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      1 // This file is part of Eigen, a lightweight C++ template library
      2 // for linear algebra.
      3 //
      4 // Copyright (C) 2006-2009 Benoit Jacob <jacob.benoit.1 (at) gmail.com>
      5 // Copyright (C) 2008 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_MATRIXBASE_H
     12 #define EIGEN_MATRIXBASE_H
     13 
     14 namespace Eigen {
     15 
     16 /** \class MatrixBase
     17   * \ingroup Core_Module
     18   *
     19   * \brief Base class for all dense matrices, vectors, and expressions
     20   *
     21   * This class is the base that is inherited by all matrix, vector, and related expression
     22   * types. Most of the Eigen API is contained in this class, and its base classes. Other important
     23   * classes for the Eigen API are Matrix, and VectorwiseOp.
     24   *
     25   * Note that some methods are defined in other modules such as the \ref LU_Module LU module
     26   * for all functions related to matrix inversions.
     27   *
     28   * \tparam Derived is the derived type, e.g. a matrix type, or an expression, etc.
     29   *
     30   * When writing a function taking Eigen objects as argument, if you want your function
     31   * to take as argument any matrix, vector, or expression, just let it take a
     32   * MatrixBase argument. As an example, here is a function printFirstRow which, given
     33   * a matrix, vector, or expression \a x, prints the first row of \a x.
     34   *
     35   * \code
     36     template<typename Derived>
     37     void printFirstRow(const Eigen::MatrixBase<Derived>& x)
     38     {
     39       cout << x.row(0) << endl;
     40     }
     41   * \endcode
     42   *
     43   * This class can be extended with the help of the plugin mechanism described on the page
     44   * \ref TopicCustomizingEigen by defining the preprocessor symbol \c EIGEN_MATRIXBASE_PLUGIN.
     45   *
     46   * \sa \ref TopicClassHierarchy
     47   */
     48 template<typename Derived> class MatrixBase
     49   : public DenseBase<Derived>
     50 {
     51   public:
     52 #ifndef EIGEN_PARSED_BY_DOXYGEN
     53     typedef MatrixBase StorageBaseType;
     54     typedef typename internal::traits<Derived>::StorageKind StorageKind;
     55     typedef typename internal::traits<Derived>::Index Index;
     56     typedef typename internal::traits<Derived>::Scalar Scalar;
     57     typedef typename internal::packet_traits<Scalar>::type PacketScalar;
     58     typedef typename NumTraits<Scalar>::Real RealScalar;
     59 
     60     typedef DenseBase<Derived> Base;
     61     using Base::RowsAtCompileTime;
     62     using Base::ColsAtCompileTime;
     63     using Base::SizeAtCompileTime;
     64     using Base::MaxRowsAtCompileTime;
     65     using Base::MaxColsAtCompileTime;
     66     using Base::MaxSizeAtCompileTime;
     67     using Base::IsVectorAtCompileTime;
     68     using Base::Flags;
     69     using Base::CoeffReadCost;
     70 
     71     using Base::derived;
     72     using Base::const_cast_derived;
     73     using Base::rows;
     74     using Base::cols;
     75     using Base::size;
     76     using Base::coeff;
     77     using Base::coeffRef;
     78     using Base::lazyAssign;
     79     using Base::eval;
     80     using Base::operator+=;
     81     using Base::operator-=;
     82     using Base::operator*=;
     83     using Base::operator/=;
     84 
     85     typedef typename Base::CoeffReturnType CoeffReturnType;
     86     typedef typename Base::ConstTransposeReturnType ConstTransposeReturnType;
     87     typedef typename Base::RowXpr RowXpr;
     88     typedef typename Base::ColXpr ColXpr;
     89 #endif // not EIGEN_PARSED_BY_DOXYGEN
     90 
     91 
     92 
     93 #ifndef EIGEN_PARSED_BY_DOXYGEN
     94     /** type of the equivalent square matrix */
     95     typedef Matrix<Scalar,EIGEN_SIZE_MAX(RowsAtCompileTime,ColsAtCompileTime),
     96                           EIGEN_SIZE_MAX(RowsAtCompileTime,ColsAtCompileTime)> SquareMatrixType;
     97 #endif // not EIGEN_PARSED_BY_DOXYGEN
     98 
     99     /** \returns the size of the main diagonal, which is min(rows(),cols()).
