// Copyright (C) 2008 Davis E. King (davis@dlib.net) // License: Boost Software License See LICENSE.txt for the full license. #ifndef DLIB_MATRIx_ASSIGn_ #define DLIB_MATRIx_ASSIGn_ #include "matrix.h" #include "matrix_utilities.h" #include "matrix_subexp.h" #include "../enable_if.h" #include "matrix_assign_fwd.h" #include "matrix_default_mul.h" #include "matrix_conj_trans.h" #include "matrix_mat.h" namespace dlib { /* This file contains some templates that are used inside the matrix_blas_bindings.h file to bind various matrix expressions to optimized code for carrying them out. */ // ---------------------------------------------------------------------------------------- // ---------------------------------------------------------------------------------------- // ---------------------------------------------------------------------------------------- namespace blas_bindings { // ------------------------------------------------------------------------------------ template <typename T> void zero_matrix ( T& m ) { for (long r = 0; r < m.nr(); ++r) { for (long c = 0; c < m.nc(); ++c) { m(r,c) = 0; } } } // ------------------------------------------------------------------------------------ // This template struct is used to tell us if a matrix expression contains a matrix multiply. template <typename T> struct has_matrix_multiply { const static bool value = false; }; template <typename T, typename U> struct has_matrix_multiply<matrix_multiply_exp<T,U> > { const static bool value = true; }; template <typename T, typename U> struct has_matrix_multiply<matrix_add_exp<T,U> > { const static bool value = has_matrix_multiply<T>::value || has_matrix_multiply<U>::value; }; template <typename T, typename U> struct has_matrix_multiply<matrix_subtract_exp<T,U> > { const static bool value = has_matrix_multiply<T>::value || has_matrix_multiply<U>::value; }; template <typename T, bool Tb> struct has_matrix_multiply<matrix_mul_scal_exp<T,Tb> > { const static bool value = true; }; template <typename T> struct has_matrix_multiply<matrix_div_scal_exp<T> > { const static bool value = has_matrix_multiply<T>::value; }; template <typename T> struct has_matrix_multiply<matrix_op<T> > { const static bool value = has_matrix_multiply<T>::value; }; template <typename T> struct has_matrix_multiply<op_trans<T> > { const static bool value = has_matrix_multiply<T>::value; }; template <typename T> struct has_matrix_multiply<op_conj_trans<T> > { const static bool value = has_matrix_multiply<T>::value; }; template <typename T> struct has_matrix_multiply<op_conj<T> > { const static bool value = has_matrix_multiply<T>::value; }; // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ const int unknown_matrix = 0; const int general_matrix = 1; const int row_matrix = 2; const int column_matrix = 3; // ------------------------------------------------------------------------------------ template <typename T> struct matrix_type_id { const static int value = unknown_matrix; }; template <typename T, long NR, long NC, typename MM, typename L> struct matrix_type_id<matrix<T,NR,NC,MM,L> > { const static int value = general_matrix; }; template <typename T, long NR, typename MM, typename L> struct matrix_type_id<matrix<T,NR,1,MM,L> > { const static int value = column_matrix; }; template <typename T, typename MM, typename L> struct matrix_type_id<matrix<T,1,1,MM,L> > { const static int value = column_matrix; }; template <typename T, long NC, typename MM, typename L> struct matrix_type_id<matrix<T,1,NC,MM,L> > { const static int value = row_matrix; }; // ------------------------------------------------------------------------------------ template <typename T, long NR, long NC, typename MM, typename L> struct matrix_type_id<matrix_op<op_colm<matrix<T,NR,NC,MM,L> > > > { const static int value = column_matrix; }; template <typename T, long NR, long NC, typename MM, typename L> struct matrix_type_id<matrix_op<op_rowm<matrix<T,NR,NC,MM,L> > > > { const static int value = row_matrix; }; template <typename T, long NR, long NC, typename MM, typename L> struct matrix_type_id<matrix_op<op_colm2<matrix<T,NR,NC,MM,L> > > > { const static