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1 //
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2 // Copyright (c) 2000-2002
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3 // Joerg Walter, Mathias Koch
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4 //
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5 // Distributed under the Boost Software License, Version 1.0. (See
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6 // accompanying file LICENSE_1_0.txt or copy at
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7 // http://www.boost.org/LICENSE_1_0.txt)
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8 //
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9 // The authors gratefully acknowledge the support of
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10 // GeNeSys mbH & Co. KG in producing this work.
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11 //
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12
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13 #ifndef _BOOST_UBLAS_LU_
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14 #define _BOOST_UBLAS_LU_
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15
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16 #include <boost/numeric/ublas/operation.hpp>
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17 #include <boost/numeric/ublas/vector_proxy.hpp>
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18 #include <boost/numeric/ublas/matrix_proxy.hpp>
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19 #include <boost/numeric/ublas/vector.hpp>
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20 #include <boost/numeric/ublas/triangular.hpp>
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21
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22 // LU factorizations in the spirit of LAPACK and Golub & van Loan
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23
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24 namespace boost { namespace numeric { namespace ublas {
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25
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26 /** \brief
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27 *
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28 * \tparam T
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29 * \tparam A
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30 */
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31 template<class T = std::size_t, class A = unbounded_array<T> >
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32 class permutation_matrix:
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33 public vector<T, A> {
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34 public:
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35 typedef vector<T, A> vector_type;
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36 typedef typename vector_type::size_type size_type;
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37
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38 // Construction and destruction
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39 BOOST_UBLAS_INLINE
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40 explicit
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41 permutation_matrix (size_type size):
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42 vector<T, A> (size) {
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43 for (size_type i = 0; i < size; ++ i)
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44 (*this) (i) = i;
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45 }
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46 BOOST_UBLAS_INLINE
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47 explicit
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48 permutation_matrix (const vector_type & init)
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49 : vector_type(init)
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50 { }
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51 BOOST_UBLAS_INLINE
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52 ~permutation_matrix () {}
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53
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54 // Assignment
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55 BOOST_UBLAS_INLINE
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56 permutation_matrix &operator = (const permutation_matrix &m) {
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57 vector_type::operator = (m);
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58 return *this;
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59 }
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60 };
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61
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62 template<class PM, class MV>
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63 BOOST_UBLAS_INLINE
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64 void swap_rows (const PM &pm, MV &mv, vector_tag) {
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65 typedef typename PM::size_type size_type;
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66 typedef typename MV::value_type value_type;
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67
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68 size_type size = pm.size ();
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69 for (size_type i = 0; i < size; ++ i) {
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70 if (i != pm (i))
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71 std::swap (mv (i), mv (pm (i)));
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72 }
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73 }
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74 template<class PM, class MV>
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75 BOOST_UBLAS_INLINE
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76 void swap_rows (const PM &pm, MV &mv, matrix_tag) {
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77 typedef typename PM::size_type size_type;
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78 typedef typename MV::value_type value_type;
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79
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80 size_type size = pm.size ();
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81 for (size_type i = 0; i < size; ++ i) {
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82 if (i != pm (i))
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83 row (mv, i).swap (row (mv, pm (i)));
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84 }
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85 }
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86 // Dispatcher
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87 template<class PM, class MV>
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88 BOOST_UBLAS_INLINE
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89 void swap_rows (const PM &pm, MV &mv) {
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90 swap_rows (pm, mv, typename MV::type_category ());
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91 }
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92
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93 // LU factorization without pivoting
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94 template<class M>
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95 typename M::size_type lu_factorize (M &m) {
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96 typedef M matrix_type;
