Eigne Matrix Class Library
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src/Householder/HouseholderSequence.h@0:13a5d365ba16, 2016-10-13 (annotated)
- Committer:
- ykuroda
- Date:
- Thu Oct 13 04:07:23 2016 +0000
- Revision:
- 0:13a5d365ba16
First commint, Eigne Matrix Class Library
Who changed what in which revision?
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ykuroda | 0:13a5d365ba16 | 1 | // This file is part of Eigen, a lightweight C++ template library |
ykuroda | 0:13a5d365ba16 | 2 | // for linear algebra. |
ykuroda | 0:13a5d365ba16 | 3 | // |
ykuroda | 0:13a5d365ba16 | 4 | // Copyright (C) 2009 Gael Guennebaud <gael.guennebaud@inria.fr> |
ykuroda | 0:13a5d365ba16 | 5 | // Copyright (C) 2010 Benoit Jacob <jacob.benoit.1@gmail.com> |
ykuroda | 0:13a5d365ba16 | 6 | // |
ykuroda | 0:13a5d365ba16 | 7 | // This Source Code Form is subject to the terms of the Mozilla |
ykuroda | 0:13a5d365ba16 | 8 | // Public License v. 2.0. If a copy of the MPL was not distributed |
ykuroda | 0:13a5d365ba16 | 9 | // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. |
ykuroda | 0:13a5d365ba16 | 10 | |
ykuroda | 0:13a5d365ba16 | 11 | #ifndef EIGEN_HOUSEHOLDER_SEQUENCE_H |
ykuroda | 0:13a5d365ba16 | 12 | #define EIGEN_HOUSEHOLDER_SEQUENCE_H |
ykuroda | 0:13a5d365ba16 | 13 | |
ykuroda | 0:13a5d365ba16 | 14 | namespace Eigen { |
ykuroda | 0:13a5d365ba16 | 15 | |
ykuroda | 0:13a5d365ba16 | 16 | /** \ingroup Householder_Module |
ykuroda | 0:13a5d365ba16 | 17 | * \householder_module |
ykuroda | 0:13a5d365ba16 | 18 | * \class HouseholderSequence |
ykuroda | 0:13a5d365ba16 | 19 | * \brief Sequence of Householder reflections acting on subspaces with decreasing size |
ykuroda | 0:13a5d365ba16 | 20 | * \tparam VectorsType type of matrix containing the Householder vectors |
ykuroda | 0:13a5d365ba16 | 21 | * \tparam CoeffsType type of vector containing the Householder coefficients |
ykuroda | 0:13a5d365ba16 | 22 | * \tparam Side either OnTheLeft (the default) or OnTheRight |
ykuroda | 0:13a5d365ba16 | 23 | * |
ykuroda | 0:13a5d365ba16 | 24 | * This class represents a product sequence of Householder reflections where the first Householder reflection |
ykuroda | 0:13a5d365ba16 | 25 | * acts on the whole space, the second Householder reflection leaves the one-dimensional subspace spanned by |
ykuroda | 0:13a5d365ba16 | 26 | * the first unit vector invariant, the third Householder reflection leaves the two-dimensional subspace |
ykuroda | 0:13a5d365ba16 | 27 | * spanned by the first two unit vectors invariant, and so on up to the last reflection which leaves all but |
ykuroda | 0:13a5d365ba16 | 28 | * one dimensions invariant and acts only on the last dimension. Such sequences of Householder reflections |
ykuroda | 0:13a5d365ba16 | 29 | * are used in several algorithms to zero out certain parts of a matrix. Indeed, the methods |
ykuroda | 0:13a5d365ba16 | 30 | * HessenbergDecomposition::matrixQ(), Tridiagonalization::matrixQ(), HouseholderQR::householderQ(), |
ykuroda | 0:13a5d365ba16 | 31 | * and ColPivHouseholderQR::householderQ() all return a %HouseholderSequence. |
ykuroda | 0:13a5d365ba16 | 32 | * |
ykuroda | 0:13a5d365ba16 | 33 | * More precisely, the class %HouseholderSequence represents an \f$ n \times n \f$ matrix \f$ H \f$ of the |
ykuroda | 0:13a5d365ba16 | 34 | * form \f$ H = \prod_{i=0}^{n-1} H_i \f$ where the i-th Householder reflection is \f$ H_i = I - h_i v_i |
ykuroda | 0:13a5d365ba16 | 35 | * v_i^* \f$. The i-th Householder coefficient \f$ h_i \f$ is a scalar and the i-th Householder vector \f$ |
ykuroda | 0:13a5d365ba16 | 36 | * v_i \f$ is a vector of the form |
ykuroda | 0:13a5d365ba16 | 37 | * \f[ |
ykuroda | 0:13a5d365ba16 | 38 | * v_i = [\underbrace{0, \ldots, 0}_{i-1\mbox{ zeros}}, 1, \underbrace{*, \ldots,*}_{n-i\mbox{ arbitrary entries}} ]. |
ykuroda | 0:13a5d365ba16 | 39 | * \f] |
ykuroda | 0:13a5d365ba16 | 40 | * The last \f$ n-i \f$ entries of \f$ v_i \f$ are called the essential part of the Householder vector. |
ykuroda | 0:13a5d365ba16 | 41 | * |
ykuroda | 0:13a5d365ba16 | 42 | * Typical usages are listed below, where H is a HouseholderSequence: |
