annotate DEPENDENCIES/generic/include/boost/numeric/ublas/lu.hpp @ 16:2665513ce2d3

Add boost headers
author Chris Cannam
date Tue, 05 Aug 2014 11:11:38 +0100
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children c530137014c0
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Chris@16 1 //
Chris@16 2 // Copyright (c) 2000-2002
Chris@16 3 // Joerg Walter, Mathias Koch
Chris@16 4 //
Chris@16 5 // Distributed under the Boost Software License, Version 1.0. (See
Chris@16 6 // accompanying file LICENSE_1_0.txt or copy at
Chris@16 7 // http://www.boost.org/LICENSE_1_0.txt)
Chris@16 8 //
Chris@16 9 // The authors gratefully acknowledge the support of
Chris@16 10 // GeNeSys mbH & Co. KG in producing this work.
Chris@16 11 //
Chris@16 12
Chris@16 13 #ifndef _BOOST_UBLAS_LU_
Chris@16 14 #define _BOOST_UBLAS_LU_
Chris@16 15
Chris@16 16 #include <boost/numeric/ublas/operation.hpp>
Chris@16 17 #include <boost/numeric/ublas/vector_proxy.hpp>
Chris@16 18 #include <boost/numeric/ublas/matrix_proxy.hpp>
Chris@16 19 #include <boost/numeric/ublas/vector.hpp>
Chris@16 20 #include <boost/numeric/ublas/triangular.hpp>
Chris@16 21
Chris@16 22 // LU factorizations in the spirit of LAPACK and Golub & van Loan
Chris@16 23
Chris@16 24 namespace boost { namespace numeric { namespace ublas {
Chris@16 25
Chris@16 26 /** \brief
Chris@16 27 *
Chris@16 28 * \tparam T
Chris@16 29 * \tparam A
Chris@16 30 */
Chris@16 31 template<class T = std::size_t, class A = unbounded_array<T> >
Chris@16 32 class permutation_matrix:
Chris@16 33 public vector<T, A> {
Chris@16 34 public:
Chris@16 35 typedef vector<T, A> vector_type;
Chris@16 36 typedef typename vector_type::size_type size_type;
Chris@16 37
Chris@16 38 // Construction and destruction
Chris@16 39 BOOST_UBLAS_INLINE
Chris@16 40 explicit
Chris@16 41 permutation_matrix (size_type size):
Chris@16 42 vector<T, A> (size) {
Chris@16 43 for (size_type i = 0; i < size; ++ i)
Chris@16 44 (*this) (i) = i;
Chris@16 45 }
Chris@16 46 BOOST_UBLAS_INLINE
Chris@16 47 explicit
Chris@16 48 permutation_matrix (const vector_type & init)
Chris@16 49 : vector_type(init)
Chris@16 50 { }
Chris@16 51 BOOST_UBLAS_INLINE
Chris@16 52 ~permutation_matrix () {}
Chris@16 53
Chris@16 54 // Assignment
Chris@16 55 BOOST_UBLAS_INLINE
Chris@16 56 permutation_matrix &operator = (const permutation_matrix &m) {
Chris@16 57 vector_type::operator = (m);
Chris@16 58 return *this;
Chris@16 59 }
Chris@16 60 };
Chris@16 61
Chris@16 62 template<class PM, class MV>
Chris@16 63 BOOST_UBLAS_INLINE
Chris@16 64 void swap_rows (const PM &pm, MV &mv, vector_tag) {
Chris@16 65 typedef typename PM::size_type size_type;
Chris@16 66 typedef typename MV::value_type value_type;
Chris@16 67
Chris@16 68 size_type size = pm.size ();
Chris@16 69 for (size_type i = 0; i < size; ++ i) {
Chris@16 70 if (i != pm (i))
Chris@16 71 std::swap (mv (i), mv (pm (i)));
Chris@16 72 }
Chris@16 73 }
Chris@16 74 template<class PM, class MV>
Chris@16 75 BOOST_UBLAS_INLINE
Chris@16 76 void swap_rows (const PM &pm, MV &mv, matrix_tag) {
Chris@16 77 typedef typename PM::size_type size_type;
Chris@16 78 typedef typename MV::value_type value_type;
Chris@16 79
Chris@16 80 size_type size = pm.size ();