int value = column_matrix; }; template <typename T, long NR, long NC, typename MM, typename L> struct matrix_type_id<matrix_op<op_rowm2<matrix<T,NR,NC,MM,L> > > > { const static int value = row_matrix; }; template <typename T, long NR, long NC, typename MM, typename L> struct matrix_type_id<matrix_op<op_subm<matrix<T,NR,NC,MM,L> > > > { const static int value = general_matrix; }; template < typename T, typename MM > struct matrix_type_id<matrix_op<op_array2d_to_mat<array2d<T,MM> > > > { const static int value = general_matrix; }; template < typename T, typename MM > struct matrix_type_id<matrix_op<op_array_to_mat<array<T,MM> > > > { const static int value = column_matrix; }; template < typename value_type, typename alloc > struct matrix_type_id<matrix_op<op_std_vect_to_mat<std::vector<value_type,alloc> > > > { const static int value = column_matrix; }; template < typename value_type, typename alloc > struct matrix_type_id<matrix_op<op_std_vect_to_mat<std_vector_c<value_type,alloc> > > > { const static int value = column_matrix; }; template < typename T > struct matrix_type_id<matrix_op<op_pointer_to_col_vect<T> > > { const static int value = column_matrix; }; template < typename T > struct matrix_type_id<matrix_op<op_pointer_to_mat<T> > > { const static int value = general_matrix; }; // ------------------------------------------------------------------------------------ template <typename T, typename U> struct same_matrix { const static int T_id = matrix_type_id<T>::value; const static int U_id = matrix_type_id<U>::value; // The check for unknown_matrix is here so that we can be sure that matrix types // other than the ones specifically enumerated above never get pushed into // any of the BLAS bindings. So saying they are never the same as anything // else prevents them from matching any of the BLAS bindings. const static bool value = (T_id == U_id) && (T_id != unknown_matrix); }; // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // This template struct is used to tell us if two matrix expressions both contain the same // sequence of operators, expressions. It also only has a value of true if the T expression // contains only matrices with the given layout. template <typename T, typename U, typename layout> struct same_exp { const static bool value = (is_same_type<typename T::exp_type, typename U::exp_type>::value || same_matrix<typename T::exp_type, typename U::exp_type>::value) && is_same_type<typename T::layout_type,layout>::value; }; // Used only below. They help strip off the const and & qualifiers that can show up // in the LHS_ref_type and RHS_ref_type typedefs. template <typename T> struct noref{ typedef T type;}; template <typename T> struct noref<T&>{ typedef T type;}; template <typename T> struct noref<const T&>{ typedef T type;}; template <typename T> struct noref<const T>{ typedef T type;}; template <typename Tlhs, typename Ulhs, typename Trhs, typename Urhs, typename layout> struct same_exp<matrix_multiply_exp<Tlhs,Trhs>, matrix_multiply_exp<Ulhs,Urhs>,layout > { // The reason this case is more complex than the others is because the matrix_multiply_exp // will use a temporary matrix instead of Tlhs or Trhs in the event that one of these // types corresponds to an expensive expression. So we have to use the type that really // gets used. The following typedefs are here to pick out that true type. typedef typename matrix_multiply_exp<Tlhs,Trhs>::LHS_ref_type T_LHS_ref_type; typedef typename matrix_multiply_exp<Tlhs,Trhs>::RHS_ref_type T_RHS_ref_type; typedef typename noref<T_LHS_ref_type>::type T_lhs_type; typedef typename noref<T_RHS_ref_type>::type T_rhs_type; typedef typename matrix_multiply_exp<Ulhs,Urhs>::LHS_ref_type U_LHS_ref_type; typedef typename matrix_multiply_exp<Ulhs,Urhs>::RHS_ref_type U_RHS_ref_type; typedef typename noref<U_LHS_ref_type>::type U_lhs_type; typedef typename noref<U_RHS_ref_type>::type U_rhs_type; const static bool value = same_exp<T_lhs_type,U_lhs_type,layout>::value && same_exp<T_rhs_type,U_rhs_type,layout>::value; }; template <typename Tlhs, typename Ulhs, typename Trhs, typename Urhs, typename layout> struct