ykuroda | 0:13a5d365ba16 | 43 | * \code |
ykuroda | 0:13a5d365ba16 | 44 | * A.applyOnTheRight(H); // A = A * H |
ykuroda | 0:13a5d365ba16 | 45 | * A.applyOnTheLeft(H); // A = H * A |
ykuroda | 0:13a5d365ba16 | 46 | * A.applyOnTheRight(H.adjoint()); // A = A * H^* |
ykuroda | 0:13a5d365ba16 | 47 | * A.applyOnTheLeft(H.adjoint()); // A = H^* * A |
ykuroda | 0:13a5d365ba16 | 48 | * MatrixXd Q = H; // conversion to a dense matrix |
ykuroda | 0:13a5d365ba16 | 49 | * \endcode |
ykuroda | 0:13a5d365ba16 | 50 | * In addition to the adjoint, you can also apply the inverse (=adjoint), the transpose, and the conjugate operators. |
ykuroda | 0:13a5d365ba16 | 51 | * |
ykuroda | 0:13a5d365ba16 | 52 | * See the documentation for HouseholderSequence(const VectorsType&, const CoeffsType&) for an example. |
ykuroda | 0:13a5d365ba16 | 53 | * |
ykuroda | 0:13a5d365ba16 | 54 | * \sa MatrixBase::applyOnTheLeft(), MatrixBase::applyOnTheRight() |
ykuroda | 0:13a5d365ba16 | 55 | */ |
ykuroda | 0:13a5d365ba16 | 56 | |
ykuroda | 0:13a5d365ba16 | 57 | namespace internal { |
ykuroda | 0:13a5d365ba16 | 58 | |
ykuroda | 0:13a5d365ba16 | 59 | template<typename VectorsType, typename CoeffsType, int Side> |
ykuroda | 0:13a5d365ba16 | 60 | struct traits<HouseholderSequence<VectorsType,CoeffsType,Side> > |
ykuroda | 0:13a5d365ba16 | 61 | { |
ykuroda | 0:13a5d365ba16 | 62 | typedef typename VectorsType::Scalar Scalar; |
ykuroda | 0:13a5d365ba16 | 63 | typedef typename VectorsType::Index Index; |
ykuroda | 0:13a5d365ba16 | 64 | typedef typename VectorsType::StorageKind StorageKind; |
ykuroda | 0:13a5d365ba16 | 65 | enum { |
ykuroda | 0:13a5d365ba16 | 66 | RowsAtCompileTime = Side==OnTheLeft ? traits<VectorsType>::RowsAtCompileTime |
ykuroda | 0:13a5d365ba16 | 67 | : traits<VectorsType>::ColsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 68 | ColsAtCompileTime = RowsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 69 | MaxRowsAtCompileTime = Side==OnTheLeft ? traits<VectorsType>::MaxRowsAtCompileTime |
ykuroda | 0:13a5d365ba16 | 70 | : traits<VectorsType>::MaxColsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 71 | MaxColsAtCompileTime = MaxRowsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 72 | Flags = 0 |
ykuroda | 0:13a5d365ba16 | 73 | }; |
ykuroda | 0:13a5d365ba16 | 74 | }; |
ykuroda | 0:13a5d365ba16 | 75 | |
ykuroda | 0:13a5d365ba16 | 76 | template<typename VectorsType, typename CoeffsType, int Side> |
ykuroda | 0:13a5d365ba16 | 77 | struct hseq_side_dependent_impl |
ykuroda | 0:13a5d365ba16 | 78 | { |
ykuroda | 0:13a5d365ba16 | 79 | typedef Block<const VectorsType, Dynamic, 1> EssentialVectorType; |
ykuroda | 0:13a5d365ba16 | 80 | typedef HouseholderSequence<VectorsType, CoeffsType, OnTheLeft> HouseholderSequenceType; |
ykuroda | 0:13a5d365ba16 | 81 | typedef typename VectorsType::Index Index; |
ykuroda | 0:13a5d365ba16 | 82 | static inline const EssentialVectorType essentialVector(const HouseholderSequenceType& h, Index k) |
ykuroda | 0:13a5d365ba16 | 83 | { |
ykuroda | 0:13a5d365ba16 | 84 | Index start = k+1+h.m_shift; |
ykuroda | 0:13a5d365ba16 | 85 | return Block<const VectorsType,Dynamic,1>(h.m_vectors, start, k, h.rows()-start, 1); |
ykuroda | 0:13a5d365ba16 | 86 | } |
ykuroda | 0:13a5d365ba16 | 87 | }; |
ykuroda | 0:13a5d365ba16 | 88 | |
ykuroda | 0:13a5d365ba16 | 89 | template<typename VectorsType, typename CoeffsType> |
ykuroda | 0:13a5d365ba16 | 90 | struct hseq_side_dependent_impl<VectorsType, CoeffsType, OnTheRight> |
ykuroda | 0:13a5d365ba16 | 91 | { |
ykuroda | 0:13a5d365ba16 | 92 | typedef Transpose<Block<const VectorsType, 1, Dynamic> > EssentialVectorType; |
ykuroda | 0:13a5d365ba16 | 93 | typedef HouseholderSequence<VectorsType, CoeffsType, OnTheRight> HouseholderSequenceType; |
ykuroda | 0:13a5d365ba16 | 94 | typedef typename VectorsType::Index Index; |
ykuroda | 0:13a5d365ba16 | 95 | static inline const EssentialVectorType essentialVector(const HouseholderSequenceType& h, Index k) |
ykuroda | 0:13a5d365ba16 | 96 | { |
ykuroda | 0:13a5d365ba16 | 97 | Index start = k+1+h.m_shift; |
