diff options
author | Gael Guennebaud <g.gael@free.fr> | 2014-07-19 14:55:56 +0200 |
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committer | Gael Guennebaud <g.gael@free.fr> | 2014-07-19 14:55:56 +0200 |
commit | 3eba5e1101d8652483e1cf232a06dccf49a8a530 (patch) | |
tree | 7e735ece3f686637cd2d95c075c89ec2712ab2ea /Eigen/src/SparseCore/SparseDenseProduct.h | |
parent | 36e6c9064fc68d5c47473f6d251da10e96ad42b3 (diff) |
Implement evaluator for sparse outer products
Diffstat (limited to 'Eigen/src/SparseCore/SparseDenseProduct.h')
-rw-r--r-- | Eigen/src/SparseCore/SparseDenseProduct.h | 155 |
1 files changed, 154 insertions, 1 deletions
diff --git a/Eigen/src/SparseCore/SparseDenseProduct.h b/Eigen/src/SparseCore/SparseDenseProduct.h index 116edd62e..883e24acb 100644 --- a/Eigen/src/SparseCore/SparseDenseProduct.h +++ b/Eigen/src/SparseCore/SparseDenseProduct.h @@ -13,7 +13,10 @@ namespace Eigen { namespace internal { - + +template <> struct product_promote_storage_type<Sparse,Dense, OuterProduct> { typedef Sparse ret; }; +template <> struct product_promote_storage_type<Dense,Sparse, OuterProduct> { typedef Sparse ret; }; + template<typename SparseLhsType, typename DenseRhsType, typename DenseResType, typename AlphaType, int LhsStorageOrder = ((SparseLhsType::Flags&RowMajorBit)==RowMajorBit) ? RowMajor : ColMajor, @@ -445,6 +448,156 @@ protected: PlainObject m_result; }; + +// template<typename Lhs, typename Rhs, bool Transpose, typename LhsIterator> +// class sparse_dense_outer_product_iterator : public LhsIterator +// { +// typedef typename SparseDenseOuterProduct::Index Index; +// public: +// template<typename XprEval> +// EIGEN_STRONG_INLINE InnerIterator(const XprEval& prod, Index outer) +// : LhsIterator(prod.lhs(), 0), +// m_outer(outer), m_empty(false), m_factor(get(prod.rhs(), outer, typename internal::traits<Rhs>::StorageKind() )) +// {} +// +// inline Index outer() const { return m_outer; } +// inline Index row() const { return Transpose ? m_outer : Base::index(); } +// inline Index col() const { return Transpose ? Base::index() : m_outer; } +// +// inline Scalar value() const { return Base::value() * m_factor; } +// inline operator bool() const { return Base::operator bool() && !m_empty; } +// +// protected: +// Scalar get(const _RhsNested &rhs, Index outer, Dense = Dense()) const +// { +// return rhs.coeff(outer); +// } +// +// Scalar get(const _RhsNested &rhs, Index outer, Sparse = Sparse()) +// { +// typename Traits::_RhsNested::InnerIterator it(rhs, outer); +// if (it && it.index()==0 && it.value()!=Scalar(0)) +// return it.value(); +// m_empty = true; +// return Scalar(0); +// } +// +// Index m_outer; +// bool m_empty; +// Scalar m_factor; +// }; + +template<typename LhsT, typename RhsT, bool Transpose> +struct sparse_dense_outer_product_evaluator +{ +protected: + typedef typename conditional<Transpose,RhsT,LhsT>::type Lhs1; + typedef typename conditional<Transpose,LhsT,RhsT>::type Rhs; + typedef Product<LhsT,RhsT> ProdXprType; + + // if the actual left-hand side is a dense vector, + // then build a sparse-view so that we can seamlessly iterator over it. + typedef typename conditional<is_same<typename internal::traits<Lhs1>::StorageKind,Sparse>::value, + Lhs1, SparseView<Lhs1> >::type