same_exp<matrix_add_exp<Tlhs,Trhs>, matrix_add_exp<Ulhs,Urhs>, layout > { const static bool value = same_exp<Tlhs,Ulhs,layout>::value && same_exp<Trhs,Urhs,layout>::value; }; template <typename Tlhs, typename Ulhs, typename Trhs, typename Urhs, typename layout> struct same_exp<matrix_subtract_exp<Tlhs,Trhs>, matrix_subtract_exp<Ulhs,Urhs>, layout > { const static bool value = same_exp<Tlhs,Ulhs,layout>::value && same_exp<Trhs,Urhs,layout>::value; }; template <typename T, typename U, bool Tb, bool Ub, typename layout> struct same_exp<matrix_mul_scal_exp<T,Tb>, matrix_mul_scal_exp<U,Ub>, layout > { const static bool value = same_exp<T,U,layout>::value; }; template <typename T, typename U, typename layout> struct same_exp<matrix_div_scal_exp<T>, matrix_div_scal_exp<U>, layout > { const static bool value = same_exp<T,U,layout>::value; }; template <typename T, typename U, typename layout> struct same_exp<matrix_op<op_trans<T> >, matrix_op<op_trans<U> >, layout > { const static bool value = same_exp<T,U,layout>::value; }; template <typename T, typename U, typename layout> struct same_exp<matrix_op<op_conj<T> >, matrix_op<op_conj<U> >, layout > { const static bool value = same_exp<T,U,layout>::value; }; template <typename T, typename U, typename layout> struct same_exp<matrix_op<op_conj_trans<T> >, matrix_op<op_conj_trans<U> >, layout > { const static bool value = same_exp<T,U,layout>::value; }; // ------------------------------------------------------------------------------------ struct yes_type { char ch; }; struct no_type { yes_type a, b; }; // This is a helper that is used below to apply the same_exp template to matrix expressions. template <typename T, typename layout, typename U> typename enable_if<same_exp<T,U,layout>,yes_type>::type test(U); template <typename T, typename layout, typename U> typename disable_if<same_exp<T,U,layout>,no_type>::type test(U); // ------------------------------------------------------------------------------------ template < typename dest_exp, typename src_exp, typename enabled = void > struct matrix_assign_blas_helper { // We are in the default version of the blas helper so this // means there wasn't any more specific overload. So just // let the default matrix assignment happen. template <typename EXP> static void assign ( dest_exp& dest, const EXP& src, typename src_exp::type alpha, bool add_to, bool transpose ) { if (transpose == false) matrix_assign_default(dest,src,alpha,add_to); else matrix_assign_default(dest,trans(src),alpha,add_to); } // If we know this is a matrix multiply then apply the // default dlib matrix multiply to speed things up a bit more // than the above default function would. template <typename EXP1, typename EXP2> static void assign ( dest_exp& dest, const matrix_multiply_exp<EXP1,EXP2>& src, typename src_exp::type alpha, bool add_to, bool transpose ) { // At some point I need to improve the default (i.e. non BLAS) matrix // multiplication algorithm... if (alpha == static_cast<typename src_exp::type>(1)) { if (add_to == false) { zero_matrix(dest); } if (transpose == false) default_matrix_multiply(dest, src.lhs, src.rhs); else default_matrix_multiply(dest, trans(src.rhs), trans(src.lhs)); } else { if (add_to) { typename dest_exp::matrix_type temp(dest.nr(),dest.nc()); zero_matrix(temp); if (transpose == false) default_matrix_multiply(temp, src.lhs, src.rhs); else default_matrix_multiply(temp, trans(src.rhs), trans(src.lhs)); matrix_assign_default(dest,temp, alpha,true); } else { zero_matrix(dest); if (transpose == false) default_matrix_multiply(dest, src.lhs, src.rhs); else default_matrix_multiply(dest, trans(src.rhs), trans(src.lhs)); matrix_assign_default(dest,dest, alpha, false); } } } }; // This is a macro to help us add overloads for the matrix_assign_blas_helper template. // Using this macro it is easy to add overloads for arbitrary matrix expressions. #define DLIB_ADD_BLAS_BINDING(src_expression) \ template <typename T, typename L> struct DLIB_BOOST_JOIN(blas,__LINE__) \ { const static bool value = sizeof(yes_type) == sizeof(test<T,L>(src_expression)); }; \ \ template < typename dest_exp, typename src_exp > \ struct