// This file is part of Eigen, a lightweight C++ template library // for linear algebra. // // Copyright (C) 2008-2014 Gael Guennebaud <gael.guennebaud@inria.fr> // // This Source Code Form is subject to the terms of the Mozilla // Public License v. 2.0. If a copy of the MPL was not distributed // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. #ifndef EIGEN_SPARSE_CWISE_BINARY_OP_H #define EIGEN_SPARSE_CWISE_BINARY_OP_H namespace Eigen { // Here we have to handle 3 cases: // 1 - sparse op dense // 2 - dense op sparse // 3 - sparse op sparse // We also need to implement a 4th iterator for: // 4 - dense op dense // Finally, we also need to distinguish between the product and other operations : // configuration returned mode // 1 - sparse op dense product sparse // generic dense // 2 - dense op sparse product sparse // generic dense // 3 - sparse op sparse product sparse // generic sparse // 4 - dense op dense product dense // generic dense // // TODO to ease compiler job, we could specialize product/quotient with a scalar // and fallback to cwise-unary evaluator using bind1st_op and bind2nd_op. template<typename BinaryOp, typename Lhs, typename Rhs> class CwiseBinaryOpImpl<BinaryOp, Lhs, Rhs, Sparse> : public SparseMatrixBase<CwiseBinaryOp<BinaryOp, Lhs, Rhs> > { public: typedef CwiseBinaryOp<BinaryOp, Lhs, Rhs> Derived; typedef SparseMatrixBase<Derived> Base; EIGEN_SPARSE_PUBLIC_INTERFACE(Derived) CwiseBinaryOpImpl() { EIGEN_STATIC_ASSERT(( (!internal::is_same<typename internal::traits<Lhs>::StorageKind, typename internal::traits<Rhs>::StorageKind>::value) || ((internal::evaluator<Lhs>::Flags&RowMajorBit) == (internal::evaluator<Rhs>::Flags&RowMajorBit))), THE_STORAGE_ORDER_OF_BOTH_SIDES_MUST_MATCH); } }; namespace internal { // Generic "sparse OP sparse" template<typename XprType> struct binary_sparse_evaluator; template<typename BinaryOp, typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<BinaryOp, Lhs, Rhs>, IteratorBased, IteratorBased> : evaluator_base<CwiseBinaryOp<BinaryOp, Lhs, Rhs> > { protected: typedef typename evaluator<Lhs>::InnerIterator LhsIterator; typedef typename evaluator<Rhs>::InnerIterator RhsIterator; typedef CwiseBinaryOp<BinaryOp, Lhs, Rhs> XprType; typedef typename traits<XprType>::Scalar Scalar; typedef typename XprType::StorageIndex StorageIndex; public: class InnerIterator { public: EIGEN_STRONG_INLINE InnerIterator(const binary_evaluator& aEval, Index outer) : m_lhsIter(aEval.m_lhsImpl,outer), m_rhsIter(aEval.m_rhsImpl,outer), m_functor(aEval.m_functor) { this->operator++(); } EIGEN_STRONG_INLINE InnerIterator& operator++() { if (m_lhsIter && m_rhsIter && (m_lhsIter.index() == m_rhsIter.index())) { m_id = m_lhsIter.index(); m_value = m_functor(m_lhsIter.value(), m_rhsIter.value()); ++m_lhsIter; ++m_rhsIter; } else if (m_lhsIter && (!m_rhsIter || (m_lhsIter.index() < m_rhsIter.index()))) { m_id = m_lhsIter.index(); m_value = m_functor(m_lhsIter.value(), Scalar(0)); ++m_lhsIter; } else if (m_rhsIter && (!m_lhsIter || (m_lhsIter.index() > m_rhsIter.index()))) { m_id = m_rhsIter.index(); m_value = m_functor(Scalar(0), m_rhsIter.value()); ++m_rhsIter; } else { m_value = 0; // this is to avoid a compilation warning m_id = -1; } return *this; } EIGEN_STRONG_INLINE Scalar value() const { return m_value; } EIGEN_STRONG_INLINE StorageIndex index() const { return