$darkmode
Eigen  5.0.1-dev
SparseDiagonalProduct.h
1 // This file is part of Eigen, a lightweight C++ template library
2 // for linear algebra.
3 //
4 // Copyright (C) 2009-2015 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_SPARSE_DIAGONAL_PRODUCT_H
11 #define EIGEN_SPARSE_DIAGONAL_PRODUCT_H
12 
13 // IWYU pragma: private
14 #include "./InternalHeaderCheck.h"
15 
16 namespace Eigen {
17 
18 // The product of a diagonal matrix with a sparse matrix can be easily
19 // implemented using expression template.
20 // We have two consider very different cases:
21 // 1 - diag * row-major sparse
22 // => each inner vector <=> scalar * sparse vector product
23 // => so we can reuse CwiseUnaryOp::InnerIterator
24 // 2 - diag * col-major sparse
25 // => each inner vector <=> densevector * sparse vector cwise product
26 // => again, we can reuse specialization of CwiseBinaryOp::InnerIterator
27 // for that particular case
28 // The two other cases are symmetric.
29 
30 namespace internal {
31 
32 enum { SDP_AsScalarProduct, SDP_AsCwiseProduct };
33 
34 template <typename SparseXprType, typename DiagonalCoeffType, int SDP_Tag>
35 struct sparse_diagonal_product_evaluator;
36 
37 template <typename Lhs, typename Rhs, int ProductTag>
38 struct product_evaluator<Product<Lhs, Rhs, DefaultProduct>, ProductTag, DiagonalShape, SparseShape>
39  : public sparse_diagonal_product_evaluator<Rhs, typename Lhs::DiagonalVectorType,
40  Rhs::Flags & RowMajorBit ? SDP_AsScalarProduct : SDP_AsCwiseProduct> {
41  typedef Product<Lhs, Rhs, DefaultProduct> XprType;
42  enum { CoeffReadCost = HugeCost, Flags = Rhs::Flags & RowMajorBit, Alignment = 0 }; // FIXME CoeffReadCost & Flags
43 
44  typedef sparse_diagonal_product_evaluator<Rhs, typename Lhs::DiagonalVectorType,
45  Rhs::Flags & RowMajorBit ? SDP_AsScalarProduct : SDP_AsCwiseProduct>
46  Base;
47  explicit product_evaluator(const XprType &xpr) : Base(xpr.rhs(), xpr.lhs().diagonal()) {}
48 };
49 
50 template <typename Lhs, typename Rhs, int ProductTag>
51 struct product_evaluator<Product<Lhs, Rhs, DefaultProduct>, ProductTag, SparseShape, DiagonalShape>
52  : public sparse_diagonal_product_evaluator<Lhs, Transpose<const typename Rhs::DiagonalVectorType>,
53  Lhs::Flags & RowMajorBit ? SDP_AsCwiseProduct : SDP_AsScalarProduct> {
54  typedef Product<Lhs, Rhs, DefaultProduct> XprType;
55  enum { CoeffReadCost = HugeCost, Flags = Lhs::Flags & RowMajorBit, Alignment = 0 }; // FIXME CoeffReadCost & Flags
56 
57  typedef sparse_diagonal_product_evaluator<Lhs, Transpose<const typename Rhs::DiagonalVectorType>,
58  Lhs::Flags & RowMajorBit ? SDP_AsCwiseProduct : SDP_AsScalarProduct>
59  Base;
60  explicit product_evaluator(const XprType &xpr) : Base(xpr.lhs(), xpr.rhs().diagonal().transpose()) {}
61 };
62 
63 template <typename SparseXprType, typename DiagonalCoeffType>
64 struct sparse_diagonal_product_evaluator<SparseXprType, DiagonalCoeffType, SDP_AsScalarProduct> {
65  protected:
66  typedef typename evaluator<SparseXprType>::InnerIterator SparseXprInnerIterator;
67  typedef typename SparseXprType::Scalar Scalar;
68 
69  public:
