ViennaCL - The Vienna Computing Library  1.7.1
Free open-source GPU-accelerated linear algebra and solver library.
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small_matrix.hpp
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1 #ifndef VIENNACL_LINALG_DETAIL_SPAI_SMALL_MATRIX_HPP
2 #define VIENNACL_LINALG_DETAIL_SPAI_SMALL_MATRIX_HPP
3 
4 /* =========================================================================
5  Copyright (c) 2010-2016, Institute for Microelectronics,
6  Institute for Analysis and Scientific Computing,
7  TU Wien.
8  Portions of this software are copyright by UChicago Argonne, LLC.
9 
10  -----------------
11  ViennaCL - The Vienna Computing Library
12  -----------------
13 
14  Project Head: Karl Rupp rupp@iue.tuwien.ac.at
15 
16  (A list of authors and contributors can be found in the manual)
17 
18  License: MIT (X11), see file LICENSE in the base directory
19 ============================================================================= */
20 
27 #include <utility>
28 #include <iostream>
29 #include <fstream>
30 #include <string>
31 #include <algorithm>
32 #include <vector>
33 #include <math.h>
34 #include <map>
35 #include "boost/numeric/ublas/vector.hpp"
36 #include "boost/numeric/ublas/matrix.hpp"
37 #include "boost/numeric/ublas/matrix_proxy.hpp"
38 #include "boost/numeric/ublas/vector_proxy.hpp"
39 #include "boost/numeric/ublas/storage.hpp"
40 #include "boost/numeric/ublas/io.hpp"
41 #include "boost/numeric/ublas/lu.hpp"
42 #include "boost/numeric/ublas/triangular.hpp"
43 #include "boost/numeric/ublas/matrix_expression.hpp"
44 #include "boost/numeric/ublas/detail/matrix_assign.hpp"
45 
46 #include "viennacl/forwards.h"
47 
48 namespace viennacl
49 {
50 namespace linalg
51 {
52 namespace detail
53 {
54 namespace spai
55 {
56 
57 //
58 // Constructs an orthonormal sparse matrix M (with M^T M = Id). Is composed of elementary 2x2 rotation matrices with suitable renumbering.
59 //
60 template<typename MatrixT>
61 void make_rotation_matrix(MatrixT & mat,
62  vcl_size_t new_size,
63  vcl_size_t off_diagonal_distance = 4)
64 {
65  mat.resize(new_size, new_size, false);
66  mat.clear();
67 
68  double val = 1.0 / std::sqrt(2.0);
69 
70  for (vcl_size_t i=0; i<new_size; ++i)
71  mat(i,i) = val;
72 
73  for (vcl_size_t i=off_diagonal_distance; i<new_size; ++i)
74  {
75  mat(i-off_diagonal_distance, i) = val;
76  mat(i, i-off_diagonal_distance) = -val;
77  }
78 
79 }
80 
81 
82 //calcualtes matrix determinant
83 template<typename MatrixT>
84 double determinant(boost::numeric::ublas::matrix_expression<MatrixT> const & mat_r)
85 {
86  double det = 1.0;
87 
88  MatrixT mLu(mat_r());
89  boost::numeric::ublas::permutation_matrix<vcl_size_t> pivots(mat_r().size1());
90 
91  int is_singular = static_cast<int>(lu_factorize(mLu, pivots));
92 
93  if (!is_singular)
94  {
95  for (vcl_size_t i=0; i < pivots.size(); ++i)
96  {
97  if (pivots(i) != i)
98  det *= -1.0;
99 
100  det *= mLu(i,i);
101  }
102  }
103  else
104  det = 0.0;
105 
106  return det;
107 }
108 
109 }
110 }
111 }
112 }
113 #endif
vcl_size_t size1(MatrixType const &mat)
Generic routine for obtaining the number of rows of a matrix (ViennaCL, uBLAS, etc.)
Definition: size.hpp:163
This file provides the forward declarations for the main types used within ViennaCL.
void make_rotation_matrix(MatrixT &mat, vcl_size_t new_size, vcl_size_t off_diagonal_distance=4)
std::size_t vcl_size_t
Definition: forwards.h:75
double determinant(boost::numeric::ublas::matrix_expression< MatrixT > const &mat_r)
void lu_factorize(matrix< NumericT, viennacl::row_major > &A)
LU factorization of a row-major dense matrix.
Definition: lu.hpp:42