| // This file is part of Eigen, a lightweight C++ template library |
| // for linear algebra. |
| // |
| // Copyright (C) 2009 Gael Guennebaud <g.gael@free.fr> |
| // |
| // Eigen is free software; you can redistribute it and/or |
| // modify it under the terms of the GNU Lesser General Public |
| // License as published by the Free Software Foundation; either |
| // version 3 of the License, or (at your option) any later version. |
| // |
| // Alternatively, you can redistribute it and/or |
| // modify it under the terms of the GNU General Public License as |
| // published by the Free Software Foundation; either version 2 of |
| // the License, or (at your option) any later version. |
| // |
| // Eigen is distributed in the hope that it will be useful, but WITHOUT ANY |
| // WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS |
| // FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License or the |
| // GNU General Public License for more details. |
| // |
| // You should have received a copy of the GNU Lesser General Public |
| // License and a copy of the GNU General Public License along with |
| // Eigen. If not, see <http://www.gnu.org/licenses/>. |
| |
| #ifndef EIGEN_HOUSEHOLDER_SEQUENCE_H |
| #define EIGEN_HOUSEHOLDER_SEQUENCE_H |
| |
| /** \ingroup Householder_Module |
| * \householder_module |
| * \class HouseholderSequence |
| * \brief Represents a sequence of householder reflections with decreasing size |
| * |
| * This class represents a product sequence of householder reflections \f$ H = \Pi_0^{n-1} H_i \f$ |
| * where \f$ H_i \f$ is the i-th householder transformation \f$ I - h_i v_i v_i^* \f$, |
| * \f$ v_i \f$ is the i-th householder vector \f$ [ 1, m_vectors(i+1,i), m_vectors(i+2,i), ...] \f$ |
| * and \f$ h_i \f$ is the i-th householder coefficient \c m_coeffs[i]. |
| * |
| * Typical usages are listed below, where H is a HouseholderSequence: |
| * \code |
| * A.applyOnTheRight(H); // A = A * H |
| * A.applyOnTheLeft(H); // A = H * A |
| * A.applyOnTheRight(H.adjoint()); // A = A * H^* |
| * A.applyOnTheLeft(H.adjoint()); // A = H^* * A |
| * MatrixXd Q = H; // conversion to a dense matrix |
| * \endcode |
| * In addition to the adjoint, you can also apply the inverse (=adjoint), the transpose, and the conjugate. |
| * |
| * \sa MatrixBase::applyOnTheLeft(), MatrixBase::applyOnTheRight() |
| */ |
| |
| template<typename VectorsType, typename CoeffsType> |
| struct ei_traits<HouseholderSequence<VectorsType,CoeffsType> > |
| { |
| typedef typename VectorsType::Scalar Scalar; |
| enum { |
| RowsAtCompileTime = ei_traits<VectorsType>::RowsAtCompileTime, |
| ColsAtCompileTime = ei_traits<VectorsType>::RowsAtCompileTime, |
| MaxRowsAtCompileTime = ei_traits<VectorsType>::MaxRowsAtCompileTime, |
| MaxColsAtCompileTime = ei_traits<VectorsType>::MaxRowsAtCompileTime, |
| Flags = 0 |
| }; |
| }; |
| |
| template<typename VectorsType, typename CoeffsType> class HouseholderSequence |
| : public AnyMatrixBase<HouseholderSequence<VectorsType,CoeffsType> > |
| { |
| typedef typename VectorsType::Scalar Scalar; |
| public: |
| |
| typedef HouseholderSequence<VectorsType, |
| typename ei_meta_if<NumTraits<Scalar>::IsComplex, |
| NestByValue<typename ei_cleantype<typename CoeffsType::ConjugateReturnType>::type >, |
| CoeffsType>::ret> ConjugateReturnType; |
| |
| HouseholderSequence(const VectorsType& v, const CoeffsType& h, bool trans = false) |