70  class InnerIterator : public SparseXprInnerIterator {
71  public:
72  InnerIterator(const sparse_diagonal_product_evaluator &xprEval, Index outer)
73  : SparseXprInnerIterator(xprEval.m_sparseXprImpl, outer), m_coeff(xprEval.m_diagCoeffImpl.coeff(outer)) {}
74 
75  EIGEN_STRONG_INLINE Scalar value() const { return m_coeff * SparseXprInnerIterator::value(); }
76 
77  protected:
78  typename DiagonalCoeffType::Scalar m_coeff;
79  };
80 
81  sparse_diagonal_product_evaluator(const SparseXprType &sparseXpr, const DiagonalCoeffType &diagCoeff)
82  : m_sparseXprImpl(sparseXpr), m_diagCoeffImpl(diagCoeff) {}
83 
84  Index nonZerosEstimate() const { return m_sparseXprImpl.nonZerosEstimate(); }
85 
86  protected:
87  evaluator<SparseXprType> m_sparseXprImpl;
88  evaluator<DiagonalCoeffType> m_diagCoeffImpl;
89 };
90 
91 template <typename SparseXprType, typename DiagCoeffType>
92 struct sparse_diagonal_product_evaluator<SparseXprType, DiagCoeffType, SDP_AsCwiseProduct> {
93  typedef typename SparseXprType::Scalar Scalar;
94  typedef typename SparseXprType::StorageIndex StorageIndex;
95 
96  typedef typename nested_eval<DiagCoeffType, SparseXprType::IsRowMajor ? SparseXprType::RowsAtCompileTime
97  : SparseXprType::ColsAtCompileTime>::type
98  DiagCoeffNested;
99 
100  class InnerIterator {
101  typedef typename evaluator<SparseXprType>::InnerIterator SparseXprIter;
102 
103  public:
104  InnerIterator(const sparse_diagonal_product_evaluator &xprEval, Index outer)
105  : m_sparseIter(xprEval.m_sparseXprEval, outer), m_diagCoeffNested(xprEval.m_diagCoeffNested) {}
106 
107  inline Scalar value() const { return m_sparseIter.value() * m_diagCoeffNested.coeff(index()); }
108  inline StorageIndex index() const { return m_sparseIter.index(); }
109  inline Index outer() const { return m_sparseIter.outer(); }
110  inline Index col() const { return SparseXprType::IsRowMajor ? m_sparseIter.index() : m_sparseIter.outer(); }
111  inline Index row() const { return SparseXprType::IsRowMajor ? m_sparseIter.outer() : m_sparseIter.index(); }
112 
113  EIGEN_STRONG_INLINE InnerIterator &operator++() {
114  ++m_sparseIter;
115  return *this;
116  }
117  inline operator bool() const { return m_sparseIter; }
118 
119  protected:
120  SparseXprIter m_sparseIter;
121  DiagCoeffNested m_diagCoeffNested;
122  };
123 
124  sparse_diagonal_product_evaluator(const SparseXprType &sparseXpr, const DiagCoeffType &diagCoeff)
125  : m_sparseXprEval(sparseXpr), m_diagCoeffNested(diagCoeff) {}
126 
127  Index nonZerosEstimate() const { return m_sparseXprEval.nonZerosEstimate(); }
128 
129  protected:
130  evaluator<SparseXprType> m_sparseXprEval;
131  DiagCoeffNested m_diagCoeffNested;
132 };
133 
134 } // end namespace internal
135 
136 } // end namespace Eigen
137 
138 #endif // EIGEN_SPARSE_DIAGONAL_PRODUCT_H
const int HugeCost
Definition: Constants.h:48
Namespace containing all symbols from the Eigen library.
Definition: B01_Experimental.dox:1
const unsigned int RowMajorBit
Definition: Constants.h:70
EIGEN_DEFAULT_DENSE_INDEX_TYPE Index
The Index type as used for the API.
Definition: Meta.h:82