);
- const int ldb = get_ld(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, TransA, TransB, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- matrix_assign_default(dest, trans(src), alpha, add_to);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(m)*trans(conj(m)))
- {
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasTrans;
- const CBLAS_TRANSPOSE TransB = CblasConjTrans;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* B = get_ptr(src.rhs.op.m);
- const int ldb = get_ld(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, TransA, TransB, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- matrix_assign_default(dest, trans(src), alpha, add_to);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(conj(m))*trans(conj(m)))
- {
- //cout << "BLAS GEMM: trans(conj(m))*trans(conj(m))" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasConjTrans;
- const CBLAS_TRANSPOSE TransB = CblasConjTrans;
- const int M = static_cast<int>(src.nr());
- const int N = static_cast<int>(src.nc());
- const int K = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* B = get_ptr(src.rhs.op.m);
- const int ldb = get_ld(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* C = get_ptr(dest);
- const int ldc = get_ld(dest);
-
- if (transpose == false)
- cblas_gemm(Order, TransA, TransB, M, N, K, alpha, A, lda, B, ldb, beta, C, ldc);
- else
- matrix_assign_default(dest, trans(src), alpha, add_to);
- } DLIB_END_BLAS_BINDING
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // GEMV overloads
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- DLIB_ADD_BLAS_BINDING(m*cv)
- {
- //cout << "BLAS GEMV: m*cv" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasNoTrans;
- const int M = static_cast<int>(src.lhs.nr());
- const int N = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs);
- const int lda = get_ld(src.lhs);
- const T* X = get_ptr(src.rhs);
- const int incX = get_inc(src.rhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(rv*m)
- {
- // Note that rv*m is the same as trans(m)*trans(rv)
-
- //cout << "BLAS GEMV: rv*m" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasTrans;
- const int M = static_cast<int>(src.rhs.nr());
- const int N = static_cast<int>(src.rhs.nc());
- const T* A = get_ptr(src.rhs);
- const int lda = get_ld(src.rhs);
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(cv)*m)
- {
- // Note that trans(cv)*m is the same as trans(m)*cv
-
- //cout << "BLAS GEMV: trans(cv)*m" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasTrans;
- const int M = static_cast<int>(src.rhs.nr());
- const int N = static_cast<int>(src.rhs.nc());
- const T* A = get_ptr(src.rhs);
- const int lda = get_ld(src.rhs);
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(m*trans(rv))
- {
- //cout << "BLAS GEMV: m*trans(rv)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasNoTrans;
- const int M = static_cast<int>(src.lhs.nr());
- const int N = static_cast<int>(src.lhs.nc());
- const T* A = get_ptr(src.lhs);
- const int lda = get_ld(src.lhs);
- const T* X = get_ptr(src.rhs.op.m);
- const int incX = get_inc(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
- // --------------------------------------
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(m)*cv)
- {
- //cout << "BLAS GEMV: trans(m)*cv" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasTrans;
- const int M = static_cast<int>(src.lhs.op.m.nr());
- const int N = static_cast<int>(src.lhs.op.m.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* X = get_ptr(src.rhs);
- const int incX = get_inc(src.rhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(rv*trans(m))
- {
- // Note that rv*trans(m) is the same as m*trans(rv)
-
- //cout << "BLAS GEMV: rv*trans(m)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasNoTrans;
- const int M = static_cast<int>(src.rhs.op.m.nr());
- const int N = static_cast<int>(src.rhs.op.m.nc());
- const T* A = get_ptr(src.rhs.op.m);
- const int lda = get_ld(src.rhs.op.m);
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(cv)*trans(m))
- {
- // Note that trans(cv)*trans(m) is the same as m*cv
-
- //cout << "BLAS GEMV: trans(cv)*trans(m)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasNoTrans;
- const int M = static_cast<int>(src.rhs.op.m.nr());
- const int N = static_cast<int>(src.rhs.op.m.nc());
- const T* A = get_ptr(src.rhs.op.m);
- const int lda = get_ld(src.rhs.op.m);
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(m)*trans(rv))
- {
- //cout << "BLAS GEMV: trans(m)*trans(rv)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasTrans;
- const int M = static_cast<int>(src.lhs.op.m.nr());
- const int N = static_cast<int>(src.lhs.op.m.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* X = get_ptr(src.rhs.op.m);
- const int incX = get_inc(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