| : m_vectors(v), m_coeffs(h), m_trans(trans) |
| {} |
| |
| int rows() const { return m_vectors.rows(); } |
| int cols() const { return m_vectors.rows(); } |
| |
| HouseholderSequence transpose() const |
| { return HouseholderSequence(m_vectors, m_coeffs, !m_trans); } |
| |
| ConjugateReturnType conjugate() const |
| { return ConjugateReturnType(m_vectors, m_coeffs.conjugate(), m_trans); } |
| |
| ConjugateReturnType adjoint() const |
| { return ConjugateReturnType(m_vectors, m_coeffs.conjugate(), !m_trans); } |
| |
| ConjugateReturnType inverse() const { return adjoint(); } |
| |
| /** \internal */ |
| template<typename DestType> void evalTo(DestType& dst) const |
| { |
| int vecs = std::min(m_vectors.cols(),m_vectors.rows()); |
| int length = m_vectors.rows(); |
| dst.setIdentity(); |
| Matrix<Scalar,1,DestType::RowsAtCompileTime> temp(dst.rows()); |
| for(int k = vecs-1; k >= 0; --k) |
| { |
| if(m_trans) |
| dst.corner(BottomRight, length-k, length-k) |
| .applyHouseholderOnTheRight(m_vectors.col(k).end(length-k-1), m_coeffs.coeff(k), &temp.coeffRef(0)); |
| else |
| dst.corner(BottomRight, length-k, length-k) |
| .applyHouseholderOnTheLeft(m_vectors.col(k).end(length-k-1), m_coeffs.coeff(k), &temp.coeffRef(k)); |
| } |
| } |
| |
| /** \internal */ |
| template<typename Dest> inline void applyThisOnTheRight(Dest& dst) const |
| { |
| int vecs = std::min(m_vectors.cols(),m_vectors.rows()); // number of householder vectors |
| int length = m_vectors.rows(); // size of the largest householder vector |
| Matrix<Scalar,1,Dest::ColsAtCompileTime> temp(dst.rows()); |
| for(int k = 0; k < vecs; ++k) |
| { |
| int actual_k = m_trans ? vecs-k-1 : k; |
| dst.corner(BottomRight, dst.rows(), length-k) |
| .applyHouseholderOnTheRight(m_vectors.col(k).end(length-k-1), m_coeffs.coeff(k), &temp.coeffRef(0)); |
| } |
| } |
| |
| /** \internal */ |
| template<typename Dest> inline void applyThisOnTheLeft(Dest& dst) const |
| { |
| int vecs = std::min(m_vectors.cols(),m_vectors.rows()); // number of householder vectors |
| int length = m_vectors.rows(); // size of the largest householder vector |
| Matrix<Scalar,1,Dest::ColsAtCompileTime> temp(dst.cols()); |
| for(int k = 0; k < vecs; ++k) |
| { |
| int actual_k = m_trans ? k : vecs-k-1; |
| dst.corner(BottomRight, length-actual_k, dst.cols()) |
| .applyHouseholderOnTheLeft(m_vectors.col(actual_k).end(length-actual_k-1), m_coeffs.coeff(actual_k), &temp.coeffRef(0)); |
| } |
| } |
| |
| template<typename OtherDerived> |
| typename OtherDerived::PlainMatrixType operator*(const MatrixBase<OtherDerived>& other) const |
| { |
| typename OtherDerived::PlainMatrixType res(other); |
| applyThisOnTheLeft(res); |
| return res; |
| } |
| |
| template<typename OtherDerived> friend |
| typename OtherDerived::PlainMatrixType operator*(const MatrixBase<OtherDerived>& other, const HouseholderSequence& h) |
| { |
| typename OtherDerived::PlainMatrixType res(other); |
| h.applyThisOnTheRight(res); |
| return res; |
| } |
| |
| protected: |
| |
| typename VectorsType::Nested m_vectors; |
| typename CoeffsType::Nested m_coeffs; |
| bool m_trans; |
| }; |
| |
| template<typename VectorsType, typename CoeffsType> |
| HouseholderSequence<VectorsType,CoeffsType> makeHouseholderSequence(const VectorsType& v, const CoeffsType& h, bool trans=false) |
| { |
| return HouseholderSequence<VectorsType,CoeffsType>(v, h, trans); |
| } |
| |
| #endif // EIGEN_HOUSEHOLDER_SEQUENCE_H |