m_id; } EIGEN_STRONG_INLINE Index outer() const { return m_lhsIter.outer(); } EIGEN_STRONG_INLINE Index row() const { return Lhs::IsRowMajor ? m_lhsIter.row() : index(); } EIGEN_STRONG_INLINE Index col() const { return Lhs::IsRowMajor ? index() : m_lhsIter.col(); } EIGEN_STRONG_INLINE operator bool() const { return m_id>=0; } protected: LhsIterator m_lhsIter; RhsIterator m_rhsIter; const BinaryOp& m_functor; Scalar m_value; StorageIndex m_id; }; enum { CoeffReadCost = evaluator<Lhs>::CoeffReadCost + evaluator<Rhs>::CoeffReadCost + functor_traits<BinaryOp>::Cost, Flags = XprType::Flags }; explicit binary_evaluator(const XprType& xpr) : m_functor(xpr.functor()), m_lhsImpl(xpr.lhs()), m_rhsImpl(xpr.rhs()) { EIGEN_INTERNAL_CHECK_COST_VALUE(functor_traits<BinaryOp>::Cost); EIGEN_INTERNAL_CHECK_COST_VALUE(CoeffReadCost); } inline Index nonZerosEstimate() const { return m_lhsImpl.nonZerosEstimate() + m_rhsImpl.nonZerosEstimate(); } protected: const BinaryOp m_functor; evaluator<Lhs> m_lhsImpl; evaluator<Rhs> m_rhsImpl; }; // dense op sparse template<typename BinaryOp, typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<BinaryOp, Lhs, Rhs>, IndexBased, IteratorBased> : evaluator_base<CwiseBinaryOp<BinaryOp, Lhs, Rhs> > { protected: typedef typename evaluator<Rhs>::InnerIterator RhsIterator; typedef CwiseBinaryOp<BinaryOp, Lhs, Rhs> XprType; typedef typename traits<XprType>::Scalar Scalar; typedef typename XprType::StorageIndex StorageIndex; public: class InnerIterator { enum { IsRowMajor = (int(Rhs::Flags)&RowMajorBit)==RowMajorBit }; public: EIGEN_STRONG_INLINE InnerIterator(const binary_evaluator& aEval, Index outer) : m_lhsEval(aEval.m_lhsImpl), m_rhsIter(aEval.m_rhsImpl,outer), m_functor(aEval.m_functor), m_value(0), m_id(-1), m_innerSize(aEval.m_expr.rhs().innerSize()) { this->operator++(); } EIGEN_STRONG_INLINE InnerIterator& operator++() { ++m_id; if(m_id<m_innerSize) { Scalar lhsVal = m_lhsEval.coeff(IsRowMajor?m_rhsIter.outer():m_id, IsRowMajor?m_id:m_rhsIter.outer()); if(m_rhsIter && m_rhsIter.index()==m_id) { m_value = m_functor(lhsVal, m_rhsIter.value()); ++m_rhsIter; } else m_value = m_functor(lhsVal, Scalar(0)); } return *this; } EIGEN_STRONG_INLINE Scalar value() const { eigen_internal_assert(m_id<m_innerSize); return m_value; } EIGEN_STRONG_INLINE StorageIndex index() const { return m_id; } EIGEN_STRONG_INLINE Index outer() const { return m_rhsIter.outer(); } EIGEN_STRONG_INLINE Index row() const { return IsRowMajor ? m_rhsIter.outer() : m_id; } EIGEN_STRONG_INLINE Index col() const { return IsRowMajor ? m_id : m_rhsIter.outer(); } EIGEN_STRONG_INLINE operator bool() const { return m_id<m_innerSize; } protected: const evaluator<Lhs> &m_lhsEval; RhsIterator m_rhsIter; const BinaryOp& m_functor; Scalar m_value; StorageIndex m_id; StorageIndex m_innerSize; }; enum { CoeffReadCost = evaluator<Lhs>::CoeffReadCost + evaluator<Rhs>::CoeffReadCost + functor_traits<BinaryOp>::Cost, // Expose storage order of the sparse expression Flags = (XprType::Flags & ~RowMajorBit) | (int(Rhs::Flags)&RowMajorBit) }; explicit binary_evaluator(const XprType& xpr) : m_functor(xpr.functor()), m_lhsImpl(xpr.lhs()), m_rhsImpl(xpr.rhs()), m_expr(xpr) { EIGEN_INTERNAL_CHECK_COST_VALUE(functor_traits<BinaryOp>::Cost); EIGEN_INTERNAL_CHECK_COST_VALUE(CoeffReadCost); } inline Index nonZerosEstimate() const { return m_expr.size(); } protected: const BinaryOp m_functor; evaluator<Lhs> m_lhsImpl; evaluator<Rhs> m_rhsImpl; const XprType &m_expr; }; // sparse op dense template<typename BinaryOp, typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<BinaryOp, Lhs, Rhs>, IteratorBased, IndexBased> : evaluator_base<CwiseBinaryOp<BinaryOp, Lhs, Rhs> > { protected: typedef typename evaluator<Lhs>::InnerIterator LhsIterator; typedef CwiseBinaryOp<BinaryOp, Lhs, Rhs> XprType; typedef typename traits<XprType>::Scalar Scalar; typedef typename XprType::StorageIndex StorageIndex; public: class InnerIterator { enum { IsRowMajor = (int(Lhs::Flags)&RowMajorBit)==RowMajorBit }; public: EIGEN_STRONG_INLINE InnerIterator(const binary_evaluator& aEval, Index outer) : m_lhsIter(aEval.m_lhsImpl,outer), m_rhsEval(aEval.m_rhsImpl), m_functor(aEval.m_functor), m_value(0), m_id(-1), m_innerSize(aEval.m_expr.lhs().innerSize()) { this->operator++(); } EIGEN_STRONG_INLINE InnerIterator& operator++() { ++m_id; if(m_id<m_innerSize) { Scalar rhsVal = m_rhsEval.coeff(IsRowMajor?m_lhsIter.outer():m_id, IsRowMajor?m_id:m_lhsIter.outer()); if(m_lhsIter && m_lhsIter.index()==m_id) { m_value = m_functor(m_lhsIter.value(), rhsVal); ++m_lhsIter; } else m_value = m_functor(Scalar(0),rhsVal); } return *this; } EIGEN_STRONG_INLINE Scalar value() const { eigen_internal_assert(m_id<m_innerSize); return m_value; } EIGEN_STRONG_INLINE StorageIndex index() const { return m_id; } EIGEN_STRONG_INLINE Index outer() const { return m_lhsIter.outer(); } EIGEN_STRONG_INLINE Index row() const { return IsRowMajor ? m_lhsIter.outer() : m_id; } EIGEN_STRONG_INLINE Index col() const { return IsRowMajor ? m_id : m_lhsIter.outer(); } EIGEN_STRONG_INLINE operator bool() const { return m_id<m_innerSize; } protected: LhsIterator m_lhsIter; const evaluator<Rhs> &m_rhsEval; const BinaryOp& m_functor; Scalar m_value; StorageIndex m_id; StorageIndex m_innerSize; }; enum { CoeffReadCost = evaluator<Lhs>::CoeffReadCost + evaluator<Rhs>::CoeffReadCost + functor_traits<BinaryOp>::Cost, // Expose storage order of the sparse expression Flags = (XprType::Flags & ~RowMajorBit) | (int(Lhs::Flags)&RowMajorBit) }; explicit binary_evaluator(const XprType& xpr) : m_functor(xpr.functor()), m_lhsImpl(xpr.lhs()), m_rhsImpl(xpr.rhs()), m_expr(xpr) { EIGEN_INTERNAL_CHECK_COST_VALUE(functor_traits<BinaryOp>::Cost); EIGEN_INTERNAL_CHECK_COST_VALUE(CoeffReadCost); } inline Index nonZerosEstimate() const { return m_expr.size(); } protected: const BinaryOp m_functor; evaluator<Lhs> m_lhsImpl; evaluator<Rhs> m_rhsImpl; const XprType &m_expr; }; template<typename T, typename LhsKind = typename evaluator_traits<typename T::Lhs>::Kind, typename RhsKind = typename evaluator_traits<typename T::Rhs>::Kind, typename LhsScalar = typename traits<typename T::Lhs>::Scalar, typename RhsScalar = typename traits<typename T::Rhs>::Scalar> struct sparse_conjunction_evaluator; // "sparse .* sparse" template<typename T1, typename T2, typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs>, IteratorBased, IteratorBased> : sparse_conjunction_evaluator<CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs> > { typedef CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs> XprType; typedef sparse_conjunction_evaluator<XprType> Base; explicit binary_evaluator(const XprType& xpr) : Base(xpr) {} }; // "dense .