ykuroda | 0:13a5d365ba16 | 98 | return Block<const VectorsType,1,Dynamic>(h.m_vectors, k, start, 1, h.rows()-start).transpose(); |
ykuroda | 0:13a5d365ba16 | 99 | } |
ykuroda | 0:13a5d365ba16 | 100 | }; |
ykuroda | 0:13a5d365ba16 | 101 | |
ykuroda | 0:13a5d365ba16 | 102 | template<typename OtherScalarType, typename MatrixType> struct matrix_type_times_scalar_type |
ykuroda | 0:13a5d365ba16 | 103 | { |
ykuroda | 0:13a5d365ba16 | 104 | typedef typename scalar_product_traits<OtherScalarType, typename MatrixType::Scalar>::ReturnType |
ykuroda | 0:13a5d365ba16 | 105 | ResultScalar; |
ykuroda | 0:13a5d365ba16 | 106 | typedef Matrix<ResultScalar, MatrixType::RowsAtCompileTime, MatrixType::ColsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 107 | 0, MatrixType::MaxRowsAtCompileTime, MatrixType::MaxColsAtCompileTime> Type; |
ykuroda | 0:13a5d365ba16 | 108 | }; |
ykuroda | 0:13a5d365ba16 | 109 | |
ykuroda | 0:13a5d365ba16 | 110 | } // end namespace internal |
ykuroda | 0:13a5d365ba16 | 111 | |
ykuroda | 0:13a5d365ba16 | 112 | template<typename VectorsType, typename CoeffsType, int Side> class HouseholderSequence |
ykuroda | 0:13a5d365ba16 | 113 | : public EigenBase<HouseholderSequence<VectorsType,CoeffsType,Side> > |
ykuroda | 0:13a5d365ba16 | 114 | { |
ykuroda | 0:13a5d365ba16 | 115 | typedef typename internal::hseq_side_dependent_impl<VectorsType,CoeffsType,Side>::EssentialVectorType EssentialVectorType; |
ykuroda | 0:13a5d365ba16 | 116 | |
ykuroda | 0:13a5d365ba16 | 117 | public: |
ykuroda | 0:13a5d365ba16 | 118 | enum { |
ykuroda | 0:13a5d365ba16 | 119 | RowsAtCompileTime = internal::traits<HouseholderSequence>::RowsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 120 | ColsAtCompileTime = internal::traits<HouseholderSequence>::ColsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 121 | MaxRowsAtCompileTime = internal::traits<HouseholderSequence>::MaxRowsAtCompileTime, |
ykuroda | 0:13a5d365ba16 | 122 | MaxColsAtCompileTime = internal::traits<HouseholderSequence>::MaxColsAtCompileTime |
ykuroda | 0:13a5d365ba16 | 123 | }; |
ykuroda | 0:13a5d365ba16 | 124 | typedef typename internal::traits<HouseholderSequence>::Scalar Scalar; |
ykuroda | 0:13a5d365ba16 | 125 | typedef typename VectorsType::Index Index; |
ykuroda | 0:13a5d365ba16 | 126 | |
ykuroda | 0:13a5d365ba16 | 127 | typedef HouseholderSequence< |
ykuroda | 0:13a5d365ba16 | 128 | typename internal::conditional<NumTraits<Scalar>::IsComplex, |
ykuroda | 0:13a5d365ba16 | 129 | typename internal::remove_all<typename VectorsType::ConjugateReturnType>::type, |
ykuroda | 0:13a5d365ba16 | 130 | VectorsType>::type, |
ykuroda | 0:13a5d365ba16 | 131 | typename internal::conditional<NumTraits<Scalar>::IsComplex, |
ykuroda | 0:13a5d365ba16 | 132 | typename internal::remove_all<typename CoeffsType::ConjugateReturnType>::type, |
ykuroda | 0:13a5d365ba16 | 133 | CoeffsType>::type, |
ykuroda | 0:13a5d365ba16 | 134 | Side |
ykuroda | 0:13a5d365ba16 | 135 | > ConjugateReturnType; |
ykuroda | 0:13a5d365ba16 | 136 | |
ykuroda | 0:13a5d365ba16 | 137 | /** \brief Constructor. |
ykuroda | 0:13a5d365ba16 | 138 | * \param[in] v %Matrix containing the essential parts of the Householder vectors |
ykuroda | 0:13a5d365ba16 | 139 | * \param[in] h Vector containing the Householder coefficients |
ykuroda | 0:13a5d365ba16 | 140 | * |
ykuroda | 0:13a5d365ba16 | 141 | * Constructs the Householder sequence with coefficients given by \p h and vectors given by \p v. The |
ykuroda | 0:13a5d365ba16 | 142 | * i-th Householder coefficient \f$ h_i \f$ is given by \p h(i) and the essential part of the i-th |
ykuroda | 0:13a5d365ba16 | 143 | * Householder vector \f$ v_i \f$ is given by \p v(k,i) with \p k > \p i (the subdiagonal part of the |
ykuroda | 0:13a5d365ba16 | 144 | * i-th column). If \p v has fewer columns than rows, then the Householder sequence contains as many |
ykuroda | 0:13a5d365ba16 | 145 | * Householder reflections as there are columns. |
ykuroda | 0:13a5d365ba16 | 146 | * |
ykuroda | 0:13a5d365ba16 | 147 | * \note The %HouseholderSequence object stores \p v and \p h by reference. |
ykuroda | 0:13a5d365ba16 | 148 | * |