    100       * \sa rows(), cols(), SizeAtCompileTime. */
    101     inline Index diagonalSize() const { return (std::min)(rows(),cols()); }
    102 
    103     /** \brief The plain matrix type corresponding to this expression.
    104       *
    105       * This is not necessarily exactly the return type of eval(). In the case of plain matrices,
    106       * the return type of eval() is a const reference to a matrix, not a matrix! It is however guaranteed
    107       * that the return type of eval() is either PlainObject or const PlainObject&.
    108       */
    109     typedef Matrix<typename internal::traits<Derived>::Scalar,
    110                 internal::traits<Derived>::RowsAtCompileTime,
    111                 internal::traits<Derived>::ColsAtCompileTime,
    112                 AutoAlign | (internal::traits<Derived>::Flags&RowMajorBit ? RowMajor : ColMajor),
    113                 internal::traits<Derived>::MaxRowsAtCompileTime,
    114                 internal::traits<Derived>::MaxColsAtCompileTime
    115           > PlainObject;
    116 
    117 #ifndef EIGEN_PARSED_BY_DOXYGEN
    118     /** \internal Represents a matrix with all coefficients equal to one another*/
    119     typedef CwiseNullaryOp<internal::scalar_constant_op<Scalar>,Derived> ConstantReturnType;
    120     /** \internal the return type of MatrixBase::adjoint() */
    121     typedef typename internal::conditional<NumTraits<Scalar>::IsComplex,
    122                         CwiseUnaryOp<internal::scalar_conjugate_op<Scalar>, ConstTransposeReturnType>,
    123                         ConstTransposeReturnType
    124                      >::type AdjointReturnType;
    125     /** \internal Return type of eigenvalues() */
    126     typedef Matrix<std::complex<RealScalar>, internal::traits<Derived>::ColsAtCompileTime, 1, ColMajor> EigenvaluesReturnType;
    127     /** \internal the return type of identity */
    128     typedef CwiseNullaryOp<internal::scalar_identity_op<Scalar>,Derived> IdentityReturnType;
    129     /** \internal the return type of unit vectors */
    130     typedef Block<const CwiseNullaryOp<internal::scalar_identity_op<Scalar>, SquareMatrixType>,
    131                   internal::traits<Derived>::RowsAtCompileTime,
    132                   internal::traits<Derived>::ColsAtCompileTime> BasisReturnType;
    133 #endif // not EIGEN_PARSED_BY_DOXYGEN
    134 
    135 #define EIGEN_CURRENT_STORAGE_BASE_CLASS Eigen::MatrixBase
    136 #   include "../plugins/CommonCwiseUnaryOps.h"
    137 #   include "../plugins/CommonCwiseBinaryOps.h"
    138 #   include "../plugins/MatrixCwiseUnaryOps.h"
    139 #   include "../plugins/MatrixCwiseBinaryOps.h"
    140 #   ifdef EIGEN_MATRIXBASE_PLUGIN
    141 #     include EIGEN_MATRIXBASE_PLUGIN
    142 #   endif
    143 #undef EIGEN_CURRENT_STORAGE_BASE_CLASS
    144 
    145     /** Special case of the template operator=, in order to prevent the compiler
    146       * from generating a default operator= (issue hit with g++ 4.1)
    147       */
    148     Derived& operator=(const MatrixBase& other);
    149 
    150     // We cannot inherit here via Base::operator= since it is causing
    151     // trouble with MSVC.
