ProductBase.h
1// This file is part of Eigen, a lightweight C++ template library
2// for linear algebra.
3//
4// Copyright (C) 2009-2010 Gael Guennebaud <gael.guennebaud@inria.fr>
5//
6// This Source Code Form is subject to the terms of the Mozilla
7// Public License v. 2.0. If a copy of the MPL was not distributed
8// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
9
10#ifndef EIGEN_PRODUCTBASE_H
11#define EIGEN_PRODUCTBASE_H
12
13namespace Eigen {
14
19
20namespace internal {
21template<typename Derived, typename _Lhs, typename _Rhs>
22struct traits<ProductBase<Derived,_Lhs,_Rhs> >
23{
24 typedef MatrixXpr XprKind;
25 typedef typename remove_all<_Lhs>::type Lhs;
26 typedef typename remove_all<_Rhs>::type Rhs;
27 typedef typename scalar_product_traits<typename Lhs::Scalar, typename Rhs::Scalar>::ReturnType Scalar;
28 typedef typename promote_storage_type<typename traits<Lhs>::StorageKind,
29 typename traits<Rhs>::StorageKind>::ret StorageKind;
30 typedef typename promote_index_type<typename traits<Lhs>::Index,
31 typename traits<Rhs>::Index>::type Index;
32 enum {
33 RowsAtCompileTime = traits<Lhs>::RowsAtCompileTime,
34 ColsAtCompileTime = traits<Rhs>::ColsAtCompileTime,
35 MaxRowsAtCompileTime = traits<Lhs>::MaxRowsAtCompileTime,
36 MaxColsAtCompileTime = traits<Rhs>::MaxColsAtCompileTime,
37 Flags = (MaxRowsAtCompileTime==1 ? RowMajorBit : 0)
39 // Note that EvalBeforeNestingBit and NestByRefBit
40 // are not used in practice because nested is overloaded for products
41 CoeffReadCost = 0 // FIXME why is it needed ?
42 };
43};
44}
45
46#define EIGEN_PRODUCT_PUBLIC_INTERFACE(Derived) \
47 typedef ProductBase<Derived, Lhs, Rhs > Base; \
48 EIGEN_DENSE_PUBLIC_INTERFACE(Derived) \
49 typedef typename Base::LhsNested LhsNested; \
50 typedef typename Base::_LhsNested _LhsNested; \
51 typedef typename Base::LhsBlasTraits LhsBlasTraits; \
52 typedef typename Base::ActualLhsType ActualLhsType; \
53 typedef typename Base::_ActualLhsType _ActualLhsType; \
54 typedef typename Base::RhsNested RhsNested; \
55 typedef typename Base::_RhsNested _RhsNested; \
56 typedef typename Base::RhsBlasTraits RhsBlasTraits; \
57 typedef typename Base::ActualRhsType ActualRhsType; \
58 typedef typename Base::_ActualRhsType _ActualRhsType; \
59 using Base::m_lhs; \
60 using Base::m_rhs;
61
62template<typename Derived, typename Lhs, typename Rhs>
63class ProductBase : public MatrixBase<Derived>
64{
65 public:
66 typedef MatrixBase<Derived> Base;
67 EIGEN_DENSE_PUBLIC_INTERFACE(ProductBase)
68
69 typedef typename Lhs::Nested LhsNested;
70 typedef typename internal::remove_all<LhsNested>::type _LhsNested;
71 typedef internal::blas_traits<_LhsNested> LhsBlasTraits;
72 typedef typename LhsBlasTraits::DirectLinearAccessType ActualLhsType;
73 typedef typename internal::remove_all<ActualLhsType>::type _ActualLhsType;
74 typedef typename internal::traits<Lhs>::Scalar LhsScalar;
75
76 typedef typename Rhs::Nested RhsNested;
77 typedef typename internal::remove_all<RhsNested>::type _RhsNested;
78 typedef internal::blas_traits<_RhsNested> RhsBlasTraits;
79 typedef typename RhsBlasTraits::DirectLinearAccessType ActualRhsType;
80 typedef typename internal::remove_all<ActualRhsType>::type _ActualRhsType;
81 typedef typename internal::traits<Rhs>::Scalar RhsScalar;
82
83 // Diagonal of a product: no need to evaluate the arguments because they are going to be evaluated only once
84 typedef CoeffBasedProduct<LhsNested, RhsNested, 0> FullyLazyCoeffBaseProductType;
85
86 public:
87
88 typedef typename Base::PlainObject PlainObject;
89