ykuroda | 0:13a5d365ba16 | 149 | * Example: \include HouseholderSequence_HouseholderSequence.cpp |
ykuroda | 0:13a5d365ba16 | 150 | * Output: \verbinclude HouseholderSequence_HouseholderSequence.out |
ykuroda | 0:13a5d365ba16 | 151 | * |
ykuroda | 0:13a5d365ba16 | 152 | * \sa setLength(), setShift() |
ykuroda | 0:13a5d365ba16 | 153 | */ |
ykuroda | 0:13a5d365ba16 | 154 | HouseholderSequence(const VectorsType& v, const CoeffsType& h) |
ykuroda | 0:13a5d365ba16 | 155 | : m_vectors(v), m_coeffs(h), m_trans(false), m_length(v.diagonalSize()), |
ykuroda | 0:13a5d365ba16 | 156 | m_shift(0) |
ykuroda | 0:13a5d365ba16 | 157 | { |
ykuroda | 0:13a5d365ba16 | 158 | } |
ykuroda | 0:13a5d365ba16 | 159 | |
ykuroda | 0:13a5d365ba16 | 160 | /** \brief Copy constructor. */ |
ykuroda | 0:13a5d365ba16 | 161 | HouseholderSequence(const HouseholderSequence& other) |
ykuroda | 0:13a5d365ba16 | 162 | : m_vectors(other.m_vectors), |
ykuroda | 0:13a5d365ba16 | 163 | m_coeffs(other.m_coeffs), |
ykuroda | 0:13a5d365ba16 | 164 | m_trans(other.m_trans), |
ykuroda | 0:13a5d365ba16 | 165 | m_length(other.m_length), |
ykuroda | 0:13a5d365ba16 | 166 | m_shift(other.m_shift) |
ykuroda | 0:13a5d365ba16 | 167 | { |
ykuroda | 0:13a5d365ba16 | 168 | } |
ykuroda | 0:13a5d365ba16 | 169 | |
ykuroda | 0:13a5d365ba16 | 170 | /** \brief Number of rows of transformation viewed as a matrix. |
ykuroda | 0:13a5d365ba16 | 171 | * \returns Number of rows |
ykuroda | 0:13a5d365ba16 | 172 | * \details This equals the dimension of the space that the transformation acts on. |
ykuroda | 0:13a5d365ba16 | 173 | */ |
ykuroda | 0:13a5d365ba16 | 174 | Index rows() const { return Side==OnTheLeft ? m_vectors.rows() : m_vectors.cols(); } |
ykuroda | 0:13a5d365ba16 | 175 | |
ykuroda | 0:13a5d365ba16 | 176 | /** \brief Number of columns of transformation viewed as a matrix. |
ykuroda | 0:13a5d365ba16 | 177 | * \returns Number of columns |
ykuroda | 0:13a5d365ba16 | 178 | * \details This equals the dimension of the space that the transformation acts on. |
ykuroda | 0:13a5d365ba16 | 179 | */ |
ykuroda | 0:13a5d365ba16 | 180 | Index cols() const { return rows(); } |
ykuroda | 0:13a5d365ba16 | 181 | |
ykuroda | 0:13a5d365ba16 | 182 | /** \brief Essential part of a Householder vector. |
ykuroda | 0:13a5d365ba16 | 183 | * \param[in] k Index of Householder reflection |
ykuroda | 0:13a5d365ba16 | 184 | * \returns Vector containing non-trivial entries of k-th Householder vector |
ykuroda | 0:13a5d365ba16 | 185 | * |
ykuroda | 0:13a5d365ba16 | 186 | * This function returns the essential part of the Householder vector \f$ v_i \f$. This is a vector of |
ykuroda | 0:13a5d365ba16 | 187 | * length \f$ n-i \f$ containing the last \f$ n-i \f$ entries of the vector |
ykuroda | 0:13a5d365ba16 | 188 | * \f[ |
ykuroda | 0:13a5d365ba16 | 189 | * v_i = [\underbrace{0, \ldots, 0}_{i-1\mbox{ zeros}}, 1, \underbrace{*, \ldots,*}_{n-i\mbox{ arbitrary entries}} ]. |
ykuroda | 0:13a5d365ba16 | 190 | * \f] |
ykuroda | 0:13a5d365ba16 | 191 | * The index \f$ i \f$ equals \p k + shift(), corresponding to the k-th column of the matrix \p v |
ykuroda | 0:13a5d365ba16 | 192 | * passed to the constructor. |
ykuroda | 0:13a5d365ba16 | 193 | * |
ykuroda | 0:13a5d365ba16 | 194 | * \sa setShift(), shift() |
ykuroda | 0:13a5d365ba16 | 195 | */ |
ykuroda | 0:13a5d365ba16 | 196 | const EssentialVectorType essentialVector(Index k) const |
ykuroda | 0:13a5d365ba16 | 197 | { |
ykuroda | 0:13a5d365ba16 | 198 | eigen_assert(k >= 0 && k < m_length); |
ykuroda | 0:13a5d365ba16 | 199 | return internal::hseq_side_dependent_impl<VectorsType,CoeffsType,Side>::essentialVector(*this, k); |
ykuroda | 0:13a5d365ba16 | 200 | } |
ykuroda | 0:13a5d365ba16 | 201 | |
ykuroda | 0:13a5d365ba16 | 202 | /** \brief %Transpose of the Householder sequence. */ |
ykuroda | 0:13a5d365ba16 | 203 | HouseholderSequence transpose() const |
ykuroda | 0:13a5d365ba16 | 204 | { |
ykuroda | 0:13a5d365ba16 | 205 | return HouseholderSequence(*this).setTrans(!m_trans); |
ykuroda | 0:13a5d365ba16 | 206 | } |
ykuroda | 0:13a5d365ba16 | 207 | |
ykuroda | 0:13a5d365ba16 | 208 | /** \brief Complex conjugate of the Householder sequence. */ |
