[3bc926] | 1 | /*
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| 2 | * MatrixContent.cpp
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| 3 | *
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| 4 | * Created on: Nov 14, 2010
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| 5 | * Author: heber
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| 6 | */
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| 7 |
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| 8 |
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| 9 | // include config.h
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| 10 | #ifdef HAVE_CONFIG_H
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| 11 | #include <config.h>
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| 12 | #endif
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| 13 |
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| 14 | #include "Helpers/MemDebug.hpp"
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| 15 |
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[cca9ef] | 16 | #include "LinearAlgebra/RealSpaceMatrix.hpp"
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[3bc926] | 17 | #include "Helpers/Assert.hpp"
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| 18 | #include "Exceptions/NotInvertibleException.hpp"
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| 19 | #include "Helpers/fast_functions.hpp"
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| 20 | #include "Helpers/Assert.hpp"
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| 21 | #include "LinearAlgebra/Vector.hpp"
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| 22 | #include "LinearAlgebra/VectorContent.hpp"
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| 23 | #include "LinearAlgebra/MatrixContent.hpp"
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| 24 |
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| 25 | #include <gsl/gsl_blas.h>
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| 26 | #include <gsl/gsl_eigen.h>
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[0d4424] | 27 | #include <gsl/gsl_linalg.h>
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[3bc926] | 28 | #include <gsl/gsl_matrix.h>
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| 29 | #include <gsl/gsl_multimin.h>
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| 30 | #include <gsl/gsl_vector.h>
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| 31 | #include <cmath>
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| 32 | #include <iostream>
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| 33 |
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| 34 | using namespace std;
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| 35 |
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| 36 |
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| 37 | /** Constructor for class MatrixContent.
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| 38 | * \param rows number of rows
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| 39 | * \param columns number of columns
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| 40 | */
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| 41 | MatrixContent::MatrixContent(size_t _rows, size_t _columns) :
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| 42 | rows(_rows),
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| 43 | columns(_columns)
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| 44 | {
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| 45 | content = gsl_matrix_calloc(rows, columns);
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| 46 | }
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| 47 |
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| 48 | /** Constructor for class MatrixContent.
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| 49 | * \param rows number of rows
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| 50 | * \param columns number of columns
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| 51 | * \param *src array with components to initialize matrix with
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| 52 | */
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| 53 | MatrixContent::MatrixContent(size_t _rows, size_t _columns, const double *src) :
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| 54 | rows(_rows),
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| 55 | columns(_columns)
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| 56 | {
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| 57 | content = gsl_matrix_calloc(rows, columns);
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| 58 | set(0,0, src[0]);
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| 59 | set(1,0, src[1]);
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| 60 | set(2,0, src[2]);
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| 61 |
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| 62 | set(0,1, src[3]);
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| 63 | set(1,1, src[4]);
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| 64 | set(2,1, src[5]);
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| 65 |
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| 66 | set(0,2, src[6]);
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| 67 | set(1,2, src[7]);
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| 68 | set(2,2, src[8]);
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| 69 | }
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| 70 |
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| 71 | /** Constructor for class MatrixContent.
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| 72 | * We embed the given gls_matrix pointer within this class and set it to NULL
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| 73 | * afterwards.
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| 74 | * \param *src source gsl_matrix vector to embed within this class
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| 75 | */
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| 76 | MatrixContent::MatrixContent(gsl_matrix *&src) :
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| 77 | rows(src->size1),
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| 78 | columns(src->size2)
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| 79 | {
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| 80 | content = gsl_matrix_alloc(src->size1, src->size2);
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| 81 | gsl_matrix_memcpy(content,src);
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| 82 | // content = src;
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| 83 | // src = NULL;
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| 84 | }
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| 85 |
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| 86 | /** Copy constructor for class MatrixContent.
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| 87 | * \param &src reference to source MatrixContent
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| 88 | */
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| 89 | MatrixContent::MatrixContent(const MatrixContent &src) :
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| 90 | rows(src.rows),
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| 91 | columns(src.columns)
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| 92 | {
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| 93 | content = gsl_matrix_alloc(src.rows, src.columns);
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| 94 | gsl_matrix_memcpy(content,src.content);
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| 95 | }
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| 96 |
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| 97 | /** Copy constructor for class MatrixContent.