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97 typedef typename M::size_type size_type;
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98 typedef typename M::value_type value_type;
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99
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100 #if BOOST_UBLAS_TYPE_CHECK
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101 matrix_type cm (m);
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102 #endif
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103 size_type singular = 0;
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104 size_type size1 = m.size1 ();
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105 size_type size2 = m.size2 ();
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106 size_type size = (std::min) (size1, size2);
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107 for (size_type i = 0; i < size; ++ i) {
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108 matrix_column<M> mci (column (m, i));
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109 matrix_row<M> mri (row (m, i));
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110 if (m (i, i) != value_type/*zero*/()) {
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111 value_type m_inv = value_type (1) / m (i, i);
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112 project (mci, range (i + 1, size1)) *= m_inv;
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113 } else if (singular == 0) {
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114 singular = i + 1;
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115 }
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116 project (m, range (i + 1, size1), range (i + 1, size2)).minus_assign (
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117 outer_prod (project (mci, range (i + 1, size1)),
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118 project (mri, range (i + 1, size2))));
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119 }
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120 #if BOOST_UBLAS_TYPE_CHECK
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121 BOOST_UBLAS_CHECK (singular != 0 ||
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122 detail::expression_type_check (prod (triangular_adaptor<matrix_type, unit_lower> (m),
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123 triangular_adaptor<matrix_type, upper> (m)),
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124 cm), internal_logic ());
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125 #endif
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126 return singular;
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127 }
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128
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129 // LU factorization with partial pivoting
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130 template<class M, class PM>
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131 typename M::size_type lu_factorize (M &m, PM &pm) {
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132 typedef M matrix_type;
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133 typedef typename M::size_type size_type;
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134 typedef typename M::value_type value_type;
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135
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136 #if BOOST_UBLAS_TYPE_CHECK
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137 matrix_type cm (m);
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138 #endif
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139 size_type singular = 0;
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140 size_type size1 = m.size1 ();
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141 size_type size2 = m.size2 ();
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142 size_type size = (std::min) (size1, size2);
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143 for (size_type i = 0; i < size; ++ i) {
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144 matrix_column<M> mci (column (m, i));
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145 matrix_row<M> mri (row (m, i));
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146 size_type i_norm_inf = i + index_norm_inf (project (mci, range (i, size1)));
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147 BOOST_UBLAS_CHECK (i_norm_inf < size1, external_logic ());
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148 if (m (i_norm_inf, i) != value_type/*zero*/()) {
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149 if (i_norm_inf != i) {
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150 pm (i) = i_norm_inf;
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151 row (m, i_norm_inf).swap (mri);
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152 } else {
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153 BOOST_UBLAS_CHECK (pm (i) == i_norm_inf, external_logic ());
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154 }
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155 value_type m_inv = value_type (1) / m (i, i);
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156 project (mci, range (i + 1, size1)) *= m_inv;
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157 } else if (singular == 0) {
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158 singular = i + 1;
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159 }
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160 project (m, range (i + 1, size1), range (i + 1, size2)).minus_assign (
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161 outer_prod (project (mci, range (i + 1, size1)),
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162 project (mri, range (i + 1, size2))));
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163 }
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164 #if BOOST_UBLAS_TYPE_CHECK
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165 swap_rows (pm, cm);
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166 BOOST_UBLAS_CHECK (singular != 0 ||
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167 detail::expression_type_check (prod (triangular_adaptor<matrix_type, unit_lower> (m),
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168 triangular_adaptor<matrix_type, upper> (m)), cm), internal_logic ());
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169 #endif
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170 return singular;
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171 }
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172
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173 template<class M, class PM>
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174 typename M::size_type axpy_lu_factorize (M &m, PM &pm) {
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175 typedef M matrix_type;
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176 typedef typename M::size_type size_type;
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177 typedef typename M::value_type value_type;
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178 typedef vector<value_type> vector_type;
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179
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180 #if BOOST_UBLAS_TYPE_CHECK
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181 matrix_type cm (m);
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182 #endif
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183 size_type singular = 0;
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184 size_type size1 = m.size1 ();