ykuroda | 0:13a5d365ba16 | 209 | ConjugateReturnType conjugate() const |
ykuroda | 0:13a5d365ba16 | 210 | { |
ykuroda | 0:13a5d365ba16 | 211 | return ConjugateReturnType(m_vectors.conjugate(), m_coeffs.conjugate()) |
ykuroda | 0:13a5d365ba16 | 212 | .setTrans(m_trans) |
ykuroda | 0:13a5d365ba16 | 213 | .setLength(m_length) |
ykuroda | 0:13a5d365ba16 | 214 | .setShift(m_shift); |
ykuroda | 0:13a5d365ba16 | 215 | } |
ykuroda | 0:13a5d365ba16 | 216 | |
ykuroda | 0:13a5d365ba16 | 217 | /** \brief Adjoint (conjugate transpose) of the Householder sequence. */ |
ykuroda | 0:13a5d365ba16 | 218 | ConjugateReturnType adjoint() const |
ykuroda | 0:13a5d365ba16 | 219 | { |
ykuroda | 0:13a5d365ba16 | 220 | return conjugate().setTrans(!m_trans); |
ykuroda | 0:13a5d365ba16 | 221 | } |
ykuroda | 0:13a5d365ba16 | 222 | |
ykuroda | 0:13a5d365ba16 | 223 | /** \brief Inverse of the Householder sequence (equals the adjoint). */ |
ykuroda | 0:13a5d365ba16 | 224 | ConjugateReturnType inverse() const { return adjoint(); } |
ykuroda | 0:13a5d365ba16 | 225 | |
ykuroda | 0:13a5d365ba16 | 226 | /** \internal */ |
ykuroda | 0:13a5d365ba16 | 227 | template<typename DestType> inline void evalTo(DestType& dst) const |
ykuroda | 0:13a5d365ba16 | 228 | { |
ykuroda | 0:13a5d365ba16 | 229 | Matrix<Scalar, DestType::RowsAtCompileTime, 1, |
ykuroda | 0:13a5d365ba16 | 230 | AutoAlign|ColMajor, DestType::MaxRowsAtCompileTime, 1> workspace(rows()); |
ykuroda | 0:13a5d365ba16 | 231 | evalTo(dst, workspace); |
ykuroda | 0:13a5d365ba16 | 232 | } |
ykuroda | 0:13a5d365ba16 | 233 | |
ykuroda | 0:13a5d365ba16 | 234 | /** \internal */ |
ykuroda | 0:13a5d365ba16 | 235 | template<typename Dest, typename Workspace> |
ykuroda | 0:13a5d365ba16 | 236 | void evalTo(Dest& dst, Workspace& workspace) const |
ykuroda | 0:13a5d365ba16 | 237 | { |
ykuroda | 0:13a5d365ba16 | 238 | workspace.resize(rows()); |
ykuroda | 0:13a5d365ba16 | 239 | Index vecs = m_length; |
ykuroda | 0:13a5d365ba16 | 240 | if( internal::is_same<typename internal::remove_all<VectorsType>::type,Dest>::value |
ykuroda | 0:13a5d365ba16 | 241 | && internal::extract_data(dst) == internal::extract_data(m_vectors)) |
ykuroda | 0:13a5d365ba16 | 242 | { |
ykuroda | 0:13a5d365ba16 | 243 | // in-place |
ykuroda | 0:13a5d365ba16 | 244 | dst.diagonal().setOnes(); |
ykuroda | 0:13a5d365ba16 | 245 | dst.template triangularView<StrictlyUpper>().setZero(); |
ykuroda | 0:13a5d365ba16 | 246 | for(Index k = vecs-1; k >= 0; --k) |
ykuroda | 0:13a5d365ba16 | 247 | { |
ykuroda | 0:13a5d365ba16 | 248 | Index cornerSize = rows() - k - m_shift; |
ykuroda | 0:13a5d365ba16 | 249 | if(m_trans) |
ykuroda | 0:13a5d365ba16 | 250 | dst.bottomRightCorner(cornerSize, cornerSize) |
ykuroda | 0:13a5d365ba16 | 251 | .applyHouseholderOnTheRight(essentialVector(k), m_coeffs.coeff(k), workspace.data()); |
ykuroda | 0:13a5d365ba16 | 252 | else |
ykuroda | 0:13a5d365ba16 | 253 | dst.bottomRightCorner(cornerSize, cornerSize) |
ykuroda | 0:13a5d365ba16 | 254 | .applyHouseholderOnTheLeft(essentialVector(k), m_coeffs.coeff(k), workspace.data()); |
ykuroda | 0:13a5d365ba16 | 255 | |
ykuroda | 0:13a5d365ba16 | 256 | // clear the off diagonal vector |
ykuroda | 0:13a5d365ba16 | 257 | dst.col(k).tail(rows()-k-1).setZero(); |
ykuroda | 0:13a5d365ba16 | 258 | } |
ykuroda | 0:13a5d365ba16 | 259 | // clear the remaining columns if needed |
ykuroda | 0:13a5d365ba16 | 260 | for(Index k = 0; k<cols()-vecs ; ++k) |
ykuroda | 0:13a5d365ba16 | 261 | dst.col(k).tail(rows()-k-1).setZero(); |
ykuroda | 0:13a5d365ba16 | 262 | } |
ykuroda | 0:13a5d365ba16 | 263 | else |
ykuroda | 0:13a5d365ba16 | 264 | { |
ykuroda | 0:13a5d365ba16 | 265 | dst.setIdentity(rows(), rows()); |
ykuroda | 0:13a5d365ba16 | 266 | for(Index k = vecs-1; k >= 0; --k) |
ykuroda | 0:13a5d365ba16 | 267 | { |
ykuroda | 0:13a5d365ba16 | 268 | Index cornerSize = rows() - k - m_shift; |
ykuroda | 0:13a5d365ba16 | 269 | if(m_trans) |
ykuroda | 0:13a5d365ba16 | 270 | dst.bottomRightCorner(cornerSize, cornerSize) |
ykuroda | 0:13a5d365ba16 | 271 | .applyHouseholderOnTheRight(essentialVector(k), m_coeffs.coeff(k), &workspace.coeffRef(0)); |