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| 98 | * \param *src pointer to source MatrixContent
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| 99 | */
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| 100 | MatrixContent::MatrixContent(const MatrixContent *src) :
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| 101 | rows(src->rows),
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| 102 | columns(src->columns)
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| 103 | {
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| 104 | ASSERT(src != NULL, "MatrixContent::MatrixContent - pointer to source matrix is NULL!");
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| 105 | content = gsl_matrix_alloc(src->rows, src->columns);
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| 106 | gsl_matrix_memcpy(content,src->content);
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| 107 | }
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| 108 |
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| 109 | /** Destructor for class MatrixContent.
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| 110 | */
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| 111 | MatrixContent::~MatrixContent()
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| 112 | {
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| 113 | gsl_matrix_free(content);
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| 114 | }
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| 115 |
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| 116 | /** Set matrix to identity.
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| 117 | */
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| 118 | void MatrixContent::setIdentity()
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| 119 | {
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| 120 | for(int i=rows;i--;){
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| 121 | for(int j=columns;j--;){
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| 122 | set(i,j,i==j);
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| 123 | }
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| 124 | }
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| 125 | }
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| 126 |
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| 127 | /** Set all matrix components to zero.
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| 128 | */
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| 129 | void MatrixContent::setZero()
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| 130 | {
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| 131 | for(int i=rows;i--;){
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| 132 | for(int j=columns;j--;){
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| 133 | set(i,j,0.);
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| 134 | }
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| 135 | }
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| 136 | }
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| 137 |
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[0d4424] | 138 | /** Set all matrix components to a given value.
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| 139 | * \param _value value to set each component to
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| 140 | */
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| 141 | void MatrixContent::setValue(double _value)
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| 142 | {
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| 143 | for(int i=rows;i--;){
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| 144 | for(int j=columns;j--;){
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| 145 | set(i,j,_value);
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| 146 | }
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| 147 | }
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| 148 | }
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| 149 |
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[3bc926] | 150 | /** Copy operator for MatrixContent with self-assignment check.
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| 151 | * \param &src matrix to compare to
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| 152 | * \return reference to this
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| 153 | */
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| 154 | MatrixContent &MatrixContent::operator=(const MatrixContent &src)
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| 155 | {
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| 156 | if(&src!=this){
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| 157 | gsl_matrix_memcpy(content,src.content);
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| 158 | }
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| 159 | return *this;
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| 160 | }
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| 161 |
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| 162 | /** Addition operator.
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| 163 | * \param &rhs matrix to add
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| 164 | * \return reference to this
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| 165 | */
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| 166 | const MatrixContent &MatrixContent::operator+=(const MatrixContent &rhs)
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| 167 | {
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| 168 | gsl_matrix_add(content, rhs.content);
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| 169 | return *this;
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| 170 | }
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| 171 |
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| 172 | /** Subtraction operator.
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| 173 | * \param &rhs matrix to subtract
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| 174 | * \return reference to this
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| 175 | */
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| 176 | const MatrixContent &MatrixContent::operator-=(const MatrixContent &rhs)
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| 177 | {
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| 178 | gsl_matrix_sub(content, rhs.content);
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| 179 | return *this;
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| 180 | }
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| 181 |
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| 182 | /** Multiplication operator.
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| 183 | * Note that here matrix have to have same dimensions.
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| 184 | * \param &rhs matrix to multiply with
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| 185 | * \return reference to this
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| 186 | */
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| 187 | const MatrixContent &MatrixContent::operator*=(const MatrixContent &rhs)
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| 188 | {
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| 189 | ASSERT(rows == rhs.rows,
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| 190 | "MatrixContent::operator*=() - row dimension differ: "+toString(rows)+" != "+toString(rhs.rows)+".");
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| 191 | ASSERT(columns == rhs.columns,
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| 192 | "MatrixContent::operator*=() - columns dimension differ: "+toString(columns)+" != "+toString(rhs.columns)+".");
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| 193 | (*this) = (*this)*rhs;
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| 194 | return *this;
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| 195 | }
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| 196 |
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| 197 | /** Multiplication with copy operator.
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| 198 | * \param &rhs matrix to multiply with
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| 199 | * \return reference to newly allocated MatrixContent
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| 200 | */
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| 201 | const MatrixContent MatrixContent::operator*(const MatrixContent &rhs) const
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| 202 | {
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| 203 | gsl_matrix *res = gsl_matrix_alloc(rows, columns);
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| 204 | gsl_blas_dgemm(CblasNoTrans, CblasNoTrans, 1.0, content, rhs.content, 0.0, res);
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| 205 | // gsl_matrix is taken over by constructor, hence no free
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| 206 | MatrixContent tmp(res);
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| 207 | gsl_matrix_free(res);
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| 208 | return tmp;
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| 209 | }
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| 210 |
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[0d4424] | 211 | /* ========================== Accessing =============================== */
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| 212 |
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[3bc926] | 213 | /** Accessor for manipulating component (i,j).