    152 
    153     template <typename OtherDerived>
    154     Derived& operator=(const DenseBase<OtherDerived>& other);
    155 
    156     template <typename OtherDerived>
    157     Derived& operator=(const EigenBase<OtherDerived>& other);
    158 
    159     template<typename OtherDerived>
    160     Derived& operator=(const ReturnByValue<OtherDerived>& other);
    161 
    162 #ifndef EIGEN_PARSED_BY_DOXYGEN
    163     template<typename ProductDerived, typename Lhs, typename Rhs>
    164     Derived& lazyAssign(const ProductBase<ProductDerived, Lhs,Rhs>& other);
    165 
    166     template<typename MatrixPower, typename Lhs, typename Rhs>
    167     Derived& lazyAssign(const MatrixPowerProduct<MatrixPower, Lhs,Rhs>& other);
    168 #endif // not EIGEN_PARSED_BY_DOXYGEN
    169 
    170     template<typename OtherDerived>
    171     Derived& operator+=(const MatrixBase<OtherDerived>& other);
    172     template<typename OtherDerived>
    173     Derived& operator-=(const MatrixBase<OtherDerived>& other);
    174 
    175     template<typename OtherDerived>
    176     const typename ProductReturnType<Derived,OtherDerived>::Type
    177     operator*(const MatrixBase<OtherDerived> &other) const;
    178 
    179     template<typename OtherDerived>
    180     const typename LazyProductReturnType<Derived,OtherDerived>::Type
    181     lazyProduct(const MatrixBase<OtherDerived> &other) const;
    182 
    183     template<typename OtherDerived>
    184     Derived& operator*=(const EigenBase<OtherDerived>& other);
    185 
    186     template<typename OtherDerived>
    187     void applyOnTheLeft(const EigenBase<OtherDerived>& other);
    188 
    189     template<typename OtherDerived>
    190     void applyOnTheRight(const EigenBase<OtherDerived>& other);
    191 
    192     template<typename DiagonalDerived>
    193     const DiagonalProduct<Derived, DiagonalDerived, OnTheRight>
    194     operator*(const DiagonalBase<DiagonalDerived> &diagonal) const;
    195 
    196     template<typename OtherDerived>
    197     typename internal::scalar_product_traits<typename internal::traits<Derived>::Scalar,typename internal::traits<OtherDerived>::Scalar>::ReturnType
    198     dot(const MatrixBase<OtherDerived>& other) const;
    199 
    200     #ifdef EIGEN2_SUPPORT
    201       template<typename OtherDerived>
    202       Scalar eigen2_dot(const MatrixBase<OtherDerived>& other) const;
    203     #endif
    204 
    205     RealScalar squaredNorm() const;
    206     RealScalar norm() const;
    207     RealScalar stableNorm() const;
    208     RealScalar blueNorm() const;
    209     RealScalar hypotNorm() const;
    210     const PlainObject normalized() const;
    211     void normalize();
    212 
    213     const AdjointReturnType adjoint() const;
    214     void adjointInPlace();
    215 
    216     typedef Diagonal<Derived> DiagonalReturnType;
    217     DiagonalReturnType diagonal();
    218     typedef typename internal::add_const<Diagonal<const Derived> >::type ConstDiagonalReturnType;
    219     ConstDiagonalReturnType diagonal() const;
    220 
    221     template<int Index> struct DiagonalIndexReturnType { typedef Diagonal<Derived,Index> Type; };
    222     template<int Index> struct ConstDiagonalIndexReturnType { typedef const Diagonal<const Derived,Index> Type; };
    223 
    224     template<int Index> typename DiagonalIndexReturnType<Index>::Type diagonal();
    225     template<int Index> typename ConstDiagonalIndexReturnType<Index>::Type diagonal() const;
    226 
    227     typedef Diagonal<Derived,DynamicIndex> DiagonalDynamicIndexReturnType;
    228     typedef typename internal::add_const<Diagonal<const Derived,DynamicIndex> >::type ConstDiagonalDynamicIndexReturnType;
    229 
    230     DiagonalDynamicIndexReturnType diagonal(Index index);
    231     ConstDiagonalDynamicIndexReturnType diagonal(Index index) const;
    232 
    233     #ifdef EIGEN2_SUPPORT
    234     template<unsigned int Mode> typename internal::eigen2_part_return_type<Derived, Mode>::type part();
    235     template<unsigned int Mode> const typename internal::eigen2_part_return_type<Derived, Mode>::type part() const;
    236 
    237     // huuuge hack. make Eigen2's matrix.part<Diagonal>() work in eigen3. Problem: Diagonal is now a class template instead
    238     // of an integer constant. Solution: overload the part() method template wrt template parameters list.