Chris@16 81 for (size_type i = 0; i < size; ++ i) {
Chris@16 82 if (i != pm (i))
Chris@16 83 row (mv, i).swap (row (mv, pm (i)));
Chris@16 84 }
Chris@16 85 }
Chris@16 86 // Dispatcher
Chris@16 87 template<class PM, class MV>
Chris@16 88 BOOST_UBLAS_INLINE
Chris@16 89 void swap_rows (const PM &pm, MV &mv) {
Chris@16 90 swap_rows (pm, mv, typename MV::type_category ());
Chris@16 91 }
Chris@16 92
Chris@16 93 // LU factorization without pivoting
Chris@16 94 template<class M>
Chris@16 95 typename M::size_type lu_factorize (M &m) {
Chris@16 96 typedef M matrix_type;
Chris@16 97 typedef typename M::size_type size_type;
Chris@16 98 typedef typename M::value_type value_type;
Chris@16 99
Chris@16 100 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 101 matrix_type cm (m);
Chris@16 102 #endif
Chris@16 103 size_type singular = 0;
Chris@16 104 size_type size1 = m.size1 ();
Chris@16 105 size_type size2 = m.size2 ();
Chris@16 106 size_type size = (std::min) (size1, size2);
Chris@16 107 for (size_type i = 0; i < size; ++ i) {
Chris@16 108 matrix_column<M> mci (column (m, i));
Chris@16 109 matrix_row<M> mri (row (m, i));
Chris@16 110 if (m (i, i) != value_type/*zero*/()) {
Chris@16 111 value_type m_inv = value_type (1) / m (i, i);
Chris@16 112 project (mci, range (i + 1, size1)) *= m_inv;
Chris@16 113 } else if (singular == 0) {
Chris@16 114 singular = i + 1;
Chris@16 115 }
Chris@16 116 project (m, range (i + 1, size1), range (i + 1, size2)).minus_assign (
Chris@16 117 outer_prod (project (mci, range (i + 1, size1)),
Chris@16 118 project (mri, range (i + 1, size2))));
Chris@16 119 }
Chris@16 120 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 121 BOOST_UBLAS_CHECK (singular != 0 ||
Chris@16 122 detail::expression_type_check (prod (triangular_adaptor<matrix_type, unit_lower> (m),
Chris@16 123 triangular_adaptor<matrix_type, upper> (m)),
Chris@16 124 cm), internal_logic ());
Chris@16 125 #endif
Chris@16 126 return singular;
Chris@16 127 }
Chris@16 128
Chris@16 129 // LU factorization with partial pivoting
Chris@16 130 template<class M, class PM>
Chris@16 131 typename M::size_type lu_factorize (M &m, PM &pm) {
Chris@16 132 typedef M matrix_type;
Chris@16 133 typedef typename M::size_type size_type;
Chris@16 134 typedef typename M::value_type value_type;
Chris@16 135
Chris@16 136 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 137 matrix_type cm (m);
Chris@16 138 #endif
Chris@16 139 size_type singular = 0;
Chris@16 140 size_type size1 = m.size1 ();
Chris@16 141 size_type size2 = m.size2 ();
Chris@16 142 size_type size = (std::min) (size1, size2);
Chris@16 143 for (size_type i = 0; i < size; ++ i) {
Chris@16 144 matrix_column<M> mci (column (m, i));
Chris@16 145 matrix_row<M> mri (row (m, i));
Chris@16 146 size_type i_norm_inf = i + index_norm_inf (project (mci, range (i, size1)));
Chris@16 147 BOOST_UBLAS_CHECK (i_norm_inf < size1, external_logic ());
Chris@16 148 if (m (i_norm_inf, i) != value_type/*zero*/()) {
Chris@16 149 if (i_norm_inf != i) {
Chris@16 150 pm (i) = i_norm_inf;
Chris@16 151 row (m, i_norm_inf).swap (mri);
Chris@16 152 } else {
Chris@16 153 BOOST_UBLAS_CHECK (pm (i) == i_norm_inf, external_logic ());
Chris@16 154 }
Chris@16 155 value_type m_inv = value_type (1) / m (i, i);