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| 214 | * \param i row number
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| 215 | * \param j column number
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| 216 | * \return reference to component (i,j)
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| 217 | */
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| 218 | double &MatrixContent::at(size_t i, size_t j)
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| 219 | {
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| 220 | ASSERT((i>=0) && (i<rows),
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| 221 | "MatrixContent::at() - Index i="+toString(i)+" for Matrix access out of range [0,"+toString(rows)+"]");
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| 222 | ASSERT((j>=0) && (j<columns),
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| 223 | "MatrixContent::at() - Index j="+toString(j)+" for Matrix access out of range [0,"+toString(columns)+"]");
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| 224 | return *gsl_matrix_ptr (content, i, j);
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| 225 | }
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| 226 |
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| 227 | /** Constant accessor for (value of) component (i,j).
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| 228 | * \param i row number
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| 229 | * \param j column number
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| 230 | * \return const component (i,j)
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| 231 | */
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| 232 | const double MatrixContent::at(size_t i, size_t j) const
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| 233 | {
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| 234 | ASSERT((i>=0) && (i<rows),
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| 235 | "MatrixContent::at() - Index i="+toString(i)+" for Matrix access out of range [0,"+toString(rows)+"]");
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| 236 | ASSERT((j>=0) && (j<columns),
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| 237 | "MatrixContent::at() - Index j="+toString(j)+" for Matrix access out of range [0,"+toString(columns)+"]");
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| 238 | return gsl_matrix_get(content, i, j);
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| 239 | }
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| 240 |
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[0d4424] | 241 | /** These functions return a pointer to the \a m-th element of a matrix.
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| 242 | * If \a m or \a n lies outside the allowed range of 0 to GSLMatrix::dimension-1 then the error handler is invoked and a null pointer is returned.
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| 243 | * \param m index
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| 244 | * \return pointer to \a m-th element
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| 245 | */
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| 246 | double *MatrixContent::Pointer(size_t m, size_t n)
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| 247 | {
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| 248 | return gsl_matrix_ptr (content, m, n);
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| 249 | };
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| 250 |
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| 251 | /** These functions return a constant pointer to the \a m-th element of a matrix.
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| 252 | * If \a m or \a n lies outside the allowed range of 0 to GSLMatrix::dimension-1 then the error handler is invoked and a null pointer is returned.
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| 253 | * \param m index
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| 254 | * \return const pointer to \a m-th element
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| 255 | */
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| 256 | const double *MatrixContent::const_Pointer(size_t m, size_t n) const
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| 257 | {
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| 258 | return gsl_matrix_const_ptr (content, m, n);
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| 259 | };
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| 260 |
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| 261 | /* ========================== Initializing =============================== */
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| 262 |
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[3bc926] | 263 | /** Setter for component (i,j).
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| 264 | * \param i row numbr
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| 265 | * \param j column numnber
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| 266 | * \param value value to set componnt (i,j) to
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| 267 | */
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| 268 | void MatrixContent::set(size_t i, size_t j, const double value)
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| 269 | {
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| 270 | ASSERT((i>=0) && (i<rows),
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| 271 | "MatrixContent::set() - Index i="+toString(i)+" for Matrix access out of range [0,"+toString(rows)+"]");
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| 272 | ASSERT((j>=0) && (j<columns),
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| 273 | "MatrixContent::set() - Index j="+toString(j)+" for Matrix access out of range [0,"+toString(columns)+"]");
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| 274 | gsl_matrix_set(content,i,j,value);
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| 275 | }
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| 276 |
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[0d4424] | 277 | /** This function sets the matrix from a double array.
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| 278 | * Creates a matrix view of the array and performs a memcopy.
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| 279 | * \param *x array of values (no dimension check is performed)
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| 280 | */
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| 281 | void MatrixContent::setFromDoubleArray(double * x)
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| 282 | {
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| 283 | gsl_matrix_view m = gsl_matrix_view_array (x, rows, columns);
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| 284 | gsl_matrix_memcpy (content, &m.matrix);
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| 285 | };
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| 286 |
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| 287 | /* ====================== Exchanging elements ============================ */
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| 288 | /** This function exchanges the \a i-th and \a j-th row of the matrix in-place.
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| 289 | * \param i i-th row to swap with ...
