annotate armadillo-3.900.4/include/armadillo_bits/glue_cov_meat.hpp @ 84:55a047986812 tip

Update library URI so as not to be document-local
author Chris Cannam
date Wed, 22 Apr 2020 14:21:57 +0100
parents 1ec0e2823891
children
rev   line source
Chris@49 1 // Copyright (C) 2009-2012 NICTA (www.nicta.com.au)
Chris@49 2 // Copyright (C) 2009-2012 Conrad Sanderson
Chris@49 3 // Copyright (C) 2009-2010 Dimitrios Bouzas
Chris@49 4 //
Chris@49 5 // This Source Code Form is subject to the terms of the Mozilla Public
Chris@49 6 // License, v. 2.0. If a copy of the MPL was not distributed with this
Chris@49 7 // file, You can obtain one at http://mozilla.org/MPL/2.0/.
Chris@49 8
Chris@49 9
Chris@49 10 //! \addtogroup glue_cov
Chris@49 11 //! @{
Chris@49 12
Chris@49 13
Chris@49 14
Chris@49 15 template<typename eT>
Chris@49 16 inline
Chris@49 17 void
Chris@49 18 glue_cov::direct_cov(Mat<eT>& out, const Mat<eT>& A, const Mat<eT>& B, const uword norm_type)
Chris@49 19 {
Chris@49 20 arma_extra_debug_sigprint();
Chris@49 21
Chris@49 22 if(A.is_vec() && B.is_vec())
Chris@49 23 {
Chris@49 24 arma_debug_check( (A.n_elem != B.n_elem), "cov(): the number of elements in A and B must match" );
Chris@49 25
Chris@49 26 const eT* A_ptr = A.memptr();
Chris@49 27 const eT* B_ptr = B.memptr();
Chris@49 28
Chris@49 29 eT A_acc = eT(0);
Chris@49 30 eT B_acc = eT(0);
Chris@49 31 eT out_acc = eT(0);
Chris@49 32
Chris@49 33 const uword N = A.n_elem;
Chris@49 34
Chris@49 35 for(uword i=0; i<N; ++i)
Chris@49 36 {
Chris@49 37 const eT A_tmp = A_ptr[i];
Chris@49 38 const eT B_tmp = B_ptr[i];
Chris@49 39
Chris@49 40 A_acc += A_tmp;
Chris@49 41 B_acc += B_tmp;
Chris@49 42
Chris@49 43 out_acc += A_tmp * B_tmp;
Chris@49 44 }
Chris@49 45
Chris@49 46 out_acc -= (A_acc * B_acc)/eT(N);
Chris@49 47
Chris@49 48 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
Chris@49 49
Chris@49 50 out.set_size(1,1);
Chris@49 51 out[0] = out_acc/norm_val;
Chris@49 52 }
Chris@49 53 else
Chris@49 54 {
Chris@49 55 arma_debug_assert_mul_size(A, B, true, false, "cov()");
Chris@49 56
Chris@49 57 const uword N = A.n_rows;
Chris@49 58 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
Chris@49 59
Chris@49 60 out = trans(A) * B;
Chris@49 61 out -= (trans(sum(A)) * sum(B))/eT(N);
Chris@49 62 out /= norm_val;
Chris@49 63 }
Chris@49 64 }
Chris@49 65
Chris@49 66
Chris@49 67
Chris@49 68 template<typename T>
Chris@49 69 inline
Chris@49 70 void
Chris@49 71 glue_cov::direct_cov(Mat< std::complex<T> >& out, const Mat< std::complex<T> >& A, const Mat< std::complex<T> >& B, const uword norm_type)
Chris@49 72 {
Chris@49 73 arma_extra_debug_sigprint();
Chris@49 74
Chris@49 75 typedef typename std::complex<T> eT;
Chris@49 76
Chris@49 77 if(A.is_vec() && B.is_vec())
Chris@49 78 {
Chris@49 79 arma_debug_check( (A.n_elem != B.n_elem), "cov(): the number of elements in A and B must match" );
Chris@49 80
Chris@49 81 const eT* A_ptr = A.memptr();
Chris@49 82 const eT* B_ptr = B.memptr();
Chris@49 83
Chris@49 84 eT A_acc = eT(0);
Chris@49 85 eT B_acc = eT(0);
Chris@49 86 eT out_acc = eT(0);
Chris@49 87
Chris@49 88 const uword N = A.n_elem;
Chris@49 89
Chris@49 90 for(uword i=0; i<N; ++i)
Chris@49 91 {
Chris@49 92 const eT A_tmp = A_ptr[i];
Chris@49 93 const eT B_tmp = B_ptr[i];
Chris@49 94
Chris@49 95 A_acc += A_tmp;
Chris@49 96 B_acc += B_tmp;
Chris@49 97
Chris@49 98 out_acc += std::conj(A_tmp) * B_tmp;
Chris@49 99 }
Chris@49 100
Chris@49 101 out_acc -= (std::conj(A_acc) * B_acc)/eT(N);
Chris@49 102
Chris@49 103 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
Chris@49 104
Chris@49 105 out.set_size(1,1);
Chris@49 106 out[0] = out_acc/norm_val;
Chris@49 107 }
Chris@49 108 else
Chris@49 109 {
Chris@49 110 arma_debug_assert_mul_size(A, B, true, false, "cov()");
Chris@49 111
Chris@49 112 const uword N = A.n_rows;
Chris@49 113 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
Chris@49 114
Chris@49 115 out = trans(A) * B; // out = strans(conj(A)) * B;
Chris@49 116 out -= (trans(sum(A)) * sum(B))/eT(N); // out -= (strans(conj(sum(A))) * sum(B))/eT(N);
Chris@49 117 out /= norm_val;
Chris@49 118 }
Chris@49 119 }
Chris@49 120
Chris@49 121
Chris@49 122
Chris@49 123 template<typename T1, typename T2>
Chris@49 124 inline
Chris@49 125 void
Chris@49 126 glue_cov::apply(Mat<typename T1::elem_type>& out, const Glue<T1,T2,glue_cov>& X)
Chris@49 127 {
Chris@49 128 arma_extra_debug_sigprint();
Chris@49 129
Chris@49 130 typedef typename T1::elem_type eT;
Chris@49 131
Chris@49 132 const unwrap_check<T1> A_tmp(X.A, out);
Chris@49 133 const unwrap_check<T2> B_tmp(X.B, out);
Chris@49 134
Chris@49 135 const Mat<eT>& A = A_tmp.M;
Chris@49 136 const Mat<eT>& B = B_tmp.M;
Chris@49 137
Chris@49 138 const uword norm_type = X.aux_uword;
Chris@49 139
Chris@49 140 if(&A != &B)
Chris@49 141 {
Chris@49 142 glue_cov::direct_cov(out, A, B, norm_type);
Chris@49 143 }
Chris@49 144 else
Chris@49 145 {
Chris@49 146 op_cov::direct_cov(out, A, norm_type);
Chris@49 147 }
Chris@49 148
Chris@49 149 }
Chris@49 150
Chris@49 151
Chris@49 152
Chris@49 153 //! @}