90 ProductBase(const Lhs& lhs, const Rhs& rhs)
91 : m_lhs(lhs), m_rhs(rhs)
92 {
93 eigen_assert(lhs.cols() == rhs.rows()
94 && "invalid matrix product"
95 && "if you wanted a coeff-wise or a dot product use the respective explicit functions");
96 }
97
98 inline Index rows() const { return m_lhs.rows(); }
99 inline Index cols() const { return m_rhs.cols(); }
100
101 template<typename Dest>
102 inline void evalTo(Dest& dst) const { dst.setZero(); scaleAndAddTo(dst,Scalar(1)); }
103
104 template<typename Dest>
105 inline void addTo(Dest& dst) const { scaleAndAddTo(dst,Scalar(1)); }
106
107 template<typename Dest>
108 inline void subTo(Dest& dst) const { scaleAndAddTo(dst,Scalar(-1)); }
109
110 template<typename Dest>
111 inline void scaleAndAddTo(Dest& dst,Scalar alpha) const { derived().scaleAndAddTo(dst,alpha); }
112
113 const _LhsNested& lhs() const { return m_lhs; }
114 const _RhsNested& rhs() const { return m_rhs; }
115
116 // Implicit conversion to the nested type (trigger the evaluation of the product)
117 operator const PlainObject& () const
118 {
119 m_result.resize(m_lhs.rows(), m_rhs.cols());
120 derived().evalTo(m_result);
121 return m_result;
122 }
123
124 const Diagonal<const FullyLazyCoeffBaseProductType,0> diagonal() const
125 { return FullyLazyCoeffBaseProductType(m_lhs, m_rhs); }
126
127 template<int Index>
128 const Diagonal<FullyLazyCoeffBaseProductType,Index> diagonal() const
129 { return FullyLazyCoeffBaseProductType(m_lhs, m_rhs); }
130
131 const Diagonal<FullyLazyCoeffBaseProductType,Dynamic> diagonal(Index index) const
132 { return FullyLazyCoeffBaseProductType(m_lhs, m_rhs).diagonal(index); }
133
134 // restrict coeff accessors to 1x1 expressions. No need to care about mutators here since this isnt a Lvalue expression
135 typename Base::CoeffReturnType coeff(Index row, Index col) const
136 {
137#ifdef EIGEN2_SUPPORT
138 return lhs().row(row).cwiseProduct(rhs().col(col).transpose()).sum();
139#else
140 EIGEN_STATIC_ASSERT_SIZE_1x1(Derived)
141 eigen_assert(this->rows() == 1 && this->cols() == 1);
142 Matrix<Scalar,1,1> result = *this;
143 return result.coeff(row,col);
144#endif
145 }
146
147 typename Base::CoeffReturnType coeff(Index i) const
148 {
149 EIGEN_STATIC_ASSERT_SIZE_1x1(Derived)
150 eigen_assert(this->rows() == 1 && this->cols() == 1);
151 Matrix<Scalar,1,1> result = *this;
152 return result.coeff(i);
153 }
154
155 const Scalar& coeffRef(Index row, Index col) const
156 {
157 EIGEN_STATIC_ASSERT_SIZE_1x1(Derived)
158 eigen_assert(this->rows() == 1 && this->cols() == 1);
159 return derived().coeffRef(row,col);
160 }
161
162 const Scalar& coeffRef(Index i) const
163 {
164 EIGEN_STATIC_ASSERT_SIZE_1x1(Derived)
165 eigen_assert(this->rows() == 1 && this->cols() == 1);
166 return derived().coeffRef(i);
167 }
168
169 protected:
170
171 LhsNested m_lhs;
172 RhsNested m_rhs;
173
174 mutable PlainObject m_result;
175};
176
177// here we need to overload the nested rule for products
178// such that the nested type is a const reference to a plain matrix
179namespace internal {
180template<typename Lhs, typename Rhs, int Mode, int N, typename PlainObject>
181struct nested<GeneralProduct<Lhs,Rhs,Mode>, N, PlainObject>
182{
183 typedef PlainObject const& type;
184};
185}
186
187template<typename NestedProduct>
188class ScaledProduct;
189
190// Note that these two operator* functions are not defined as member
191// functions of ProductBase, because, otherwise we would have to
192// define all overloads defined in MatrixBase. Furthermore, Using
193// "using Base::operator*" would not work with MSVC.