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185 size_type size2 = m.size2 ();
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186 size_type size = (std::min) (size1, size2);
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187 #ifndef BOOST_UBLAS_LU_WITH_INPLACE_SOLVE
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188 matrix_type mr (m);
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189 mr.assign (zero_matrix<value_type> (size1, size2));
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190 vector_type v (size1);
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191 for (size_type i = 0; i < size; ++ i) {
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192 matrix_range<matrix_type> lrr (project (mr, range (0, i), range (0, i)));
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193 vector_range<matrix_column<matrix_type> > urr (project (column (mr, i), range (0, i)));
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194 urr.assign (solve (lrr, project (column (m, i), range (0, i)), unit_lower_tag ()));
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195 project (v, range (i, size1)).assign (
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196 project (column (m, i), range (i, size1)) -
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197 axpy_prod<vector_type> (project (mr, range (i, size1), range (0, i)), urr));
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198 size_type i_norm_inf = i + index_norm_inf (project (v, range (i, size1)));
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199 BOOST_UBLAS_CHECK (i_norm_inf < size1, external_logic ());
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200 if (v (i_norm_inf) != value_type/*zero*/()) {
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201 if (i_norm_inf != i) {
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202 pm (i) = i_norm_inf;
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203 std::swap (v (i_norm_inf), v (i));
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204 project (row (m, i_norm_inf), range (i + 1, size2)).swap (project (row (m, i), range (i + 1, size2)));
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205 } else {
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206 BOOST_UBLAS_CHECK (pm (i) == i_norm_inf, external_logic ());
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207 }
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208 project (column (mr, i), range (i + 1, size1)).assign (
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209 project (v, range (i + 1, size1)) / v (i));
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210 if (i_norm_inf != i) {
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211 project (row (mr, i_norm_inf), range (0, i)).swap (project (row (mr, i), range (0, i)));
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212 }
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213 } else if (singular == 0) {
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214 singular = i + 1;
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215 }
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216 mr (i, i) = v (i);
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217 }
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218 m.assign (mr);
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219 #else
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220 matrix_type lr (m);
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221 matrix_type ur (m);
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222 lr.assign (identity_matrix<value_type> (size1, size2));
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223 ur.assign (zero_matrix<value_type> (size1, size2));
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224 vector_type v (size1);
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225 for (size_type i = 0; i < size; ++ i) {
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226 matrix_range<matrix_type> lrr (project (lr, range (0, i), range (0, i)));
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227 vector_range<matrix_column<matrix_type> > urr (project (column (ur, i), range (0, i)));
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228 urr.assign (project (column (m, i), range (0, i)));
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229 inplace_solve (lrr, urr, unit_lower_tag ());
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230 project (v, range (i, size1)).assign (
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231 project (column (m, i), range (i, size1)) -
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232 axpy_prod<vector_type> (project (lr, range (i, size1), range (0, i)), urr));
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233 size_type i_norm_inf = i + index_norm_inf (project (v, range (i, size1)));
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234 BOOST_UBLAS_CHECK (i_norm_inf < size1, external_logic ());
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235 if (v (i_norm_inf) != value_type/*zero*/()) {
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236 if (i_norm_inf != i) {
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237 pm (i) = i_norm_inf;
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238 std::swap (v (i_norm_inf), v (i));
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239 project (row (m, i_norm_inf), range (i + 1, size2)).swap (project (row (m, i), range (i + 1, size2)));
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240 } else {
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241 BOOST_UBLAS_CHECK (pm (i) == i_norm_inf, external_logic ());
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242 }
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243 project (column (lr, i), range (i + 1, size1)).assign (
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244 project (v, range (i + 1, size1)) / v (i));
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245 if (i_norm_inf != i) {
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246 project (row (lr, i_norm_inf), range (0, i)).swap (project (row (lr, i), range (0, i)));
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247 }
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248 } else if (singular == 0) {
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249 singular = i + 1;
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250 }
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251 ur (i, i) = v (i);
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252 }
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253 m.assign (triangular_adaptor<matrix_type, strict_lower> (lr) +
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254 triangular_adaptor<matrix_type, upper> (ur));
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255 #endif
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256 #if BOOST_UBLAS_TYPE_CHECK
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257 swap_rows (pm, cm);
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258 BOOST_UBLAS_CHECK (singular != 0 ||
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259 detail::expression_type_check (prod (triangular_adaptor<matrix_type, unit_lower> (m),
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260 triangular_adaptor<matrix_type, upper> (m)), cm), internal_logic ());
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261 #endif
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262 return singular;
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263 }
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264
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265 // LU substitution