Chris@16 156 project (mci, range (i + 1, size1)) *= m_inv;
Chris@16 157 } else if (singular == 0) {
Chris@16 158 singular = i + 1;
Chris@16 159 }
Chris@16 160 project (m, range (i + 1, size1), range (i + 1, size2)).minus_assign (
Chris@16 161 outer_prod (project (mci, range (i + 1, size1)),
Chris@16 162 project (mri, range (i + 1, size2))));
Chris@16 163 }
Chris@16 164 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 165 swap_rows (pm, cm);
Chris@16 166 BOOST_UBLAS_CHECK (singular != 0 ||
Chris@16 167 detail::expression_type_check (prod (triangular_adaptor<matrix_type, unit_lower> (m),
Chris@16 168 triangular_adaptor<matrix_type, upper> (m)), cm), internal_logic ());
Chris@16 169 #endif
Chris@16 170 return singular;
Chris@16 171 }
Chris@16 172
Chris@16 173 template<class M, class PM>
Chris@16 174 typename M::size_type axpy_lu_factorize (M &m, PM &pm) {
Chris@16 175 typedef M matrix_type;
Chris@16 176 typedef typename M::size_type size_type;
Chris@16 177 typedef typename M::value_type value_type;
Chris@16 178 typedef vector<value_type> vector_type;
Chris@16 179
Chris@16 180 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 181 matrix_type cm (m);
Chris@16 182 #endif
Chris@16 183 size_type singular = 0;
Chris@16 184 size_type size1 = m.size1 ();
Chris@16 185 size_type size2 = m.size2 ();
Chris@16 186 size_type size = (std::min) (size1, size2);
Chris@16 187 #ifndef BOOST_UBLAS_LU_WITH_INPLACE_SOLVE
Chris@16 188 matrix_type mr (m);
Chris@16 189 mr.assign (zero_matrix<value_type> (size1, size2));
Chris@16 190 vector_type v (size1);
Chris@16 191 for (size_type i = 0; i < size; ++ i) {
Chris@16 192 matrix_range<matrix_type> lrr (project (mr, range (0, i), range (0, i)));
Chris@16 193 vector_range<matrix_column<matrix_type> > urr (project (column (mr, i), range (0, i)));
Chris@16 194 urr.assign (solve (lrr, project (column (m, i), range (0, i)), unit_lower_tag ()));
Chris@16 195 project (v, range (i, size1)).assign (
Chris@16 196 project (column (m, i), range (i, size1)) -
Chris@16 197 axpy_prod<vector_type> (project (mr, range (i, size1), range (0, i)), urr));
Chris@16 198 size_type i_norm_inf = i + index_norm_inf (project (v, range (i, size1)));
Chris@16 199 BOOST_UBLAS_CHECK (i_norm_inf < size1, external_logic ());
Chris@16 200 if (v (i_norm_inf) != value_type/*zero*/()) {
Chris@16 201 if (i_norm_inf != i) {
Chris@16 202 pm (i) = i_norm_inf;
Chris@16 203 std::swap (v (i_norm_inf), v (i));
Chris@16 204 project (row (m, i_norm_inf), range (i + 1, size2)).swap (project (row (m, i), range (i + 1, size2)));
Chris@16 205 } else {
Chris@16 206 BOOST_UBLAS_CHECK (pm (i) == i_norm_inf, external_logic ());
Chris@16 207 }
Chris@16 208 project (column (mr, i), range (i + 1, size1)).assign (
Chris@16 209 project (v, range (i + 1, size1)) / v (i));
Chris@16 210 if (i_norm_inf != i) {
Chris@16 211 project (row (mr, i_norm_inf), range (0, i)).swap (project (row (mr, i), range (0, i)));
Chris@16 212 }
Chris@16 213 } else if (singular == 0) {
Chris@16 214 singular = i + 1;
Chris@16 215 }
Chris@16 216 mr (i, i) = v (i);
Chris@16 217 }
Chris@16 218 m.assign (mr);
Chris@16 219 #else
Chris@16 220 matrix_type lr (m);
Chris@16 221 matrix_type ur (m);