ykuroda | 0:13a5d365ba16 | 272 | else |
ykuroda | 0:13a5d365ba16 | 273 | dst.bottomRightCorner(cornerSize, cornerSize) |
ykuroda | 0:13a5d365ba16 | 274 | .applyHouseholderOnTheLeft(essentialVector(k), m_coeffs.coeff(k), &workspace.coeffRef(0)); |
ykuroda | 0:13a5d365ba16 | 275 | } |
ykuroda | 0:13a5d365ba16 | 276 | } |
ykuroda | 0:13a5d365ba16 | 277 | } |
ykuroda | 0:13a5d365ba16 | 278 | |
ykuroda | 0:13a5d365ba16 | 279 | /** \internal */ |
ykuroda | 0:13a5d365ba16 | 280 | template<typename Dest> inline void applyThisOnTheRight(Dest& dst) const |
ykuroda | 0:13a5d365ba16 | 281 | { |
ykuroda | 0:13a5d365ba16 | 282 | Matrix<Scalar,1,Dest::RowsAtCompileTime,RowMajor,1,Dest::MaxRowsAtCompileTime> workspace(dst.rows()); |
ykuroda | 0:13a5d365ba16 | 283 | applyThisOnTheRight(dst, workspace); |
ykuroda | 0:13a5d365ba16 | 284 | } |
ykuroda | 0:13a5d365ba16 | 285 | |
ykuroda | 0:13a5d365ba16 | 286 | /** \internal */ |
ykuroda | 0:13a5d365ba16 | 287 | template<typename Dest, typename Workspace> |
ykuroda | 0:13a5d365ba16 | 288 | inline void applyThisOnTheRight(Dest& dst, Workspace& workspace) const |
ykuroda | 0:13a5d365ba16 | 289 | { |
ykuroda | 0:13a5d365ba16 | 290 | workspace.resize(dst.rows()); |
ykuroda | 0:13a5d365ba16 | 291 | for(Index k = 0; k < m_length; ++k) |
ykuroda | 0:13a5d365ba16 | 292 | { |
ykuroda | 0:13a5d365ba16 | 293 | Index actual_k = m_trans ? m_length-k-1 : k; |
ykuroda | 0:13a5d365ba16 | 294 | dst.rightCols(rows()-m_shift-actual_k) |
ykuroda | 0:13a5d365ba16 | 295 | .applyHouseholderOnTheRight(essentialVector(actual_k), m_coeffs.coeff(actual_k), workspace.data()); |
ykuroda | 0:13a5d365ba16 | 296 | } |
ykuroda | 0:13a5d365ba16 | 297 | } |
ykuroda | 0:13a5d365ba16 | 298 | |
ykuroda | 0:13a5d365ba16 | 299 | /** \internal */ |
ykuroda | 0:13a5d365ba16 | 300 | template<typename Dest> inline void applyThisOnTheLeft(Dest& dst) const |
ykuroda | 0:13a5d365ba16 | 301 | { |
ykuroda | 0:13a5d365ba16 | 302 | Matrix<Scalar,1,Dest::ColsAtCompileTime,RowMajor,1,Dest::MaxColsAtCompileTime> workspace(dst.cols()); |
ykuroda | 0:13a5d365ba16 | 303 | applyThisOnTheLeft(dst, workspace); |
ykuroda | 0:13a5d365ba16 | 304 | } |
ykuroda | 0:13a5d365ba16 | 305 | |
ykuroda | 0:13a5d365ba16 | 306 | /** \internal */ |
ykuroda | 0:13a5d365ba16 | 307 | template<typename Dest, typename Workspace> |
ykuroda | 0:13a5d365ba16 | 308 | inline void applyThisOnTheLeft(Dest& dst, Workspace& workspace) const |
ykuroda | 0:13a5d365ba16 | 309 | { |
ykuroda | 0:13a5d365ba16 | 310 | workspace.resize(dst.cols()); |
ykuroda | 0:13a5d365ba16 | 311 | for(Index k = 0; k < m_length; ++k) |
ykuroda | 0:13a5d365ba16 | 312 | { |
ykuroda | 0:13a5d365ba16 | 313 | Index actual_k = m_trans ? k : m_length-k-1; |
ykuroda | 0:13a5d365ba16 | 314 | dst.bottomRows(rows()-m_shift-actual_k) |
ykuroda | 0:13a5d365ba16 | 315 | .applyHouseholderOnTheLeft(essentialVector(actual_k), m_coeffs.coeff(actual_k), workspace.data()); |
ykuroda | 0:13a5d365ba16 | 316 | } |
ykuroda | 0:13a5d365ba16 | 317 | } |
ykuroda | 0:13a5d365ba16 | 318 | |
ykuroda | 0:13a5d365ba16 | 319 | /** \brief Computes the product of a Householder sequence with a matrix. |
ykuroda | 0:13a5d365ba16 | 320 | * \param[in] other %Matrix being multiplied. |
ykuroda | 0:13a5d365ba16 | 321 | * \returns Expression object representing the product. |
ykuroda | 0:13a5d365ba16 | 322 | * |
ykuroda | 0:13a5d365ba16 | 323 | * This function computes \f$ HM \f$ where \f$ H \f$ is the Householder sequence represented by \p *this |
ykuroda | 0:13a5d365ba16 | 324 | * and \f$ M \f$ is the matrix \p other. |
ykuroda | 0:13a5d365ba16 | 325 | */ |
ykuroda | 0:13a5d365ba16 | 326 | template<typename OtherDerived> |
ykuroda | 0:13a5d365ba16 | 327 | typename internal::matrix_type_times_scalar_type<Scalar, OtherDerived>::Type operator*(const MatrixBase<OtherDerived>& other) const |
ykuroda | 0:13a5d365ba16 | 328 | { |
ykuroda | 0:13a5d365ba16 | 329 | typename internal::matrix_type_times_scalar_type<Scalar, OtherDerived>::Type |
ykuroda | 0:13a5d365ba16 | 330 | res(other.template cast<typename internal::matrix_type_times_scalar_type<Scalar,OtherDerived>::ResultScalar>()); |