    239     template<template<typename T, int N> class U>
    240     const DiagonalWrapper<ConstDiagonalReturnType> part() const
    241     { return diagonal().asDiagonal(); }
    242     #endif // EIGEN2_SUPPORT
    243 
    244     template<unsigned int Mode> struct TriangularViewReturnType { typedef TriangularView<Derived, Mode> Type; };
    245     template<unsigned int Mode> struct ConstTriangularViewReturnType { typedef const TriangularView<const Derived, Mode> Type; };
    246 
    247     template<unsigned int Mode> typename TriangularViewReturnType<Mode>::Type triangularView();
    248     template<unsigned int Mode> typename ConstTriangularViewReturnType<Mode>::Type triangularView() const;
    249 
    250     template<unsigned int UpLo> struct SelfAdjointViewReturnType { typedef SelfAdjointView<Derived, UpLo> Type; };
    251     template<unsigned int UpLo> struct ConstSelfAdjointViewReturnType { typedef const SelfAdjointView<const Derived, UpLo> Type; };
    252 
    253     template<unsigned int UpLo> typename SelfAdjointViewReturnType<UpLo>::Type selfadjointView();
    254     template<unsigned int UpLo> typename ConstSelfAdjointViewReturnType<UpLo>::Type selfadjointView() const;
    255 
    256     const SparseView<Derived> sparseView(const Scalar& m_reference = Scalar(0),
    257                                          const typename NumTraits<Scalar>::Real& m_epsilon = NumTraits<Scalar>::dummy_precision()) const;
    258     static const IdentityReturnType Identity();
    259     static const IdentityReturnType Identity(Index rows, Index cols);
    260     static const BasisReturnType Unit(Index size, Index i);
    261     static const BasisReturnType Unit(Index i);
    262     static const BasisReturnType UnitX();
    263     static const BasisReturnType UnitY();
    264     static const BasisReturnType UnitZ();
    265     static const BasisReturnType UnitW();
    266 
    267     const DiagonalWrapper<const Derived> asDiagonal() const;
    268     const PermutationWrapper<const Derived> asPermutation() const;
    269 
    270     Derived& setIdentity();
    271     Derived& setIdentity(Index rows, Index cols);
    272 
    273     bool isIdentity(const RealScalar& prec = NumTraits<Scalar>::dummy_precision()) const;
    274     bool isDiagonal(const RealScalar& prec = NumTraits<Scalar>::dummy_precision()) const;
    275 
    276     bool isUpperTriangular(const RealScalar& prec = NumTraits<Scalar>::dummy_precision()) const;
    277     bool isLowerTriangular(const RealScalar& prec = NumTraits<Scalar>::dummy_precision()) const;
    278 
    279     template<typename OtherDerived>
    280     bool isOrthogonal(const MatrixBase<OtherDerived>& other,
    281                       const RealScalar& prec = NumTraits<Scalar>::dummy_precision()) const;
    282     bool isUnitary(const RealScalar& prec = NumTraits<Scalar>::dummy_precision()) const;
    283 
    284     /** \returns true if each coefficients of \c *this and \a other are all exactly equal.
    285       * \warning When using floating point scalar values you probably should rather use a
    286       *          fuzzy comparison such as isApprox()
    287       * \sa isApprox(), operator!= */
    288     template<typename OtherDerived>
    289     inline bool operator==(const MatrixBase<OtherDerived>& other) const
    290     { return cwiseEqual(other).all(); }
    291 
    292     /** \returns true if at least one pair of coefficients of \c *this and \a other are not exactly equal to each other.