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| 290 | * \param j ... j-th row to swap against
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| 291 | */
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| 292 | bool MatrixContent::SwapRows(size_t i, size_t j)
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| 293 | {
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| 294 | return (gsl_matrix_swap_rows (content, i, j) == GSL_SUCCESS);
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| 295 | };
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| 296 |
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| 297 | /** This function exchanges the \a i-th and \a j-th column of the matrix in-place.
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| 298 | * \param i i-th column to swap with ...
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| 299 | * \param j ... j-th column to swap against
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| 300 | */
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| 301 | bool MatrixContent::SwapColumns(size_t i, size_t j)
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| 302 | {
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| 303 | return (gsl_matrix_swap_columns (content, i, j) == GSL_SUCCESS);
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| 304 | };
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| 305 |
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| 306 | /** This function exchanges the \a i-th row and \a j-th column of the matrix in-place.
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| 307 | * The matrix must be square for this operation to be possible.
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| 308 | * \param i i-th row to swap with ...
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| 309 | * \param j ... j-th column to swap against
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| 310 | */
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| 311 | bool MatrixContent::SwapRowColumn(size_t i, size_t j)
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| 312 | {
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| 313 | assert (rows == columns && "The matrix must be square for swapping row against column to be possible.");
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| 314 | return (gsl_matrix_swap_rowcol (content, i, j) == GSL_SUCCESS);
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| 315 | };
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| 316 |
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[3bc926] | 317 | /** Return transposed matrix.
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| 318 | * \return new matrix that is transposed of this.
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| 319 | */
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| 320 | MatrixContent MatrixContent::transpose() const
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| 321 | {
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| 322 | std::cout << "const MatrixContent::transpose()." << std::endl;
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[0d4424] | 323 | gsl_matrix *res = gsl_matrix_alloc(columns, rows); // column and row dimensions exchanged!
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[3bc926] | 324 | gsl_matrix_transpose_memcpy(res, content);
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| 325 | MatrixContent newContent(res);
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| 326 | gsl_matrix_free(res);
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| 327 | return newContent;
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| 328 | }
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| 329 |
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| 330 | /** Turn this matrix into its transposed.
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| 331 | * Note that this is only possible if rows == columns.
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| 332 | */
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| 333 | MatrixContent &MatrixContent::transpose()
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| 334 | {
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| 335 | std::cout << "MatrixContent::transpose()." << std::endl;
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| 336 | ASSERT( rows == columns,
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| 337 | "MatrixContent::transpose() - cannot transpose onto itself as matrix not square: "+toString(rows)+"!="+toString(columns)+"!");
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| 338 | double tmp;
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| 339 | for (size_t i=0;i<rows;i++)
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| 340 | for (size_t j=i+1;j<rows;j++) {
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| 341 | tmp = at(j,i);
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| 342 | at(j,i) = at(i,j);
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| 343 | at(i,j) = tmp;
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| 344 | }
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| 345 | return *this;
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| 346 | }
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| 347 |
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| 348 | /** Transform the matrix to its eigenbasis ans return resulting eigenvalues.
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| 349 | * \warn return vector has to be freed'd
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| 350 | * \return gsl_vector pointer to vector of eigenvalues
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| 351 | */
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| 352 | gsl_vector* MatrixContent::transformToEigenbasis()
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| 353 | {
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| 354 | ASSERT (rows == columns,
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| 355 | "MatrixContent::transformToEigenbasis() - only implemented for square matrices: "+toString(rows)+"!="+toString(columns)+"!");
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| 356 | gsl_eigen_symmv_workspace *T = gsl_eigen_symmv_alloc(rows);
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| 357 | gsl_vector *eval = gsl_vector_alloc(rows);
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| 358 | gsl_matrix *evec = gsl_matrix_alloc(rows, rows);
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| 359 | gsl_eigen_symmv(content, eval, evec, T);
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| 360 | gsl_eigen_symmv_free(T);
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| 361 | gsl_matrix_memcpy(content, evec);
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| 362 | gsl_matrix_free(evec);
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| 363 | return eval;
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| 364 | }
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| 365 |
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[0d4424] | 366 | /* ============================ Properties ============================== */
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| 367 | /** Checks whether matrix' elements are strictly null.
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| 368 | * \return true - is null, false - else
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| 369 | */
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| 370 | bool MatrixContent::IsNull() const
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| 371 | {
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| 372 | return gsl_matrix_isnull (content);
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| 373 | };
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| 374 |
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| 375 | /** Checks whether matrix' elements are strictly positive.
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| 376 | * \return true - is positive, false - else
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| 377 | */
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| 378 | bool MatrixContent::IsPositive() const
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| 379 | {
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| 380 | return gsl_matrix_ispos (content);
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| 381 | };
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| 382 |
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| 383 | /** Checks whether matrix' elements are strictly negative.