matrix_assign_blas_helper<dest_exp, src_exp, \ typename enable_if<DLIB_BOOST_JOIN(blas,__LINE__)<src_exp,typename dest_exp::layout_type> >::type > { \ static void assign ( \ dest_exp& dest, \ const src_exp& src, \ typename src_exp::type alpha, \ bool add_to, \ bool DLIB_NO_WARN_UNUSED transpose \ ) { \ DLIB_NO_WARN_UNUSED typedef typename dest_exp::type T; #define DLIB_END_BLAS_BINDING }}; // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // ------------------- Forward Declarations ------------------- template < typename dest_exp, typename src_exp > void matrix_assign_blas_proxy ( dest_exp& dest, const src_exp& src, typename src_exp::type alpha, bool add_to, bool transpose ); /*! requires - src.aliases(dest) == false - dest.nr() == src.nr() - dest.nc() == src.nc() !*/ template < typename dest_exp, typename src_exp, typename src_exp2 > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_add_exp<src_exp, src_exp2>& src, typename src_exp::type alpha, bool add_to, bool transpose ); /*! requires - src.aliases(dest) == false - dest.nr() == src.nr() - dest.nc() == src.nc() !*/ template < typename dest_exp, typename src_exp, bool Sb > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_mul_scal_exp<src_exp,Sb>& src, typename src_exp::type alpha, bool add_to, bool transpose ); /*! requires - src.aliases(dest) == false - dest.nr() == src.nr() - dest.nc() == src.nc() !*/ template < typename dest_exp, typename src_exp > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_op<op_trans<src_exp> >& src, typename src_exp::type alpha, bool add_to, bool transpose ); /*! requires - src.aliases(dest) == false - dest.nr() == src.nr() - dest.nc() == src.nc() !*/ template < typename dest_exp, typename src_exp, typename src_exp2 > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_subtract_exp<src_exp, src_exp2>& src, typename src_exp::type alpha, bool add_to, bool transpose ); /*! requires - src.aliases(dest) == false - dest.nr() == src.nr() - dest.nc() == src.nc() !*/ // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const src_exp& src ); template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const matrix_add_exp<matrix<T,NR,NC,MM,L> ,src_exp>& src ); /*! This function catches the expressions of the form: M = M + exp; and converts them into the appropriate matrix_assign_blas() call. This is an important case to catch because it is the expression used to represent the += matrix operator. !*/ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const matrix_add_exp<src_exp, matrix<T,NR,NC,MM,L> >& src ); /*! This function catches the expressions of the form: M = exp + M; and converts them into the appropriate matrix_assign_blas() call. This is an important case to catch because it is the expression used to represent the += matrix operator. !*/ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const matrix_subtract_exp<matrix<T,NR,NC,MM,L> ,src_exp>& src ); /*! This function catches the expressions of the form: M = M - exp; and converts them into the appropriate matrix_assign_blas() call. This is an important case to catch because it is the expression used to represent the -= matrix operator. !*/ // End of forward declarations for overloaded matrix_assign_blas functions // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ template < typename dest_exp, typename src_exp > void matrix_assign_blas_proxy ( dest_exp& dest, const src_exp& src, typename src_exp::type alpha, bool add_to, bool transpose ) { matrix_assign_blas_helper<dest_exp,src_exp>::assign(dest,src,alpha,add_to, transpose); } // ------------------------------------------------------------------------------------ template < typename dest_exp, typename src_exp, typename src_exp2 > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_add_exp<src_exp, src_exp2>& src, typename src_exp::type alpha, bool add_to, bool transpose ) { if (has_matrix_multiply<src_exp>::value || has_matrix_multiply<src_exp2>::value) { matrix_assign_blas_proxy(dest, src.lhs, alpha, add_to, transpose); matrix_assign_blas_proxy(dest, src.rhs, alpha, true, transpose); } else { if (transpose == false) matrix_assign_default(dest, src, alpha, add_to); else