    293       * \warning When using floating point scalar values you probably should rather use a
    294       *          fuzzy comparison such as isApprox()
    295       * \sa isApprox(), operator== */
    296     template<typename OtherDerived>
    297     inline bool operator!=(const MatrixBase<OtherDerived>& other) const
    298     { return cwiseNotEqual(other).any(); }
    299 
    300     NoAlias<Derived,Eigen::MatrixBase > noalias();
    301 
    302     inline const ForceAlignedAccess<Derived> forceAlignedAccess() const;
    303     inline ForceAlignedAccess<Derived> forceAlignedAccess();
    304     template<bool Enable> inline typename internal::add_const_on_value_type<typename internal::conditional<Enable,ForceAlignedAccess<Derived>,Derived&>::type>::type forceAlignedAccessIf() const;
    305     template<bool Enable> inline typename internal::conditional<Enable,ForceAlignedAccess<Derived>,Derived&>::type forceAlignedAccessIf();
    306 
    307     Scalar trace() const;
    308 
    309 /////////// Array module ///////////
    310 
    311     template<int p> RealScalar lpNorm() const;
    312 
    313     MatrixBase<Derived>& matrix() { return *this; }
    314     const MatrixBase<Derived>& matrix() const { return *this; }
    315 
    316     /** \returns an \link Eigen::ArrayBase Array \endlink expression of this matrix
    317       * \sa ArrayBase::matrix() */
    318     ArrayWrapper<Derived> array() { return derived(); }
    319     const ArrayWrapper<const Derived> array() const { return derived(); }
    320 
    321 /////////// LU module ///////////
    322 
    323     const FullPivLU<PlainObject> fullPivLu() const;
    324     const PartialPivLU<PlainObject> partialPivLu() const;
    325 
    326     #if EIGEN2_SUPPORT_STAGE < STAGE20_RESOLVE_API_CONFLICTS
    327     const LU<PlainObject> lu() const;
    328     #endif
    329 
    330     #ifdef EIGEN2_SUPPORT
    331     const LU<PlainObject> eigen2_lu() const;
    332     #endif
    333 
    334     #if EIGEN2_SUPPORT_STAGE > STAGE20_RESOLVE_API_CONFLICTS
    335     const PartialPivLU<PlainObject> lu() const;
    336     #endif
    337 
    338     #ifdef EIGEN2_SUPPORT
    339     template<typename ResultType>
    340     void computeInverse(MatrixBase<ResultType> *result) const {
    341       *result = this->inverse();
    342     }
    343     #endif
    344 
    345     const internal::inverse_impl<Derived> inverse() const;
    346     template<typename ResultType>
    347     void computeInverseAndDetWithCheck(
    348       ResultType& inverse,
    349       typename ResultType::Scalar& determinant,
    350       bool& invertible,
    351       const RealScalar& absDeterminantThreshold = NumTraits<Scalar>::dummy_precision()
    352     ) const;
    353     template<typename ResultType>
    354     void computeInverseWithCheck(
    355       ResultType& inverse,
    356       bool& invertible,
    357       const RealScalar& absDeterminantThreshold = NumTraits<Scalar>::dummy_precision()
    358     ) const;
    359     Scalar determinant() const;
    360 
    361 /////////// Cholesky module ///////////
    362 
    363     const LLT<PlainObject>  llt() const;
    364     const LDLT<PlainObject> ldlt() const;
    365 
    366 /////////// QR module ///////////
    367 
    368     const HouseholderQR<PlainObject> householderQr() const;
    369     const ColPivHouseholderQR<PlainObject> colPivHouseholderQr() const;
    370     const FullPivHouseholderQR<PlainObject> fullPivHouseholderQr() const;
    371 
    372     #ifdef EIGEN2_SUPPORT
    373     const QR<PlainObject> qr() const;
    374     #endif
    375 
    376     EigenvaluesReturnType eigenvalues() const;
    377     RealScalar operatorNorm() const;
    378 
    379 /////////// SVD module ///////////
    380 
    381     JacobiSVD<PlainObject> jacobiSvd(unsigned int computationOptions = 0) const;
    382 
    383     #ifdef EIGEN2_SUPPORT
    384     SVD<PlainObject> svd() const;
    385     #endif
    386 
    387 /////////// Geometry module ///////////
    388 
    389     #ifndef EIGEN_PARSED_BY_DOXYGEN
    390     /// \internal helper struct to form the return type of the cross product
    391     template<typename OtherDerived> struct cross_product_return_type {
    392       typedef typename internal::scalar_product_traits<typename internal::traits<Derived>::Scalar,typename internal::traits<OtherDerived>::Scalar>::ReturnType Scalar;
    393       typedef Matrix<Scalar,MatrixBase::RowsAtCompileTime,MatrixBase::ColsAtCompileTime> type;
    394     };
    395     #endif // EIGEN_PARSED_BY_DOXYGEN
    396     template<typename OtherDerived>
    397     typename cross_product_return_type<OtherDerived>::type
    398     cross(const MatrixBase<OtherDerived>& other) const;
    399     template<typename OtherDerived>
    400     PlainObject cross3(const MatrixBase<OtherDerived>& other) const;
    401     PlainObject unitOrthogonal(void) const;
    402     Matrix<Scalar,3,1> eulerAngles(Index a0, Index a1, Index a2) const;
    403 
    404     #if EIGEN2_SUPPORT_STAGE > STAGE20_RESOLVE_API_CONFLICTS
    405     ScalarMultipleReturnType operator*(const UniformScaling<Scalar>& s) const;
    406     // put this as separate enum value to work around possible GCC 4.3 bug (?)