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| 384 | * \return true - is negative, false - else
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| 385 | */
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| 386 | bool MatrixContent::IsNegative() const
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| 387 | {
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| 388 | return gsl_matrix_isneg (content);
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| 389 | };
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| 390 |
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| 391 | /** Checks whether matrix' elements are strictly non-negative.
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| 392 | * \return true - is non-negative, false - else
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| 393 | */
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| 394 | bool MatrixContent::IsNonNegative() const
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| 395 | {
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| 396 | return gsl_matrix_isnonneg (content);
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| 397 | };
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| 398 |
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| 399 | /** This function performs a Cholesky decomposition to determine whether matrix is positive definite.
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| 400 | * We check whether GSL returns GSL_EDOM as error, indicating that decomposition failed due to matrix not being positive-definite.
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| 401 | * \return true - matrix is positive-definite, false - else
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| 402 | */
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| 403 | bool MatrixContent::IsPositiveDefinite() const
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| 404 | {
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| 405 | if (rows != columns) // only possible for square matrices.
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| 406 | return false;
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| 407 | else
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| 408 | return (gsl_linalg_cholesky_decomp (content) != GSL_EDOM);
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| 409 | };
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| 410 |
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| 411 |
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| 412 | /** Calculates the determinant of the matrix.
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| 413 | * if matrix is square, uses LU decomposition.
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| 414 | */
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| 415 | double MatrixContent::Determinant() const
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| 416 | {
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| 417 | int signum = 0;
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| 418 | assert (rows == columns && "Determinant can only be calculated for square matrices.");
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| 419 | gsl_permutation *p = gsl_permutation_alloc(rows);
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| 420 | gsl_linalg_LU_decomp(content, p, &signum);
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| 421 | gsl_permutation_free(p);
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| 422 | return gsl_linalg_LU_det(content, signum);
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| 423 | };
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| 424 |
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| 425 | /* ============================= Operators =============================== */
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| 426 |
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[3bc926] | 427 | /** Scalar multiplication operator.
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| 428 | * \param factor factor to scale with
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| 429 | */
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| 430 | const MatrixContent &MatrixContent::operator*=(const double factor)
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| 431 | {
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| 432 | gsl_matrix_scale(content, factor);
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| 433 | return *this;
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| 434 | }
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| 435 |
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| 436 | /** Scalar multiplication and copy operator.
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| 437 | * \param factor factor to scale with
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| 438 | * \param &mat MatrixContent to scale
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| 439 | * \return copied and scaled MatrixContent
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| 440 | */
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| 441 | const MatrixContent operator*(const double factor,const MatrixContent& mat)
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| 442 | {
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| 443 | MatrixContent tmp = mat;
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| 444 | tmp*=factor;
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| 445 | return tmp;
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| 446 | }
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| 447 |
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| 448 | /** Scalar multiplication and copy operator (with operands exchanged).
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| 449 | * \param &mat MatrixContent to scale
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| 450 | * \param factor factor to scale with
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| 451 | * \return copied and scaled MatrixContent
|
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| 452 | */
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| 453 | const MatrixContent operator*(const MatrixContent &mat,const double factor)
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| 454 | {
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| 455 | return factor*mat;
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| 456 | }
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| 457 |
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| 458 | /** Equality operator.
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| 459 | * Note that we use numerical sensible checking, i.e. with threshold MYEPSILON.
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| 460 | * \param &rhs MatrixContent to checks against
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| 461 | */
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| 462 | bool MatrixContent::operator==(const MatrixContent &rhs) const
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| 463 | {
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| 464 | if ((rows == rhs.rows) && (columns == rhs.columns)) {
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| 465 | for(int i=rows;i--;){
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| 466 | for(int j=columns;j--;){
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| 467 | if(fabs(at(i,j)-rhs.at(i,j))>MYEPSILON){
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| 468 | return false;
|
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| 469 | }
|
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| 470 | }
|
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| 471 | }
|
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| 472 | return true;
|
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| 473 | }
|
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| 474 | return false;
|
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| 475 | }
|
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| 476 |
|
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| 477 | Vector operator*(const MatrixContent &mat,const Vector &vec)
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| 478 | {
|
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| 479 | Vector res;
|
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| 480 | gsl_blas_dgemv( CblasNoTrans, 1.0, mat.content, vec.content->content, 0.0, res.content->content);
|
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| 481 | return res;
|
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| 482 | }
|
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