ykuroda | 0:13a5d365ba16 | 331 | applyThisOnTheLeft(res); |
ykuroda | 0:13a5d365ba16 | 332 | return res; |
ykuroda | 0:13a5d365ba16 | 333 | } |
ykuroda | 0:13a5d365ba16 | 334 | |
ykuroda | 0:13a5d365ba16 | 335 | template<typename _VectorsType, typename _CoeffsType, int _Side> friend struct internal::hseq_side_dependent_impl; |
ykuroda | 0:13a5d365ba16 | 336 | |
ykuroda | 0:13a5d365ba16 | 337 | /** \brief Sets the length of the Householder sequence. |
ykuroda | 0:13a5d365ba16 | 338 | * \param [in] length New value for the length. |
ykuroda | 0:13a5d365ba16 | 339 | * |
ykuroda | 0:13a5d365ba16 | 340 | * By default, the length \f$ n \f$ of the Householder sequence \f$ H = H_0 H_1 \ldots H_{n-1} \f$ is set |
ykuroda | 0:13a5d365ba16 | 341 | * to the number of columns of the matrix \p v passed to the constructor, or the number of rows if that |
ykuroda | 0:13a5d365ba16 | 342 | * is smaller. After this function is called, the length equals \p length. |
ykuroda | 0:13a5d365ba16 | 343 | * |
ykuroda | 0:13a5d365ba16 | 344 | * \sa length() |
ykuroda | 0:13a5d365ba16 | 345 | */ |
ykuroda | 0:13a5d365ba16 | 346 | HouseholderSequence& setLength(Index length) |
ykuroda | 0:13a5d365ba16 | 347 | { |
ykuroda | 0:13a5d365ba16 | 348 | m_length = length; |
ykuroda | 0:13a5d365ba16 | 349 | return *this; |
ykuroda | 0:13a5d365ba16 | 350 | } |
ykuroda | 0:13a5d365ba16 | 351 | |
ykuroda | 0:13a5d365ba16 | 352 | /** \brief Sets the shift of the Householder sequence. |
ykuroda | 0:13a5d365ba16 | 353 | * \param [in] shift New value for the shift. |
ykuroda | 0:13a5d365ba16 | 354 | * |
ykuroda | 0:13a5d365ba16 | 355 | * By default, a %HouseholderSequence object represents \f$ H = H_0 H_1 \ldots H_{n-1} \f$ and the i-th |
ykuroda | 0:13a5d365ba16 | 356 | * column of the matrix \p v passed to the constructor corresponds to the i-th Householder |
ykuroda | 0:13a5d365ba16 | 357 | * reflection. After this function is called, the object represents \f$ H = H_{\mathrm{shift}} |
ykuroda | 0:13a5d365ba16 | 358 | * H_{\mathrm{shift}+1} \ldots H_{n-1} \f$ and the i-th column of \p v corresponds to the (shift+i)-th |
ykuroda | 0:13a5d365ba16 | 359 | * Householder reflection. |
ykuroda | 0:13a5d365ba16 | 360 | * |
ykuroda | 0:13a5d365ba16 | 361 | * \sa shift() |
ykuroda | 0:13a5d365ba16 | 362 | */ |
ykuroda | 0:13a5d365ba16 | 363 | HouseholderSequence& setShift(Index shift) |
ykuroda | 0:13a5d365ba16 | 364 | { |
ykuroda | 0:13a5d365ba16 | 365 | m_shift = shift; |
ykuroda | 0:13a5d365ba16 | 366 | return *this; |
ykuroda | 0:13a5d365ba16 | 367 | } |
ykuroda | 0:13a5d365ba16 | 368 | |
ykuroda | 0:13a5d365ba16 | 369 | Index length() const { return m_length; } /**< \brief Returns the length of the Householder sequence. */ |
ykuroda | 0:13a5d365ba16 | 370 | Index shift() const { return m_shift; } /**< \brief Returns the shift of the Householder sequence. */ |
ykuroda | 0:13a5d365ba16 | 371 | |
ykuroda | 0:13a5d365ba16 | 372 | /* Necessary for .adjoint() and .conjugate() */ |
ykuroda | 0:13a5d365ba16 | 373 | template <typename VectorsType2, typename CoeffsType2, int Side2> friend class HouseholderSequence; |
ykuroda | 0:13a5d365ba16 | 374 | |
ykuroda | 0:13a5d365ba16 | 375 | protected: |
ykuroda | 0:13a5d365ba16 | 376 | |
ykuroda | 0:13a5d365ba16 | 377 | /** \brief Sets the transpose flag. |
ykuroda | 0:13a5d365ba16 | 378 | * \param [in] trans New value of the transpose flag. |
ykuroda | 0:13a5d365ba16 | 379 | * |
ykuroda | 0:13a5d365ba16 | 380 | * By default, the transpose flag is not set. If the transpose flag is set, then this object represents |
ykuroda | 0:13a5d365ba16 | 381 | * \f$ H^T = H_{n-1}^T \ldots H_1^T H_0^T \f$ instead of \f$ H = H_0 H_1 \ldots H_{n-1} \f$. |
ykuroda | 0:13a5d365ba16 | 382 | * |
ykuroda | 0:13a5d365ba16 | 383 | * \sa trans() |
ykuroda | 0:13a5d365ba16 | 384 | */ |
ykuroda | 0:13a5d365ba16 | 385 | HouseholderSequence& setTrans(bool trans) |
ykuroda | 0:13a5d365ba16 | 386 | { |
ykuroda | 0:13a5d365ba16 | 387 | m_trans = trans; |
ykuroda | 0:13a5d365ba16 | 388 | return *this; |
ykuroda | 0:13a5d365ba16 | 389 | } |
