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      1 // This file is part of Eigen, a lightweight C++ template library
      2 // for linear algebra.
      3 //
      4 // Copyright (C) 2010 Benoit Jacob <jacob.benoit.1 (at) gmail.com>
      5 // Copyright (C) 2009 Gael Guennebaud <gael.guennebaud (at) inria.fr>
      6 //
      7 // This Source Code Form is subject to the terms of the Mozilla
      8 // Public License v. 2.0. If a copy of the MPL was not distributed
      9 // with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
     10 
     11 #ifndef EIGEN_HOUSEHOLDER_H
     12 #define EIGEN_HOUSEHOLDER_H
     13 
     14 namespace Eigen {
     15 
     16 namespace internal {
     17 template<int n> struct decrement_size
     18 {
     19   enum {
     20     ret = n==Dynamic ? n : n-1
     21   };
     22 };
     23 }
     24 
     25 /** Computes the elementary reflector H such that:
     26   * \f$ H *this = [ beta 0 ... 0]^T \f$
     27   * where the transformation H is:
     28   * \f$ H = I - tau v v^*\f$
     29   * and the vector v is:
     30   * \f$ v^T = [1 essential^T] \f$
     31   *
     32   * The essential part of the vector \c v is stored in *this.
     33   *
     34   * On output:
     35   * \param tau the scaling factor of the Householder transformation
     36   * \param beta the result of H * \c *this
     37   *
     38   * \sa MatrixBase::makeHouseholder(), MatrixBase::applyHouseholderOnTheLeft(),
     39   *     MatrixBase::applyHouseholderOnTheRight()
     40   */
     41 template<typename Derived>
     42 void MatrixBase<Derived>::makeHouseholderInPlace(Scalar& tau, RealScalar& beta)
     43 {
     44   VectorBlock<Derived, internal::decrement_size<Base::SizeAtCompileTime>::ret> essentialPart(derived(), 1, size()-1);
     45   makeHouseholder(essentialPart, tau, beta);
     46 }
     47 
     48 /** Computes the elementary reflector H such that:
     49   * \f$ H *this = [ beta 0 ... 0]^T \f$
     50   * where the transformation H is:
     51   * \f$ H = I - tau v v^*\f$
     52   * and the vector v is:
     53   * \f$ v^T = [1 essential^T] \f$
     54   *
     55   * On output:
     56   * \param essential the essential part of the vector \c v
     57   * \param tau the scaling factor of the Householder transformation
     58   * \param beta the result of H * \c *this
     59   *
     60   * \sa MatrixBase::makeHouseholderInPlace(), MatrixBase::applyHouseholderOnTheLeft(),
     61   *     MatrixBase::applyHouseholderOnTheRight()
     62   */
     63 template<typename Derived>
     64 template<typename EssentialPart>
     65 void MatrixBase<Derived>::makeHouseholder(
     66   EssentialPart& essential,
     67   Scalar& tau,
     68   RealScalar& beta) const
     69 {
     70   using std::sqrt;
     71   using numext::conj;
     72 
     73   EIGEN_STATIC_ASSERT_VECTOR_ONLY(EssentialPart)
     74   VectorBlock<const Derived, EssentialPart::SizeAtCompileTime> tail(derived(), 1, size()-1);
     75 
     76   RealScalar tailSqNorm = size()==1 ? RealScalar(0) : tail.squaredNorm();
     77   Scalar c0 = coeff(0);
     78 
     79   if(tailSqNorm == RealScalar(0) && numext::imag(c0)==RealScalar(0))
     80   {
     81     tau = RealScalar(0);
     82     beta = numext::real(c0);
     83     essential.setZero();
     84   }
     85   else
     86   {
     87     beta = sqrt(numext::abs2(c0) + tailSqNorm);
     88     if (numext::real(c0)>=RealScalar(0))
     89       beta = -beta;
     90     essential = tail / (c0 - beta);
     91     tau = conj((beta - c0) / beta);
     92   }
     93 }
     94 
     95 /** Apply the elementary reflector H given by
     96   * \f$ H = I - tau v v^*\f$
     97   * with
     98   * \f$ v^T = [1 essential^T] \f$
     99   * from the left to a vector or matrix.
    100   *
    101   * On input:
    102   * \param essential the essential part of the vector \c v
    103   * \param tau the scaling factor of the Householder transformation
    104   * \param workspace a pointer to working space with at least
    105   *                  this->cols() * essential.size() entries
    106   *
    107   * \sa MatrixBase::makeHouseholder(), MatrixBase::makeHouseholderInPlace(),
    108   *     MatrixBase::applyHouseholderOnTheRight()
    109   */
    110 template<typename Derived>
    111 template<typename EssentialPart>
    112 void MatrixBase<Derived>::applyHouseholderOnTheLeft(
    113   const EssentialPart& essential,
    114   const Scalar& tau,
    115   Scalar* workspace)
    116 {
    117   if(rows() == 1)
    118   {
    119     *this *= Scalar(1)-tau;
    120   }
    121   else
    122   {
    123     Map<typename internal::plain_row_type<PlainObject>::type> tmp(workspace,cols());
    124     Block<Derived, EssentialPart::SizeAtCompileTime, Derived::ColsAtCompileTime> bottom(derived(), 1, 0, rows()-1, cols());
    125     tmp.noalias() = essential.adjoint() * bottom;
    126     tmp += this->row(0);
    127     this->row(0) -= tau * tmp;
    128     bottom.noalias() -= tau * essential * tmp;
    129   }
    130 }
    131 
    132 /** Apply the elementary reflector H given by
    133   * \f$ H = I - tau v v^*\f$
    134   * with
    135   * \f$ v^T = [1 essential^T] \f$
    136   * from the right to a vector or matrix.
    137   *
    138   * On input:
    139   * \param essential the essential part of the vector \c v
    140   * \param tau the scaling factor of the Householder transformation
    141   * \param workspace a pointer to working space with at least
    142   *                  this->cols() * essential.size() entries
    143   *
    144   * \sa MatrixBase::makeHouseholder(), MatrixBase::makeHouseholderInPlace(),
    145   *     MatrixBase::applyHouseholderOnTheLeft()
    146   */
    147 template<typename Derived>
    148 template<typename EssentialPart>
    149 void MatrixBase<Derived>::applyHouseholderOnTheRight(
    150   const EssentialPart& essential,
    151   const Scalar& tau,
    152   Scalar* workspace)
    153 {
    154   if(cols() == 1)
    155   {
    156     *this *= Scalar(1)-tau;
    157   }
    158   else
    159   {
    160     Map<typename internal::plain_col_type<PlainObject>::type> tmp(workspace,rows());
    161     Block<Derived, Derived::RowsAtCompileTime, EssentialPart::SizeAtCompileTime> right(derived(), 0, 1, rows(), cols()-1);
    162     tmp.noalias() = right * essential.conjugate();
    163     tmp += this->col(0);
    164     this->col(0) -= tau * tmp;
    165     right.noalias() -= tau * tmp * essential.transpose();
    166   }
    167 }
    168 
    169 } // end namespace Eigen
    170 
    171 #endif // EIGEN_HOUSEHOLDER_H
    172