- // --------------------------------------
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(cv)*conj(m))
- {
- // Note that trans(cv)*conj(m) == conj(trans(m))*cv
- //cout << "BLAS GEMV: trans(cv)*conj(m)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasConjTrans;
- const int M = static_cast<int>(src.rhs.op.m.nr());
- const int N = static_cast<int>(src.rhs.op.m.nc());
- const T* A = get_ptr(src.rhs.op.m);
- const int lda = get_ld(src.rhs.op.m);
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(rv*conj(m))
- {
- // Note that rv*conj(m) == conj(trans(m))*cv
- //cout << "BLAS GEMV: rv*conj(m)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasConjTrans;
- const int M = static_cast<int>(src.rhs.op.m.nr());
- const int N = static_cast<int>(src.rhs.op.m.nc());
- const T* A = get_ptr(src.rhs.op.m);
- const int lda = get_ld(src.rhs.op.m);
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(conj(m))*cv)
- {
- //cout << "BLAS GEMV: trans(conj(m))*cv" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasConjTrans;
- const int M = static_cast<int>(src.lhs.op.m.nr());
- const int N = static_cast<int>(src.lhs.op.m.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* X = get_ptr(src.rhs);
- const int incX = get_inc(src.rhs);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(conj(m))*trans(rv))
- {
- //cout << "BLAS GEMV: trans(conj(m))*trans(rv)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const CBLAS_TRANSPOSE TransA = CblasConjTrans;
- const int M = static_cast<int>(src.lhs.op.m.nr());
- const int N = static_cast<int>(src.lhs.op.m.nc());
- const T* A = get_ptr(src.lhs.op.m);
- const int lda = get_ld(src.lhs.op.m);
- const T* X = get_ptr(src.rhs.op.m);
- const int incX = get_inc(src.rhs.op.m);
-
- const T beta = static_cast<T>(add_to?1:0);
- T* Y = get_ptr(dest);
- const int incY = get_inc(dest);
-
- cblas_gemv(Order, TransA, M, N, alpha, A, lda, X, incX, beta, Y, incY);
- } DLIB_END_BLAS_BINDING
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // GER overloads
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- DLIB_ADD_BLAS_BINDING(cv*rv)
- {
- //cout << "BLAS GER: cv*rv" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
- const T* Y = get_ptr(src.rhs);
- const int incY = get_inc(src.rhs);
-
- if (add_to == false)
- zero_matrix(dest);
-
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- if (transpose == false)
- cblas_ger(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- else
- cblas_ger(Order, M, N, alpha, Y, incY, X, incX, A, lda);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(rv)*rv)
- {
- //cout << "BLAS GER: trans(rv)*rv" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs);
- const int incY = get_inc(src.rhs);
-
- if (add_to == false)
- zero_matrix(dest);
-
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- if (transpose == false)
- cblas_ger(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- else
- cblas_ger(Order, M, N, alpha, Y, incY, X, incX, A, lda);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(cv*trans(cv))
- {
- //cout << "BLAS GER: cv*trans(cv)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
- if (add_to == false)
- zero_matrix(dest);
-
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- if (transpose == false)
- cblas_ger(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- else
- cblas_ger(Order, M, N, alpha, Y, incY, X, incX, A, lda);
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(rv)*trans(cv))
- {
- //cout << "BLAS GER: trans(rv)*trans(cv)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
- if (add_to == false)
- zero_matrix(dest);
-
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- if (transpose == false)
- cblas_ger(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- else
- cblas_ger(Order, M, N, alpha, Y, incY, X, incX, A, lda);
- } DLIB_END_BLAS_BINDING
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // GERC overloads
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- /*
- DLIB_ADD_BLAS_BINDING(cv*conj(rv))
- {
- //cout << "BLAS GERC: cv*conj(rv)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
- if (add_to == false)
- zero_matrix(dest);
-
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- if (transpose == false)
- cblas_gerc(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- else
- cblas_gerc(Order, M, N, alpha, Y, incY, X, incX, A, lda);
- } DLIB_END_BLAS_BINDING
- */
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(cv*conj(trans(cv)))
- {
- //cout << "BLAS GERC: cv*conj(trans(cv))" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
-
- if (transpose == false)
- {
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- if (add_to == false)
- zero_matrix(dest);
-
- cblas_gerc(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- }
- else
- {
- matrix_assign_default(dest,trans(src),alpha,add_to);