matrix_assign_default(dest, trans(src), alpha, add_to); } } // ------------------------------------------------------------------------------------ template < typename dest_exp, typename src_exp, bool Sb > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_mul_scal_exp<src_exp,Sb>& src, typename src_exp::type alpha, bool add_to, bool transpose ) { matrix_assign_blas_proxy(dest, src.m, alpha*src.s, add_to, transpose); } // ------------------------------------------------------------------------------------ template < typename dest_exp, typename src_exp > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_op<op_trans<src_exp> >& src, typename src_exp::type alpha, bool add_to, bool transpose ) { matrix_assign_blas_proxy(dest, src.op.m, alpha, add_to, !transpose); } // ------------------------------------------------------------------------------------ template < typename dest_exp, typename src_exp, typename src_exp2 > void matrix_assign_blas_proxy ( dest_exp& dest, const matrix_subtract_exp<src_exp, src_exp2>& src, typename src_exp::type alpha, bool add_to, bool transpose ) { if (has_matrix_multiply<src_exp>::value || has_matrix_multiply<src_exp2>::value) { matrix_assign_blas_proxy(dest, src.lhs, alpha, add_to, transpose); matrix_assign_blas_proxy(dest, src.rhs, -alpha, true, transpose); } else { if (transpose == false) matrix_assign_default(dest, src, alpha, add_to); else matrix_assign_default(dest, trans(src), alpha, add_to); } } // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // Once we get into this function it means that we are dealing with a matrix of float, // double, complex<float>, or complex<double> and the src_exp contains at least one // matrix multiply. template < typename T, long NR, long NC, typename MM, typename L, long NR2, long NC2, bool Sb > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const matrix_mul_scal_exp<matrix<T,NR2,NC2,MM,L>,Sb>& src ) { // It's ok that we don't check for aliasing in this case because there isn't // any complex unrolling of successive + or - operators in this expression. matrix_assign_blas_proxy(dest,src.m,src.s,false, false); } // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { if (src.aliases(dest)) { matrix<T,NR,NC,MM,L> temp(dest.nr(),dest.nc()); matrix_assign_blas_proxy(temp,src,1,false, false); temp.swap(dest); } else { matrix_assign_blas_proxy(dest,src,1,false, false); } } // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( assignable_sub_matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { if (src.aliases(dest.m)) { matrix<T,NR,NC,MM,L> temp(dest.nr(),dest.nc()); matrix_assign_blas_proxy(temp,src,1,false, false); matrix_assign_default(dest,temp); } else { matrix_assign_blas_proxy(dest,src,1,false, false); } } // ------------------------------------------------------------------------------------ template < typename T, typename src_exp > void matrix_assign_blas ( assignable_ptr_matrix<T>& dest, const src_exp& src ) { if (src.aliases(mat(dest.ptr,dest.height,dest.width))) { matrix<T> temp(dest.nr(),dest.nc()); matrix_assign_blas_proxy(temp,src,1,false, false); matrix_assign_default(dest,temp); } else { matrix_assign_blas_proxy(dest,src,1,false, false); } } // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( assignable_row_matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { if (src.aliases(dest.m)) { matrix<T,NR,NC,MM,L> temp(dest.nr(),dest.nc()); matrix_assign_blas_proxy(temp,src,1,false, false); matrix_assign_default(dest,temp); } else { matrix_assign_blas_proxy(dest,src,1,false, false); } } // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( assignable_col_matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { if (src.aliases(dest.m)) { matrix<T,NR,NC,MM,L> temp(dest.nr(),dest.nc()); matrix_assign_blas_proxy(temp,src,1,false, false); matrix_assign_default(dest,temp); } else { matrix_assign_blas_proxy(dest,src,1,false, false); } } // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const matrix_add_exp<matrix<T,NR,NC,MM,L> ,src_exp>& src ) { if (src.rhs.aliases(dest) == false) { if (&src.lhs != &dest) { dest = src.lhs; } matrix_assign_blas_proxy(dest, src.rhs, 1, true, false); } else { matrix<T,NR,NC,MM,L> temp(src.lhs); matrix_assign_blas_proxy(temp, src.rhs, 1, true, false); temp.swap(dest); } } // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const matrix_add_exp<src_exp, matrix<T,NR,NC,MM,L> >& src ) { // Just switch around the left and right hand sides of the incoming // add expression and pass it back into matrix_assign_blas() so that // the above function will be called. typedef matrix_add_exp<matrix<T,NR,NC,MM,L> ,src_exp> swapped_add_exp; matrix_assign_blas(dest, swapped_add_exp(src.rhs, src.lhs)); } // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > void matrix_assign_blas ( matrix<T,NR,NC,MM,L>& dest, const matrix_subtract_exp<matrix<T,NR,NC,MM,L> ,src_exp>& src ) { if (src.rhs.aliases(dest) == false) { if (&src.lhs != &dest) { dest = src.lhs; } matrix_assign_blas_proxy(dest, src.rhs, -1, true, false); } else { matrix<T,NR,NC,MM,L> temp(src.lhs); matrix_assign_blas_proxy(temp, src.rhs, -1, true, false); temp.swap(dest); } } // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ // ------------------------------------------------------------------------------------ } // end of namespace blas_bindings // ------------------------------------------------------------------------------------ template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > inline typename enable_if_c<(is_same_type<T,float>::value || is_same_type<T,double>::value || is_same_type<T,std::complex<float> >::value || is_same_type<T,std::complex<double> >::value) && blas_bindings::has_matrix_multiply<src_exp>::value >::type matrix_assign_big ( matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { blas_bindings::matrix_assign_blas(dest,src); } // ---------------------------------------------------------------------------------------- template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > inline typename enable_if_c<(is_same_type<T,float>::value || is_same_type<T,double>::value || is_same_type<T,std::complex<float> >::value || is_same_type<T,std::complex<double> >::value) && blas_bindings::has_matrix_multiply<src_exp>::value >::type matrix_assign_big ( assignable_sub_matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { blas_bindings::matrix_assign_blas(dest,src); } // ---------------------------------------------------------------------------------------- template < typename T, typename src_exp > inline typename enable_if_c<(is_same_type<T,float>::value || is_same_type<T,double>::value || is_same_type<T,std::complex<float> >::value || is_same_type<T,std::complex<double> >::value) && blas_bindings::has_matrix_multiply<src_exp>::value >::type matrix_assign_big ( assignable_ptr_matrix<T>& dest, const src_exp& src ) { blas_bindings::matrix_assign_blas(dest,src); } // ---------------------------------------------------------------------------------------- template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > inline typename enable_if_c<(is_same_type<T,float>::value || is_same_type<T,double>::value || is_same_type<T,std::complex<float> >::value || is_same_type<T,std::complex<double> >::value) && blas_bindings::has_matrix_multiply<src_exp>::value >::type matrix_assign_big ( assignable_row_matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { blas_bindings::matrix_assign_blas(dest,src); } // ---------------------------------------------------------------------------------------- template < typename T, long NR, long NC, typename MM, typename L, typename src_exp > inline typename enable_if_c<(is_same_type<T,float>::value || is_same_type<T,double>::value || is_same_type<T,std::complex<float> >::value || is_same_type<T,std::complex<double> >::value) && blas_bindings::has_matrix_multiply<src_exp>::value >::type matrix_assign_big ( assignable_col_matrix<T,NR,NC,MM,L>& dest, const src_exp& src ) { blas_bindings::matrix_assign_blas(dest,src); } // ---------------------------------------------------------------------------------------- // ---------------------------------------------------------------------------------------- // ---------------------------------------------------------------------------------------- } #endif // DLIB_MATRIx_ASSIGn_