ykuroda | 0:13a5d365ba16 | 390 | |
ykuroda | 0:13a5d365ba16 | 391 | bool trans() const { return m_trans; } /**< \brief Returns the transpose flag. */ |
ykuroda | 0:13a5d365ba16 | 392 | |
ykuroda | 0:13a5d365ba16 | 393 | typename VectorsType::Nested m_vectors; |
ykuroda | 0:13a5d365ba16 | 394 | typename CoeffsType::Nested m_coeffs; |
ykuroda | 0:13a5d365ba16 | 395 | bool m_trans; |
ykuroda | 0:13a5d365ba16 | 396 | Index m_length; |
ykuroda | 0:13a5d365ba16 | 397 | Index m_shift; |
ykuroda | 0:13a5d365ba16 | 398 | }; |
ykuroda | 0:13a5d365ba16 | 399 | |
ykuroda | 0:13a5d365ba16 | 400 | /** \brief Computes the product of a matrix with a Householder sequence. |
ykuroda | 0:13a5d365ba16 | 401 | * \param[in] other %Matrix being multiplied. |
ykuroda | 0:13a5d365ba16 | 402 | * \param[in] h %HouseholderSequence being multiplied. |
ykuroda | 0:13a5d365ba16 | 403 | * \returns Expression object representing the product. |
ykuroda | 0:13a5d365ba16 | 404 | * |
ykuroda | 0:13a5d365ba16 | 405 | * This function computes \f$ MH \f$ where \f$ M \f$ is the matrix \p other and \f$ H \f$ is the |
ykuroda | 0:13a5d365ba16 | 406 | * Householder sequence represented by \p h. |
ykuroda | 0:13a5d365ba16 | 407 | */ |
ykuroda | 0:13a5d365ba16 | 408 | template<typename OtherDerived, typename VectorsType, typename CoeffsType, int Side> |
ykuroda | 0:13a5d365ba16 | 409 | typename internal::matrix_type_times_scalar_type<typename VectorsType::Scalar,OtherDerived>::Type operator*(const MatrixBase<OtherDerived>& other, const HouseholderSequence<VectorsType,CoeffsType,Side>& h) |
ykuroda | 0:13a5d365ba16 | 410 | { |
ykuroda | 0:13a5d365ba16 | 411 | typename internal::matrix_type_times_scalar_type<typename VectorsType::Scalar,OtherDerived>::Type |
ykuroda | 0:13a5d365ba16 | 412 | res(other.template cast<typename internal::matrix_type_times_scalar_type<typename VectorsType::Scalar,OtherDerived>::ResultScalar>()); |
ykuroda | 0:13a5d365ba16 | 413 | h.applyThisOnTheRight(res); |
ykuroda | 0:13a5d365ba16 | 414 | return res; |
ykuroda | 0:13a5d365ba16 | 415 | } |
ykuroda | 0:13a5d365ba16 | 416 | |
ykuroda | 0:13a5d365ba16 | 417 | /** \ingroup Householder_Module \householder_module |
ykuroda | 0:13a5d365ba16 | 418 | * \brief Convenience function for constructing a Householder sequence. |
ykuroda | 0:13a5d365ba16 | 419 | * \returns A HouseholderSequence constructed from the specified arguments. |
ykuroda | 0:13a5d365ba16 | 420 | */ |
ykuroda | 0:13a5d365ba16 | 421 | template<typename VectorsType, typename CoeffsType> |
ykuroda | 0:13a5d365ba16 | 422 | HouseholderSequence<VectorsType,CoeffsType> householderSequence(const VectorsType& v, const CoeffsType& h) |
ykuroda | 0:13a5d365ba16 | 423 | { |
ykuroda | 0:13a5d365ba16 | 424 | return HouseholderSequence<VectorsType,CoeffsType,OnTheLeft>(v, h); |
ykuroda | 0:13a5d365ba16 | 425 | } |
ykuroda | 0:13a5d365ba16 | 426 | |
ykuroda | 0:13a5d365ba16 | 427 | /** \ingroup Householder_Module \householder_module |
ykuroda | 0:13a5d365ba16 | 428 | * \brief Convenience function for constructing a Householder sequence. |
ykuroda | 0:13a5d365ba16 | 429 | * \returns A HouseholderSequence constructed from the specified arguments. |
ykuroda | 0:13a5d365ba16 | 430 | * \details This function differs from householderSequence() in that the template argument \p OnTheSide of |
ykuroda | 0:13a5d365ba16 | 431 | * the constructed HouseholderSequence is set to OnTheRight, instead of the default OnTheLeft. |
ykuroda | 0:13a5d365ba16 | 432 | */ |
ykuroda | 0:13a5d365ba16 | 433 | template<typename VectorsType, typename CoeffsType> |
ykuroda | 0:13a5d365ba16 | 434 | HouseholderSequence<VectorsType,CoeffsType,OnTheRight> rightHouseholderSequence(const VectorsType& v, const CoeffsType& h) |
ykuroda | 0:13a5d365ba16 | 435 | { |
ykuroda | 0:13a5d365ba16 | 436 | return HouseholderSequence<VectorsType,CoeffsType,OnTheRight>(v, h); |
ykuroda | 0:13a5d365ba16 | 437 | } |
ykuroda | 0:13a5d365ba16 | 438 | |
ykuroda | 0:13a5d365ba16 | 439 | } // end namespace Eigen |
ykuroda | 0:13a5d365ba16 | 440 | |
ykuroda | 0:13a5d365ba16 | 441 | #endif // EIGEN_HOUSEHOLDER_SEQUENCE_H |