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266 template<class M, class E>
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267 void lu_substitute (const M &m, vector_expression<E> &e) {
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268 typedef const M const_matrix_type;
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269 typedef vector<typename E::value_type> vector_type;
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270
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271 #if BOOST_UBLAS_TYPE_CHECK
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272 vector_type cv1 (e);
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273 #endif
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274 inplace_solve (m, e, unit_lower_tag ());
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275 #if BOOST_UBLAS_TYPE_CHECK
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276 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, unit_lower> (m), e), cv1), internal_logic ());
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277 vector_type cv2 (e);
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278 #endif
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279 inplace_solve (m, e, upper_tag ());
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280 #if BOOST_UBLAS_TYPE_CHECK
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281 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, upper> (m), e), cv2), internal_logic ());
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282 #endif
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283 }
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284 template<class M, class E>
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285 void lu_substitute (const M &m, matrix_expression<E> &e) {
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286 typedef const M const_matrix_type;
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287 typedef matrix<typename E::value_type> matrix_type;
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288
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289 #if BOOST_UBLAS_TYPE_CHECK
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290 matrix_type cm1 (e);
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291 #endif
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292 inplace_solve (m, e, unit_lower_tag ());
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293 #if BOOST_UBLAS_TYPE_CHECK
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294 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, unit_lower> (m), e), cm1), internal_logic ());
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295 matrix_type cm2 (e);
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296 #endif
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297 inplace_solve (m, e, upper_tag ());
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298 #if BOOST_UBLAS_TYPE_CHECK
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299 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, upper> (m), e), cm2), internal_logic ());
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300 #endif
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301 }
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302 template<class M, class PMT, class PMA, class MV>
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303 void lu_substitute (const M &m, const permutation_matrix<PMT, PMA> &pm, MV &mv) {
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304 swap_rows (pm, mv);
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305 lu_substitute (m, mv);
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306 }
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307 template<class E, class M>
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308 void lu_substitute (vector_expression<E> &e, const M &m) {
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309 typedef const M const_matrix_type;
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310 typedef vector<typename E::value_type> vector_type;
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311
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312 #if BOOST_UBLAS_TYPE_CHECK
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313 vector_type cv1 (e);
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314 #endif
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315 inplace_solve (e, m, upper_tag ());
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316 #if BOOST_UBLAS_TYPE_CHECK
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317 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, upper> (m)), cv1), internal_logic ());
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318 vector_type cv2 (e);
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319 #endif
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320 inplace_solve (e, m, unit_lower_tag ());
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321 #if BOOST_UBLAS_TYPE_CHECK
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322 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, unit_lower> (m)), cv2), internal_logic ());
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323 #endif
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324 }
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325 template<class E, class M>
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326 void lu_substitute (matrix_expression<E> &e, const M &m) {
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327 typedef const M const_matrix_type;
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328 typedef matrix<typename E::value_type> matrix_type;
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329
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330 #if BOOST_UBLAS_TYPE_CHECK
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331 matrix_type cm1 (e);
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332 #endif
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333 inplace_solve (e, m, upper_tag ());
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334 #if BOOST_UBLAS_TYPE_CHECK
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335 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, upper> (m)), cm1), internal_logic ());
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336 matrix_type cm2 (e);
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337 #endif
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338 inplace_solve (e, m, unit_lower_tag ());
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339 #if BOOST_UBLAS_TYPE_CHECK
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340 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, unit_lower> (m)), cm2), internal_logic ());
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341 #endif
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342 }
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343 template<class MV, class M, class PMT, class PMA>
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344 void lu_substitute (MV &mv, const M &m, const permutation_matrix<PMT, PMA> &pm) {
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345 swap_rows (pm, mv);
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346 lu_substitute (mv, m);
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347 }
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348
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349 }}}
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350
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351 #endif
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