* sparse" template<typename T1, typename T2, typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs>, IndexBased, IteratorBased> : sparse_conjunction_evaluator<CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs> > { typedef CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs> XprType; typedef sparse_conjunction_evaluator<XprType> Base; explicit binary_evaluator(const XprType& xpr) : Base(xpr) {} }; // "sparse .* dense" template<typename T1, typename T2, typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs>, IteratorBased, IndexBased> : sparse_conjunction_evaluator<CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs> > { typedef CwiseBinaryOp<scalar_product_op<T1,T2>, Lhs, Rhs> XprType; typedef sparse_conjunction_evaluator<XprType> Base; explicit binary_evaluator(const XprType& xpr) : Base(xpr) {} }; // "sparse ./ dense" template<typename T1, typename T2, typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<scalar_quotient_op<T1,T2>, Lhs, Rhs>, IteratorBased, IndexBased> : sparse_conjunction_evaluator<CwiseBinaryOp<scalar_quotient_op<T1,T2>, Lhs, Rhs> > { typedef CwiseBinaryOp<scalar_quotient_op<T1,T2>, Lhs, Rhs> XprType; typedef sparse_conjunction_evaluator<XprType> Base; explicit binary_evaluator(const XprType& xpr) : Base(xpr) {} }; // "sparse && sparse" template<typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs>, IteratorBased, IteratorBased> : sparse_conjunction_evaluator<CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs> > { typedef CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs> XprType; typedef sparse_conjunction_evaluator<XprType> Base; explicit binary_evaluator(const XprType& xpr) : Base(xpr) {} }; // "dense && sparse" template<typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs>, IndexBased, IteratorBased> : sparse_conjunction_evaluator<CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs> > { typedef CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs> XprType; typedef sparse_conjunction_evaluator<XprType> Base; explicit binary_evaluator(const XprType& xpr) : Base(xpr) {} }; // "sparse && dense" template<typename Lhs, typename Rhs> struct binary_evaluator<CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs>, IteratorBased, IndexBased> : sparse_conjunction_evaluator<CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs> > { typedef CwiseBinaryOp<scalar_boolean_and_op, Lhs, Rhs> XprType; typedef sparse_conjunction_evaluator<XprType> Base; explicit binary_evaluator(const XprType& xpr) : Base(xpr) {} }; // "sparse ^ sparse" template<typename XprType> struct sparse_conjunction_evaluator<XprType, IteratorBased, IteratorBased> : evaluator_base<XprType> { protected: typedef typename XprType::Functor BinaryOp; typedef typename XprType::Lhs LhsArg; typedef typename XprType::Rhs RhsArg; typedef typename evaluator<LhsArg>::InnerIterator LhsIterator; typedef typename evaluator<RhsArg>::InnerIterator RhsIterator; typedef typename XprType::StorageIndex StorageIndex; typedef typename traits<XprType>::Scalar Scalar; public: class InnerIterator { public: EIGEN_STRONG_INLINE InnerIterator(const sparse_conjunction_evaluator& aEval, Index outer) : m_lhsIter(aEval.m_lhsImpl,outer), m_rhsIter(aEval.m_rhsImpl,outer), m_functor(aEval.m_functor) { while (m_lhsIter && m_rhsIter && (m_lhsIter.index() != m_rhsIter.index())) { if (m_lhsIter.index() < m_rhsIter.index()) ++m_lhsIter; else ++m_rhsIter; } } EIGEN_STRONG_INLINE InnerIterator& operator++() { ++m_lhsIter; ++m_rhsIter; while (m_lhsIter && m_rhsIter && (m_lhsIter.index() != m_rhsIter.index())) { if (m_lhsIter.index() < m_rhsIter.index()) ++m_lhsIter; else ++m_rhsIter; } return *this; } EIGEN_STRONG_INLINE Scalar value() const { return m_functor(m_lhsIter.value(), m_rhsIter.value()); } EIGEN_STRONG_INLINE StorageIndex index() const { return m_lhsIter.index(); } EIGEN_STRONG_INLINE Index outer() const { return m_lhsIter.outer(); } EIGEN_STRONG_INLINE Index row() const { return m_lhsIter.row(); } EIGEN_STRONG_INLINE Index col() const { return m_lhsIter.col(); } EIGEN_STRONG_INLINE operator bool() const { return (m_lhsIter && m_rhsIter); } protected: LhsIterator m_lhsIter; RhsIterator m_rhsIter; const BinaryOp& m_functor; }; enum { CoeffReadCost = evaluator<LhsArg>::CoeffReadCost + evaluator<RhsArg>::CoeffReadCost + functor_traits<BinaryOp>::Cost, Flags = XprType::Flags }; explicit sparse_conjunction_evaluator(const XprType& xpr) : m_functor(xpr.functor()), m_lhsImpl(xpr.lhs()), m_rhsImpl(xpr.rhs()) { EIGEN_INTERNAL_CHECK_COST_VALUE(functor_traits<BinaryOp>::Cost); EIGEN_INTERNAL_CHECK_COST_VALUE(CoeffReadCost); } inline Index nonZerosEstimate() const { return (std::min)(m_lhsImpl.nonZerosEstimate(), m_rhsImpl.nonZerosEstimate()); } protected: const BinaryOp m_functor; evaluator<LhsArg> m_lhsImpl; evaluator<RhsArg> m_rhsImpl; }; // "dense ^ sparse" template<typename XprType> struct sparse_conjunction_evaluator<XprType, IndexBased, IteratorBased> : evaluator_base<XprType> { protected: typedef typename XprType::Functor BinaryOp; typedef typename XprType::Lhs LhsArg; typedef typename XprType::Rhs RhsArg; typedef evaluator<LhsArg> LhsEvaluator; typedef typename evaluator<RhsArg>::InnerIterator RhsIterator; typedef typename XprType::StorageIndex StorageIndex; typedef typename traits<XprType>::Scalar Scalar; public: class InnerIterator { enum { IsRowMajor = (int(RhsArg::Flags)&RowMajorBit)==RowMajorBit }; public: EIGEN_STRONG_INLINE InnerIterator(const sparse_conjunction_evaluator& aEval, Index outer) : m_lhsEval(aEval.m_lhsImpl), m_rhsIter(aEval.m_rhsImpl,outer), m_functor(aEval.m_functor), m_outer(outer) {} EIGEN_STRONG_INLINE InnerIterator& operator++() { ++m_rhsIter; return *this; } EIGEN_STRONG_INLINE Scalar value() const { return m_functor(m_lhsEval.coeff(IsRowMajor?m_outer:m_rhsIter.index(),IsRowMajor?m_rhsIter.index():m_outer), m_rhsIter.value()); } EIGEN_STRONG_INLINE StorageIndex index() const { return m_rhsIter.index(); } EIGEN_STRONG_INLINE Index outer() const { return m_rhsIter.outer(); } EIGEN_STRONG_INLINE Index row() const { return m_rhsIter.row(); } EIGEN_STRONG_INLINE Index col() const { return m_rhsIter.col(); } EIGEN_STRONG_INLINE operator bool() const { return m_rhsIter; } protected: const LhsEvaluator &m_lhsEval; RhsIterator m_rhsIter; const BinaryOp& m_functor; const Index m_outer; }; enum { CoeffReadCost = evaluator<LhsArg>::CoeffReadCost + evaluator<RhsArg>::CoeffReadCost + functor_traits<BinaryOp>::Cost, // Expose storage order of the sparse expression Flags = (XprType::Flags & ~RowMajorBit) | (int(RhsArg::Flags)&RowMajorBit) }; explicit sparse_conjunction_evaluator(const