Chris@16 222 lr.assign (identity_matrix<value_type> (size1, size2));
Chris@16 223 ur.assign (zero_matrix<value_type> (size1, size2));
Chris@16 224 vector_type v (size1);
Chris@16 225 for (size_type i = 0; i < size; ++ i) {
Chris@16 226 matrix_range<matrix_type> lrr (project (lr, range (0, i), range (0, i)));
Chris@16 227 vector_range<matrix_column<matrix_type> > urr (project (column (ur, i), range (0, i)));
Chris@16 228 urr.assign (project (column (m, i), range (0, i)));
Chris@16 229 inplace_solve (lrr, urr, unit_lower_tag ());
Chris@16 230 project (v, range (i, size1)).assign (
Chris@16 231 project (column (m, i), range (i, size1)) -
Chris@16 232 axpy_prod<vector_type> (project (lr, range (i, size1), range (0, i)), urr));
Chris@16 233 size_type i_norm_inf = i + index_norm_inf (project (v, range (i, size1)));
Chris@16 234 BOOST_UBLAS_CHECK (i_norm_inf < size1, external_logic ());
Chris@16 235 if (v (i_norm_inf) != value_type/*zero*/()) {
Chris@16 236 if (i_norm_inf != i) {
Chris@16 237 pm (i) = i_norm_inf;
Chris@16 238 std::swap (v (i_norm_inf), v (i));
Chris@16 239 project (row (m, i_norm_inf), range (i + 1, size2)).swap (project (row (m, i), range (i + 1, size2)));
Chris@16 240 } else {
Chris@16 241 BOOST_UBLAS_CHECK (pm (i) == i_norm_inf, external_logic ());
Chris@16 242 }
Chris@16 243 project (column (lr, i), range (i + 1, size1)).assign (
Chris@16 244 project (v, range (i + 1, size1)) / v (i));
Chris@16 245 if (i_norm_inf != i) {
Chris@16 246 project (row (lr, i_norm_inf), range (0, i)).swap (project (row (lr, i), range (0, i)));
Chris@16 247 }
Chris@16 248 } else if (singular == 0) {
Chris@16 249 singular = i + 1;
Chris@16 250 }
Chris@16 251 ur (i, i) = v (i);
Chris@16 252 }
Chris@16 253 m.assign (triangular_adaptor<matrix_type, strict_lower> (lr) +
Chris@16 254 triangular_adaptor<matrix_type, upper> (ur));
Chris@16 255 #endif
Chris@16 256 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 257 swap_rows (pm, cm);
Chris@16 258 BOOST_UBLAS_CHECK (singular != 0 ||
Chris@16 259 detail::expression_type_check (prod (triangular_adaptor<matrix_type, unit_lower> (m),
Chris@16 260 triangular_adaptor<matrix_type, upper> (m)), cm), internal_logic ());
Chris@16 261 #endif
Chris@16 262 return singular;
Chris@16 263 }
Chris@16 264
Chris@16 265 // LU substitution
Chris@16 266 template<class M, class E>
Chris@16 267 void lu_substitute (const M &m, vector_expression<E> &e) {
Chris@16 268 typedef const M const_matrix_type;
Chris@16 269 typedef vector<typename E::value_type> vector_type;
Chris@16 270
Chris@16 271 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 272 vector_type cv1 (e);
Chris@16 273 #endif
Chris@16 274 inplace_solve (m, e, unit_lower_tag ());
Chris@16 275 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 276 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, unit_lower> (m), e), cv1), internal_logic ());
Chris@16 277 vector_type cv2 (e);
Chris@16 278 #endif
Chris@16 279 inplace_solve (m, e, upper_tag ());
Chris@16 280 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 281 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, upper> (m), e), cv2), internal_logic ());
Chris@16 282 #endif
Chris@16 283 }
Chris@16 284 template<class M, class E>