Lhs; + typedef typename conditional<is_same<typename internal::traits<Lhs1>::StorageKind,Sparse>::value, + Lhs1 const&, SparseView<Lhs1> >::type LhsArg; + + typedef typename evaluator<Lhs>::type LhsEval; + typedef typename evaluator<Rhs>::type RhsEval; + typedef typename evaluator<Lhs>::InnerIterator LhsIterator; + typedef typename ProdXprType::Scalar Scalar; + typedef typename ProdXprType::Index Index; + +public: + enum { + Flags = Transpose ? RowMajorBit : 0, + CoeffReadCost = Dynamic + }; + + class InnerIterator : public LhsIterator + { + public: + InnerIterator(const sparse_dense_outer_product_evaluator &xprEval, Index outer) + : LhsIterator(xprEval.m_lhsXprImpl, 0), + m_outer(outer), + m_empty(false), + m_factor(get(xprEval.m_rhsXprImpl, outer, typename internal::traits<Rhs>::StorageKind() )) + {} + + EIGEN_STRONG_INLINE Index outer() const { return m_outer; } + EIGEN_STRONG_INLINE Index row() const { return Transpose ? m_outer : LhsIterator::index(); } + EIGEN_STRONG_INLINE Index col() const { return Transpose ? LhsIterator::index() : m_outer; } + + EIGEN_STRONG_INLINE Scalar value() const { return LhsIterator::value() * m_factor; } + EIGEN_STRONG_INLINE operator bool() const { return LhsIterator::operator bool() && (!m_empty); } + + + protected: + Scalar get(const RhsEval &rhs, Index outer, Dense = Dense()) const + { + return rhs.coeff(outer); + } + + Scalar get(const RhsEval &rhs, Index outer, Sparse = Sparse()) + { + typename RhsEval::InnerIterator it(rhs, outer); + if (it && it.index()==0 && it.value()!=Scalar(0)) + return it.value(); + m_empty = true; + return Scalar(0); + } + + Index m_outer; + bool m_empty; + Scalar m_factor; + }; + + sparse_dense_outer_product_evaluator(const Lhs &lhs, const Rhs &rhs) + : m_lhs(lhs), m_lhsXprImpl(m_lhs), m_rhsXprImpl(rhs) + {} + + // transpose case + sparse_dense_outer_product_evaluator(const Rhs &rhs, const Lhs1 &lhs) + : m_lhs(lhs), m_lhsXprImpl(m_lhs), m_rhsXprImpl(rhs) + {} + +protected: + const LhsArg m_lhs; + typename evaluator<Lhs>::nestedType m_lhsXprImpl; + typename evaluator<Rhs>::nestedType m_rhsXprImpl; +}; + +// sparse * dense outer product +template<typename Lhs, typename Rhs> +struct product_evaluator<Product<Lhs, Rhs, DefaultProduct>, OuterProduct, SparseShape, DenseShape, typename Lhs::Scalar, typename Rhs::Scalar> + : sparse_dense_outer_product_evaluator<Lhs,Rhs, Lhs::IsRowMajor> +{ + typedef sparse_dense_outer_product_evaluator<Lhs,Rhs, Lhs::IsRowMajor> Base; + + typedef Product<Lhs, Rhs> XprType; + typedef typename XprType::PlainObject PlainObject; + + product_evaluator(const XprType& xpr) + : Base(xpr.lhs(), xpr.rhs()) + {} + +}; + +template<typename Lhs, typename Rhs> +struct product_evaluator<Product<Lhs, Rhs, DefaultProduct>, OuterProduct, DenseShape, SparseShape, typename Lhs::Scalar, typename Rhs::Scalar> + : sparse_dense_outer_product_evaluator<Lhs,Rhs, Rhs::IsRowMajor> +{ + typedef sparse_dense_outer_product_evaluator<Lhs,Rhs, Rhs::IsRowMajor> Base; + + typedef Product<Lhs, Rhs> XprType; + typedef typename XprType::PlainObject PlainObject; + + product_evaluator(const XprType& xpr) + : Base(xpr.lhs(), xpr.rhs()) + {} + +}; + } // end namespace internal #endif // EIGEN_TEST_EVALUATORS |