XprType& xpr) : m_functor(xpr.functor()), m_lhsImpl(xpr.lhs()), m_rhsImpl(xpr.rhs()) { EIGEN_INTERNAL_CHECK_COST_VALUE(functor_traits<BinaryOp>::Cost); EIGEN_INTERNAL_CHECK_COST_VALUE(CoeffReadCost); } inline Index nonZerosEstimate() const { return m_rhsImpl.nonZerosEstimate(); } protected: const BinaryOp m_functor; evaluator<LhsArg> m_lhsImpl; evaluator<RhsArg> m_rhsImpl; }; // "sparse ^ dense" template<typename XprType> struct sparse_conjunction_evaluator<XprType, IteratorBased, IndexBased> : evaluator_base<XprType> { protected: typedef typename XprType::Functor BinaryOp; typedef typename XprType::Lhs LhsArg; typedef typename XprType::Rhs RhsArg; typedef typename evaluator<LhsArg>::InnerIterator LhsIterator; typedef evaluator<RhsArg> RhsEvaluator; typedef typename XprType::StorageIndex StorageIndex; typedef typename traits<XprType>::Scalar Scalar; public: class InnerIterator { enum { IsRowMajor = (int(LhsArg::Flags)&RowMajorBit)==RowMajorBit }; public: EIGEN_STRONG_INLINE InnerIterator(const sparse_conjunction_evaluator& aEval, Index outer) : m_lhsIter(aEval.m_lhsImpl,outer), m_rhsEval(aEval.m_rhsImpl), m_functor(aEval.m_functor), m_outer(outer) {} EIGEN_STRONG_INLINE InnerIterator& operator++() { ++m_lhsIter; return *this; } EIGEN_STRONG_INLINE Scalar value() const { return m_functor(m_lhsIter.value(), m_rhsEval.coeff(IsRowMajor?m_outer:m_lhsIter.index(),IsRowMajor?m_lhsIter.index():m_outer)); } EIGEN_STRONG_INLINE StorageIndex index() const { return m_lhsIter.index(); } EIGEN_STRONG_INLINE Index outer() const { return m_lhsIter.outer(); } EIGEN_STRONG_INLINE Index row() const { return m_lhsIter.row(); } EIGEN_STRONG_INLINE Index col() const { return m_lhsIter.col(); } EIGEN_STRONG_INLINE operator bool() const { return m_lhsIter; } protected: LhsIterator m_lhsIter; const evaluator<RhsArg> &m_rhsEval; const BinaryOp& m_functor; const Index m_outer; }; enum { CoeffReadCost = evaluator<LhsArg>::CoeffReadCost + evaluator<RhsArg>::CoeffReadCost + functor_traits<BinaryOp>::Cost, // Expose storage order of the sparse expression Flags = (XprType::Flags & ~RowMajorBit) | (int(LhsArg::Flags)&RowMajorBit) }; explicit sparse_conjunction_evaluator(const XprType& xpr) : m_functor(xpr.functor()), m_lhsImpl(xpr.lhs()), m_rhsImpl(xpr.rhs()) { EIGEN_INTERNAL_CHECK_COST_VALUE(functor_traits<BinaryOp>::Cost); EIGEN_INTERNAL_CHECK_COST_VALUE(CoeffReadCost); } inline Index nonZerosEstimate() const { return m_lhsImpl.nonZerosEstimate(); } protected: const BinaryOp m_functor; evaluator<LhsArg> m_lhsImpl; evaluator<RhsArg> m_rhsImpl; }; } /*************************************************************************** * Implementation of SparseMatrixBase and SparseCwise functions/operators ***************************************************************************/ template<typename Derived> template<typename OtherDerived> Derived& SparseMatrixBase<Derived>::operator+=(const EigenBase<OtherDerived> &other) { call_assignment(derived(), other.derived(), internal::add_assign_op<Scalar,typename OtherDerived::Scalar>()); return derived(); } template<typename Derived> template<typename OtherDerived> Derived& SparseMatrixBase<Derived>::operator-=(const EigenBase<OtherDerived> &other) { call_assignment(derived(), other.derived(), internal::assign_op<Scalar,typename OtherDerived::Scalar>()); return derived(); } template<typename Derived> template<typename OtherDerived> EIGEN_STRONG_INLINE Derived & SparseMatrixBase<Derived>::operator-=(const SparseMatrixBase<OtherDerived> &other) { return derived() = derived() - other.derived(); } template<typename Derived> template<typename OtherDerived> EIGEN_STRONG_INLINE Derived & SparseMatrixBase<Derived>::operator+=(const SparseMatrixBase<OtherDerived>& other) { return derived() = derived() + other.derived(); } template<typename Derived> template<typename OtherDerived> Derived& SparseMatrixBase<Derived>::operator+=(const DiagonalBase<OtherDerived>& other) { call_assignment_no_alias(derived(), other.derived(), internal::add_assign_op<Scalar,typename OtherDerived::Scalar>()); return derived(); } template<typename Derived> template<typename OtherDerived> Derived& SparseMatrixBase<Derived>::operator-=(const DiagonalBase<OtherDerived>& other) { call_assignment_no_alias(derived(), other.derived(), internal::sub_assign_op<Scalar,typename OtherDerived::Scalar>()); return derived(); } template<typename Derived> template<typename OtherDerived> EIGEN_STRONG_INLINE const typename SparseMatrixBase<Derived>::template CwiseProductDenseReturnType<OtherDerived>::Type SparseMatrixBase<Derived>::cwiseProduct(const MatrixBase<OtherDerived> &other) const { return typename CwiseProductDenseReturnType<OtherDerived>::Type(derived(), other.derived()); } template<typename DenseDerived, typename SparseDerived> EIGEN_STRONG_INLINE const CwiseBinaryOp<internal::scalar_sum_op<typename DenseDerived::Scalar,typename SparseDerived::Scalar>, const DenseDerived, const SparseDerived> operator+(const MatrixBase<DenseDerived> &a, const SparseMatrixBase<SparseDerived> &b) { return CwiseBinaryOp<internal::scalar_sum_op<typename DenseDerived::Scalar,typename SparseDerived::Scalar>, const DenseDerived, const SparseDerived>(a.derived(), b.derived()); } template<typename SparseDerived, typename DenseDerived> EIGEN_STRONG_INLINE const CwiseBinaryOp<internal::scalar_sum_op<typename SparseDerived::Scalar,typename DenseDerived::Scalar>, const SparseDerived, const DenseDerived> operator+(const SparseMatrixBase<SparseDerived> &a, const MatrixBase<DenseDerived> &b) { return CwiseBinaryOp<internal::scalar_sum_op<typename SparseDerived::Scalar,typename DenseDerived::Scalar>, const SparseDerived, const DenseDerived>(a.derived(), b.derived()); } template<typename DenseDerived, typename SparseDerived> EIGEN_STRONG_INLINE const CwiseBinaryOp<internal::scalar_difference_op<typename DenseDerived::Scalar,typename SparseDerived::Scalar>, const DenseDerived, const SparseDerived> operator-(const MatrixBase<DenseDerived> &a, const SparseMatrixBase<SparseDerived> &b) { return CwiseBinaryOp<internal::scalar_difference_op<typename DenseDerived::Scalar,typename SparseDerived::Scalar>, const DenseDerived, const SparseDerived>(a.derived(), b.derived()); } template<typename SparseDerived, typename DenseDerived> EIGEN_STRONG_INLINE const CwiseBinaryOp<internal::scalar_difference_op<typename SparseDerived::Scalar,typename DenseDerived::Scalar>, const SparseDerived, const DenseDerived> operator-(const SparseMatrixBase<SparseDerived> &a, const MatrixBase<DenseDerived> &b) { return CwiseBinaryOp<internal::scalar_difference_op<typename SparseDerived::Scalar,typename DenseDerived::Scalar>, const SparseDerived, const DenseDerived>(a.derived(), b.derived()); } } // end namespace Eigen #endif // EIGEN_SPARSE_CWISE_BINARY_OP_H