Chris@16 285 void lu_substitute (const M &m, matrix_expression<E> &e) {
Chris@16 286 typedef const M const_matrix_type;
Chris@16 287 typedef matrix<typename E::value_type> matrix_type;
Chris@16 288
Chris@16 289 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 290 matrix_type cm1 (e);
Chris@16 291 #endif
Chris@16 292 inplace_solve (m, e, unit_lower_tag ());
Chris@16 293 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 294 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, unit_lower> (m), e), cm1), internal_logic ());
Chris@16 295 matrix_type cm2 (e);
Chris@16 296 #endif
Chris@16 297 inplace_solve (m, e, upper_tag ());
Chris@16 298 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 299 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (triangular_adaptor<const_matrix_type, upper> (m), e), cm2), internal_logic ());
Chris@16 300 #endif
Chris@16 301 }
Chris@16 302 template<class M, class PMT, class PMA, class MV>
Chris@16 303 void lu_substitute (const M &m, const permutation_matrix<PMT, PMA> &pm, MV &mv) {
Chris@16 304 swap_rows (pm, mv);
Chris@16 305 lu_substitute (m, mv);
Chris@16 306 }
Chris@16 307 template<class E, class M>
Chris@16 308 void lu_substitute (vector_expression<E> &e, const M &m) {
Chris@16 309 typedef const M const_matrix_type;
Chris@16 310 typedef vector<typename E::value_type> vector_type;
Chris@16 311
Chris@16 312 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 313 vector_type cv1 (e);
Chris@16 314 #endif
Chris@16 315 inplace_solve (e, m, upper_tag ());
Chris@16 316 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 317 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, upper> (m)), cv1), internal_logic ());
Chris@16 318 vector_type cv2 (e);
Chris@16 319 #endif
Chris@16 320 inplace_solve (e, m, unit_lower_tag ());
Chris@16 321 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 322 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, unit_lower> (m)), cv2), internal_logic ());
Chris@16 323 #endif
Chris@16 324 }
Chris@16 325 template<class E, class M>
Chris@16 326 void lu_substitute (matrix_expression<E> &e, const M &m) {
Chris@16 327 typedef const M const_matrix_type;
Chris@16 328 typedef matrix<typename E::value_type> matrix_type;
Chris@16 329
Chris@16 330 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 331 matrix_type cm1 (e);
Chris@16 332 #endif
Chris@16 333 inplace_solve (e, m, upper_tag ());
Chris@16 334 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 335 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, upper> (m)), cm1), internal_logic ());
Chris@16 336 matrix_type cm2 (e);
Chris@16 337 #endif
Chris@16 338 inplace_solve (e, m, unit_lower_tag ());
Chris@16 339 #if BOOST_UBLAS_TYPE_CHECK
Chris@16 340 BOOST_UBLAS_CHECK (detail::expression_type_check (prod (e, triangular_adaptor<const_matrix_type, unit_lower> (m)), cm2), internal_logic ());
Chris@16 341 #endif
Chris@16 342 }
Chris@16 343 template<class MV, class M, class PMT, class PMA>
Chris@16 344 void lu_substitute (MV &mv, const M &m, const permutation_matrix<PMT, PMA> &pm) {
Chris@16 345 swap_rows (pm, mv);
Chris@16 346 lu_substitute (mv, m);
Chris@16 347 }
Chris@16 348
Chris@16 349 }}}
Chris@16 350
Chris@16 351 #endif