comparison armadillo-3.900.4/include/armadillo_bits/glue_cor_meat.hpp @ 49:1ec0e2823891

Switch to using subrepo copies of qm-dsp, nnls-chroma, vamp-plugin-sdk; update Armadillo version; assume build without external BLAS/LAPACK
author Chris Cannam
date Thu, 13 Jun 2013 10:25:24 +0100
parents
children
comparison
equal deleted inserted replaced
48:69251e11a913 49:1ec0e2823891
1 // Copyright (C) 2009-2012 NICTA (www.nicta.com.au)
2 // Copyright (C) 2009-2012 Conrad Sanderson
3 // Copyright (C) 2009-2010 Dimitrios Bouzas
4 //
5 // This Source Code Form is subject to the terms of the Mozilla Public
6 // License, v. 2.0. If a copy of the MPL was not distributed with this
7 // file, You can obtain one at http://mozilla.org/MPL/2.0/.
8
9
10 //! \addtogroup glue_cor
11 //! @{
12
13
14
15 template<typename eT>
16 inline
17 void
18 glue_cor::direct_cor(Mat<eT>& out, const Mat<eT>& A, const Mat<eT>& B, const uword norm_type)
19 {
20 arma_extra_debug_sigprint();
21
22 if(A.is_empty() || B.is_empty() )
23 {
24 out.reset();
25 return;
26 }
27
28 if(A.is_vec() && B.is_vec())
29 {
30 arma_debug_check( (A.n_elem != B.n_elem), "cor(): the number of elements in the two vectors must match" );
31
32 const eT* A_ptr = A.memptr();
33 const eT* B_ptr = B.memptr();
34
35 eT A_acc = eT(0);
36 eT B_acc = eT(0);
37 eT out_acc = eT(0);
38
39 const uword N = A.n_elem;
40
41 for(uword i=0; i<N; ++i)
42 {
43 const eT A_tmp = A_ptr[i];
44 const eT B_tmp = B_ptr[i];
45
46 A_acc += A_tmp;
47 B_acc += B_tmp;
48
49 out_acc += A_tmp * B_tmp;
50 }
51
52 out_acc -= (A_acc * B_acc)/eT(N);
53
54 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
55
56 out.set_size(1,1);
57 out[0] = out_acc/norm_val;
58
59 const Mat<eT> stddev_A = (A.n_rows == 1) ? Mat<eT>(stddev(trans(A))) : Mat<eT>(stddev(A));
60 const Mat<eT> stddev_B = (B.n_rows == 1) ? Mat<eT>(stddev(trans(B))) : Mat<eT>(stddev(B));
61
62 out /= stddev_A * stddev_B;
63 }
64 else
65 {
66 arma_debug_assert_mul_size(A, B, true, false, "cor()");
67
68 const uword N = A.n_rows;
69 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
70
71 out = trans(A) * B;
72 out -= (trans(sum(A)) * sum(B))/eT(N);
73 out /= norm_val;
74 out /= trans(stddev(A)) * stddev(B);
75 }
76 }
77
78
79
80 template<typename T>
81 inline
82 void
83 glue_cor::direct_cor(Mat< std::complex<T> >& out, const Mat< std::complex<T> >& A, const Mat< std::complex<T> >& B, const uword norm_type)
84 {
85 arma_extra_debug_sigprint();
86
87 typedef typename std::complex<T> eT;
88
89 if(A.is_empty() || B.is_empty() )
90 {
91 out.reset();
92 return;
93 }
94
95 if(A.is_vec() && B.is_vec())
96 {
97 arma_debug_check( (A.n_elem != B.n_elem), "cor(): the number of elements in the two vectors must match" );
98
99 const eT* A_ptr = A.memptr();
100 const eT* B_ptr = B.memptr();
101
102 eT A_acc = eT(0);
103 eT B_acc = eT(0);
104 eT out_acc = eT(0);
105
106 const uword N = A.n_elem;
107
108 for(uword i=0; i<N; ++i)
109 {
110 const eT A_tmp = A_ptr[i];
111 const eT B_tmp = B_ptr[i];
112
113 A_acc += A_tmp;
114 B_acc += B_tmp;
115
116 out_acc += std::conj(A_tmp) * B_tmp;
117 }
118
119 out_acc -= (std::conj(A_acc) * B_acc)/eT(N);
120
121 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
122
123 out.set_size(1,1);
124 out[0] = out_acc/norm_val;
125
126 const Mat<T> stddev_A = (A.n_rows == 1) ? Mat<T>(stddev(trans(A))) : Mat<T>(stddev(A));
127 const Mat<T> stddev_B = (B.n_rows == 1) ? Mat<T>(stddev(trans(B))) : Mat<T>(stddev(B));
128
129 out /= conv_to< Mat<eT> >::from( stddev_A * stddev_B );
130 }
131 else
132 {
133 arma_debug_assert_mul_size(A, B, true, false, "cor()");
134
135 const uword N = A.n_rows;
136 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
137
138 out = trans(A) * B; // out = strans(conj(A)) * B;
139 out -= (trans(sum(A)) * sum(B))/eT(N); // out -= (strans(conj(sum(A))) * sum(B))/eT(N);
140 out /= norm_val;
141 out /= conv_to< Mat<eT> >::from( trans(stddev(A)) * stddev(B) );
142 }
143 }
144
145
146
147 template<typename T1, typename T2>
148 inline
149 void
150 glue_cor::apply(Mat<typename T1::elem_type>& out, const Glue<T1,T2,glue_cor>& X)
151 {
152 arma_extra_debug_sigprint();
153
154 typedef typename T1::elem_type eT;
155
156 const unwrap_check<T1> A_tmp(X.A, out);
157 const unwrap_check<T2> B_tmp(X.B, out);
158
159 const Mat<eT>& A = A_tmp.M;
160 const Mat<eT>& B = B_tmp.M;
161
162 const uword norm_type = X.aux_uword;
163
164 if(&A != &B)
165 {
166 glue_cor::direct_cor(out, A, B, norm_type);
167 }
168 else
169 {
170 op_cor::direct_cor(out, A, norm_type);
171 }
172 }
173
174
175
176 //! @}