- //cblas_gerc(Order, M, N, alpha, Y, incY, X, incX, A, lda);
- }
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(rv)*conj(trans(cv)))
- {
- //cout << "BLAS GERC: trans(rv)*conj(trans(cv))" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
-
- if (transpose == false)
- {
- if (add_to == false)
- zero_matrix(dest);
-
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- cblas_gerc(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- }
- else
- {
- matrix_assign_default(dest,trans(src),alpha,add_to);
- //cblas_gerc(Order, M, N, alpha, Y, incY, X, incX, A, lda);
- }
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- /*
- DLIB_ADD_BLAS_BINDING(trans(rv)*conj(rv))
- {
- //cout << "BLAS GERC: trans(rv)*conj(rv)" << endl;
- const bool is_row_major_order = is_same_type<typename dest_exp::layout_type,row_major_layout>::value;
- const CBLAS_ORDER Order = is_row_major_order ? CblasRowMajor : CblasColMajor;
- const int M = static_cast<int>(dest.nr());
- const int N = static_cast<int>(dest.nc());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
- if (add_to == false)
- zero_matrix(dest);
-
- T* A = get_ptr(dest);
- const int lda = get_ld(dest);
-
- if (transpose == false)
- cblas_gerc(Order, M, N, alpha, X, incX, Y, incY, A, lda);
- else
- cblas_gerc(Order, M, N, alpha, Y, incY, X, incX, A, lda);
- } DLIB_END_BLAS_BINDING
- */
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // DOT overloads
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- DLIB_ADD_BLAS_BINDING(rv*cv)
- {
- //cout << "BLAS DOT: rv*cv" << endl;
- const int N = static_cast<int>(src.lhs.size());
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
- const T* Y = get_ptr(src.rhs);
- const int incY = get_inc(src.rhs);
-
- if (add_to == false)
- dest(0) = alpha*cblas_dot(N, X, incX, Y, incY);
- else
- dest(0) += alpha*cblas_dot(N, X, incX, Y, incY);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(cv)*cv)
- {
- //cout << "BLAS DOT: trans(cv)*cv" << endl;
- const int N = static_cast<int>(src.lhs.size());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs);
- const int incY = get_inc(src.rhs);
-
- if (add_to == false)
- dest(0) = alpha*cblas_dot(N, X, incX, Y, incY);
- else
- dest(0) += alpha*cblas_dot(N, X, incX, Y, incY);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(rv*trans(rv))
- {
- //cout << "BLAS DOT: rv*trans(rv)" << endl;
- const int N = static_cast<int>(src.lhs.size());
- const T* X = get_ptr(src.lhs);
- const int incX = get_inc(src.lhs);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
- if (add_to == false)
- dest(0) = alpha*cblas_dot(N, X, incX, Y, incY);
- else
- dest(0) += alpha*cblas_dot(N, X, incX, Y, incY);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(cv)*trans(rv))
- {
- //cout << "BLAS DOT: trans(cv)*trans(rv)" << endl;
- const int N = static_cast<int>(src.lhs.op.m.size());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
- if (add_to == false)
- dest(0) = alpha*cblas_dot(N, X, incX, Y, incY);
- else
- dest(0) += alpha*cblas_dot(N, X, incX, Y, incY);
-
- } DLIB_END_BLAS_BINDING
-
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
- // DOTC overloads
- // ----------------------------------------------------------------------------------------
- // ----------------------------------------------------------------------------------------
-
- DLIB_ADD_BLAS_BINDING(conj(rv)*cv)
- {
- //cout << "BLAS DOTC: conj(rv)*cv" << endl;
- const int N = static_cast<int>(src.lhs.op.m.size());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs);
- const int incY = get_inc(src.rhs);
-
- if (add_to == false)
- dest(0) = alpha*cblas_dotc(N, X, incX, Y, incY);
- else
- dest(0) += alpha*cblas_dotc(N, X, incX, Y, incY);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(conj(trans(cv))*cv)
- {
- //cout << "BLAS DOTC: conj(trans(cv))*cv" << endl;
- const int N = static_cast<int>(src.lhs.op.m.size());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs);
- const int incY = get_inc(src.rhs);
-
- if (add_to == false)
- dest(0) = alpha*cblas_dotc(N, X, incX, Y, incY);
- else
- dest(0) += alpha*cblas_dotc(N, X, incX, Y, incY);
-
- } DLIB_END_BLAS_BINDING
-
- // --------------------------------------
-
- DLIB_ADD_BLAS_BINDING(trans(conj(cv))*trans(rv))
- {
- //cout << "BLAS DOTC: trans(conj(cv))*trans(rv)" << endl;
- const int N = static_cast<int>(src.lhs.op.m.size());
- const T* X = get_ptr(src.lhs.op.m);
- const int incX = get_inc(src.lhs.op.m);
- const T* Y = get_ptr(src.rhs.op.m);
- const int incY = get_inc(src.rhs.op.m);
-
- if (add_to == false)
- dest(0) = alpha*cblas_dotc(N, X, incX, Y, incY);
- else
- dest(0) += alpha*cblas_dotc(N, X, incX, Y, incY);
-
- } DLIB_END_BLAS_BINDING
-
- }
-
-// ----------------------------------------------------------------------------------------
-
-}
-
-#endif // DLIB_MATRIx_BLAS_BINDINGS_
-