    407     enum { HomogeneousReturnTypeDirection = ColsAtCompileTime==1?Vertical:Horizontal };
    408     typedef Homogeneous<Derived, HomogeneousReturnTypeDirection> HomogeneousReturnType;
    409     HomogeneousReturnType homogeneous() const;
    410     #endif
    411 
    412     enum {
    413       SizeMinusOne = SizeAtCompileTime==Dynamic ? Dynamic : SizeAtCompileTime-1
    414     };
    415     typedef Block<const Derived,
    416                   internal::traits<Derived>::ColsAtCompileTime==1 ? SizeMinusOne : 1,
    417                   internal::traits<Derived>::ColsAtCompileTime==1 ? 1 : SizeMinusOne> ConstStartMinusOne;
    418     typedef CwiseUnaryOp<internal::scalar_quotient1_op<typename internal::traits<Derived>::Scalar>,
    419                 const ConstStartMinusOne > HNormalizedReturnType;
    420 
    421     const HNormalizedReturnType hnormalized() const;
    422 
    423 ////////// Householder module ///////////
    424 
    425     void makeHouseholderInPlace(Scalar& tau, RealScalar& beta);
    426     template<typename EssentialPart>
    427     void makeHouseholder(EssentialPart& essential,
    428                          Scalar& tau, RealScalar& beta) const;
    429     template<typename EssentialPart>
    430     void applyHouseholderOnTheLeft(const EssentialPart& essential,
    431                                    const Scalar& tau,
    432                                    Scalar* workspace);
    433     template<typename EssentialPart>
    434     void applyHouseholderOnTheRight(const EssentialPart& essential,
    435                                     const Scalar& tau,
    436                                     Scalar* workspace);
    437 
    438 ///////// Jacobi module /////////
    439 
    440     template<typename OtherScalar>
    441     void applyOnTheLeft(Index p, Index q, const JacobiRotation<OtherScalar>& j);
    442     template<typename OtherScalar>
    443     void applyOnTheRight(Index p, Index q, const JacobiRotation<OtherScalar>& j);
    444 
    445 ///////// MatrixFunctions module /////////
    446 
    447     typedef typename internal::stem_function<Scalar>::type StemFunction;
    448     const MatrixExponentialReturnValue<Derived> exp() const;
    449     const MatrixFunctionReturnValue<Derived> matrixFunction(StemFunction f) const;
    450     const MatrixFunctionReturnValue<Derived> cosh() const;
    451     const MatrixFunctionReturnValue<Derived> sinh() const;
    452     const MatrixFunctionReturnValue<Derived> cos() const;
    453     const MatrixFunctionReturnValue<Derived> sin() const;
    454     const MatrixSquareRootReturnValue<Derived> sqrt() const;
    455     const MatrixLogarithmReturnValue<Derived> log() const;
    456     const MatrixPowerReturnValue<Derived> pow(const RealScalar& p) const;
    457 
    458 #ifdef EIGEN2_SUPPORT
    459     template<typename ProductDerived, typename Lhs, typename Rhs>
    460     Derived& operator+=(const Flagged<ProductBase<ProductDerived, Lhs,Rhs>, 0,
    461                                       EvalBeforeAssigningBit>& other);
    462 
    463     template<typename ProductDerived, typename Lhs, typename Rhs>
    464     Derived& operator-=(const Flagged<ProductBase<ProductDerived, Lhs,Rhs>, 0,
    465                                       EvalBeforeAssigningBit>& other);
    466 
    467     /** \deprecated because .lazy() is deprecated
    468       * Overloaded for cache friendly product evaluation */
    469     template<typename OtherDerived>
    470     Derived& lazyAssign(const Flagged<OtherDerived, 0, EvalBeforeAssigningBit>& other)
    471     { return lazyAssign(other._expression()); }
    472 