194//
195// Also note that here we accept any compatible scalar types
196template<typename Derived,typename Lhs,typename Rhs>
197const ScaledProduct<Derived>
198operator*(const ProductBase<Derived,Lhs,Rhs>& prod, typename Derived::Scalar x)
199{ return ScaledProduct<Derived>(prod.derived(), x); }
200
201template<typename Derived,typename Lhs,typename Rhs>
202typename internal::enable_if<!internal::is_same<typename Derived::Scalar,typename Derived::RealScalar>::value,
203 const ScaledProduct<Derived> >::type
204operator*(const ProductBase<Derived,Lhs,Rhs>& prod, typename Derived::RealScalar x)
205{ return ScaledProduct<Derived>(prod.derived(), x); }
206
207
208template<typename Derived,typename Lhs,typename Rhs>
209const ScaledProduct<Derived>
210operator*(typename Derived::Scalar x,const ProductBase<Derived,Lhs,Rhs>& prod)
211{ return ScaledProduct<Derived>(prod.derived(), x); }
212
213template<typename Derived,typename Lhs,typename Rhs>
214typename internal::enable_if<!internal::is_same<typename Derived::Scalar,typename Derived::RealScalar>::value,
215 const ScaledProduct<Derived> >::type
216operator*(typename Derived::RealScalar x,const ProductBase<Derived,Lhs,Rhs>& prod)
217{ return ScaledProduct<Derived>(prod.derived(), x); }
218
219namespace internal {
220template<typename NestedProduct>
221struct traits<ScaledProduct<NestedProduct> >
222 : traits<ProductBase<ScaledProduct<NestedProduct>,
223 typename NestedProduct::_LhsNested,
224 typename NestedProduct::_RhsNested> >
225{
226 typedef typename traits<NestedProduct>::StorageKind StorageKind;
227};
228}
229
230template<typename NestedProduct>
231class ScaledProduct
232 : public ProductBase<ScaledProduct<NestedProduct>,
233 typename NestedProduct::_LhsNested,
234 typename NestedProduct::_RhsNested>
235{
236 public:
237 typedef ProductBase<ScaledProduct<NestedProduct>,
238 typename NestedProduct::_LhsNested,
239 typename NestedProduct::_RhsNested> Base;
240 typedef typename Base::Scalar Scalar;
241 typedef typename Base::PlainObject PlainObject;
242// EIGEN_PRODUCT_PUBLIC_INTERFACE(ScaledProduct)
243
244 ScaledProduct(const NestedProduct& prod, Scalar x)
245 : Base(prod.lhs(),prod.rhs()), m_prod(prod), m_alpha(x) {}
246
247 template<typename Dest>
248 inline void evalTo(Dest& dst) const { dst.setZero(); scaleAndAddTo(dst, Scalar(1)); }
249
250 template<typename Dest>
251 inline void addTo(Dest& dst) const { scaleAndAddTo(dst, Scalar(1)); }
252
253 template<typename Dest>
254 inline void subTo(Dest& dst) const { scaleAndAddTo(dst, Scalar(-1)); }
255
256 template<typename Dest>
257 inline void scaleAndAddTo(Dest& dst,Scalar alpha) const { m_prod.derived().scaleAndAddTo(dst,alpha * m_alpha); }
258
259 const Scalar& alpha() const { return m_alpha; }
260
261 protected:
262 const NestedProduct& m_prod;
263 Scalar m_alpha;
264};
265
268template<typename Derived>
269template<typename ProductDerived, typename Lhs, typename Rhs>
270Derived& MatrixBase<Derived>::lazyAssign(const ProductBase<ProductDerived, Lhs,Rhs>& other)
271{
272 other.derived().evalTo(derived());
273 return derived();
274}
275
276} // end namespace Eigen
277
278#endif // EIGEN_PRODUCTBASE_H
Eigen::Transpose< Derived > transpose()
Definition Transpose.h:199
internal::traits< Derived >::Index Index
The type of indices.
Definition DenseBase.h:51
ColXpr col(Index i)
Definition DenseBase.h:553
Scalar prod() const
Definition Redux.h:384
RowXpr row(Index i)
Definition DenseBase.h:570
Base class for all dense matrices, vectors, and expressions.
Definition MatrixBase.h:50
Matrix< typename internal::traits< Derived >::Scalar, internal::traits< Derived >::RowsAtCompileTime, internal::traits< Derived >::ColsAtCompileTime, AutoAlign|(internal::traits< Derived >::Flags &RowMajorBit ? RowMajor :ColMajor), internal::traits< Derived >::MaxRowsAtCompileTime, internal::traits< Derived >::MaxColsAtCompileTime > PlainObject
The plain matrix type corresponding to this expression.
Definition MatrixBase.h:115
const unsigned int RowMajorBit
Definition Constants.h:48
const unsigned int EvalBeforeAssigningBit
Definition Constants.h:58
const unsigned int EvalBeforeNestingBit
Definition Constants.h:53
Definition LDLT.h:18