    473     template<unsigned int Added>
    474     const Flagged<Derived, Added, 0> marked() const;
    475     const Flagged<Derived, 0, EvalBeforeAssigningBit> lazy() const;
    476 
    477     inline const Cwise<Derived> cwise() const;
    478     inline Cwise<Derived> cwise();
    479 
    480     VectorBlock<Derived> start(Index size);
    481     const VectorBlock<const Derived> start(Index size) const;
    482     VectorBlock<Derived> end(Index size);
    483     const VectorBlock<const Derived> end(Index size) const;
    484     template<int Size> VectorBlock<Derived,Size> start();
    485     template<int Size> const VectorBlock<const Derived,Size> start() const;
    486     template<int Size> VectorBlock<Derived,Size> end();
    487     template<int Size> const VectorBlock<const Derived,Size> end() const;
    488 
    489     Minor<Derived> minor(Index row, Index col);
    490     const Minor<Derived> minor(Index row, Index col) const;
    491 #endif
    492 
    493   protected:
    494     MatrixBase() : Base() {}
    495 
    496   private:
    497     explicit MatrixBase(int);
    498     MatrixBase(int,int);
    499     template<typename OtherDerived> explicit MatrixBase(const MatrixBase<OtherDerived>&);
    500   protected:
    501     // mixing arrays and matrices is not legal
    502     template<typename OtherDerived> Derived& operator+=(const ArrayBase<OtherDerived>& )
    503     {EIGEN_STATIC_ASSERT(std::ptrdiff_t(sizeof(typename OtherDerived::Scalar))==-1,YOU_CANNOT_MIX_ARRAYS_AND_MATRICES); return *this;}
    504     // mixing arrays and matrices is not legal
    505     template<typename OtherDerived> Derived& operator-=(const ArrayBase<OtherDerived>& )
    506     {EIGEN_STATIC_ASSERT(std::ptrdiff_t(sizeof(typename OtherDerived::Scalar))==-1,YOU_CANNOT_MIX_ARRAYS_AND_MATRICES); return *this;}
    507 };
    508 
    509 
    510 /***************************************************************************
    511 * Implementation of matrix base methods
    512 ***************************************************************************/
    513 
    514 /** replaces \c *this by \c *this * \a other.
    515   *
    516   * \returns a reference to \c *this
    517   *
    518   * Example: \include MatrixBase_applyOnTheRight.cpp
    519   * Output: \verbinclude MatrixBase_applyOnTheRight.out
    520   */
    521 template<typename Derived>
    522 template<typename OtherDerived>
    523 inline Derived&
    524 MatrixBase<Derived>::operator*=(const EigenBase<OtherDerived> &other)
    525 {
    526   other.derived().applyThisOnTheRight(derived());
    527   return derived();
    528 }
    529 
    530 /** replaces \c *this by \c *this * \a other. It is equivalent to MatrixBase::operator*=().
    531   *
    532   * Example: \include MatrixBase_applyOnTheRight.cpp
    533   * Output: \verbinclude MatrixBase_applyOnTheRight.out
    534   */
    535 template<typename Derived>
    536 template<typename OtherDerived>
    537 inline void MatrixBase<Derived>::applyOnTheRight(const EigenBase<OtherDerived> &other)
    538 {
    539   other.derived().applyThisOnTheRight(derived());
    540 }
    541 
    542 /** replaces \c *this by \a other * \c *this.
    543   *
    544   * Example: \include MatrixBase_applyOnTheLeft.cpp
    545   * Output: \verbinclude MatrixBase_applyOnTheLeft.out
    546   */
    547 template<typename Derived>
    548 template<typename OtherDerived>
    549 inline void MatrixBase<Derived>::applyOnTheLeft(const EigenBase<OtherDerived> &other)
    550 {
    551   other.derived().applyThisOnTheLeft(derived());
    552 }
    553 
    554 } // end namespace Eigen
    555 
    556 #endif // EIGEN_MATRIXBASE_H
    557