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authorGravatar Benoit Steiner <benoit.steiner.goog@gmail.com>2014-04-28 10:32:27 -0700
committerGravatar Benoit Steiner <benoit.steiner.goog@gmail.com>2014-04-28 10:32:27 -0700
commitc0f2cb016e60b7dbde1d5946f42234a709a711f9 (patch)
tree346d5beb917ea586a6a463312606cf794c91da75 /unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h
parent450d0c3de044c9f32fa2f37fee821f6e390df382 (diff)
Extended support for Tensors:
* Added ability to map a region of the memory to a tensor * Added basic support for unary and binary coefficient wise expressions, such as addition or square root * Provided an emulation layer to make it possible to compile the code with compilers (such as nvcc) that don't support cxx11.
Diffstat (limited to 'unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h')
-rw-r--r--unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h161
1 files changed, 161 insertions, 0 deletions
diff --git a/unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h b/unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h
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+++ b/unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h
@@ -0,0 +1,161 @@
+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2014 Benoit Steiner <benoit.steiner.goog@gmail.com>
+//
+// 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_CXX11_TENSOR_TENSOR_EXPR_H
+#define EIGEN_CXX11_TENSOR_TENSOR_EXPR_H
+
+namespace Eigen {
+
+/** \class TensorExpr
+ * \ingroup CXX11_Tensor_Module
+ *
+ * \brief Tensor expression classes.
+ *
+ * The TensorCwiseUnaryOp class represents an expression where a unary operator
+ * (e.g. cwiseSqrt) is applied to an expression.
+ *
+ * The TensorCwiseBinaryOp class represents an expression where a binary operator
+ * (e.g. addition) is applied to a lhs and a rhs expression.
+ *
+ */
+
+namespace internal {
+template<typename UnaryOp, typename XprType>
+struct traits<TensorCwiseUnaryOp<UnaryOp, XprType> >
+ : traits<XprType>
+{
+ typedef typename result_of<
+ UnaryOp(typename XprType::Scalar)
+ >::type Scalar;
+ typedef typename XprType::Nested XprTypeNested;
+ typedef typename remove_reference<XprTypeNested>::type _XprTypeNested;
+};
+
+template<typename UnaryOp, typename XprType>
+struct eval<TensorCwiseUnaryOp<UnaryOp, XprType>, Eigen::Dense>
+{
+ typedef const TensorCwiseUnaryOp<UnaryOp, XprType>& type;
+};
+
+template<typename UnaryOp, typename XprType>
+struct nested<TensorCwiseUnaryOp<UnaryOp, XprType>, 1, typename eval<TensorCwiseUnaryOp<UnaryOp, XprType> >::type>
+{
+ typedef TensorCwiseUnaryOp<UnaryOp, XprType> type;
+};
+
+} // end namespace internal
+
+
+
+template<typename UnaryOp, typename XprType>
+class TensorCwiseUnaryOp
+{
+ public:
+ typedef typename Eigen::internal::traits<TensorCwiseUnaryOp>::Scalar Scalar;
+ typedef typename Eigen::NumTraits<Scalar>::Real RealScalar;
+ typedef typename XprType::CoeffReturnType CoeffReturnType;
+ typedef typename Eigen::internal::nested<TensorCwiseUnaryOp>::type Nested;
+ typedef typename Eigen::internal::traits<TensorCwiseUnaryOp>::StorageKind StorageKind;
+ typedef typename Eigen::internal::traits<TensorCwiseUnaryOp>::Index Index;
+
+ inline TensorCwiseUnaryOp(const XprType& xpr, const UnaryOp& func = UnaryOp())
+ : m_xpr(xpr), m_functor(func) {}
+
+ EIGEN_DEVICE_FUNC
+ const UnaryOp& functor() const { return m_functor; }
+
+ /** \returns the nested expression */
+ EIGEN_DEVICE_FUNC
+ const typename internal::remove_all<typename XprType::Nested>::type&
+ nestedExpression() const { return m_xpr; }
+
+ /** \returns the nested expression */
+ EIGEN_DEVICE_FUNC
+ typename internal::remove_all<typename XprType::Nested>::type&
+ nestedExpression() { return m_xpr.const_cast_derived(); }
+
+ protected:
+ typename XprType::Nested m_xpr;
+ const UnaryOp m_functor;
+};
+
+
+namespace internal {
+template<typename BinaryOp, typename LhsXprType, typename RhsXprType>
+struct traits<TensorCwiseBinaryOp<BinaryOp, LhsXprType, RhsXprType> >
+{
+ // Type promotion to handle the case where the types of the lhs and the rhs are different.
+ typedef typename result_of<
+ BinaryOp(
+ typename LhsXprType::Scalar,
+ typename RhsXprType::Scalar
+ )
+ >::type Scalar;
+ typedef typename promote_storage_type<typename traits<LhsXprType>::StorageKind,
+ typename traits<RhsXprType>::StorageKind>::ret StorageKind;
+ typedef typename promote_index_type<typename traits<LhsXprType>::Index,
+ typename traits<RhsXprType>::Index>::type Index;
+ typedef typename LhsXprType::Nested LhsNested;
+ typedef typename RhsXprType::Nested RhsNested;
+ typedef typename remove_reference<LhsNested>::type _LhsNested;
+ typedef typename remove_reference<RhsNested>::type _RhsNested;
+};
+
+template<typename BinaryOp, typename LhsXprType, typename RhsXprType>
+struct eval<TensorCwiseBinaryOp<BinaryOp, LhsXprType, RhsXprType>, Eigen::Dense>
+{
+ typedef const TensorCwiseBinaryOp<BinaryOp, LhsXprType, RhsXprType>& type;
+};
+
+template<typename BinaryOp, typename LhsXprType, typename RhsXprType>
+struct nested<TensorCwiseBinaryOp<BinaryOp, LhsXprType, RhsXprType>, 1, typename eval<TensorCwiseBinaryOp<BinaryOp, LhsXprType, RhsXprType> >::type>
+{
+ typedef TensorCwiseBinaryOp<BinaryOp, LhsXprType, RhsXprType> type;
+};
+
+} // end namespace internal
+
+
+
+template<typename BinaryOp, typename LhsXprType, typename RhsXprType>
+class TensorCwiseBinaryOp
+{
+ public:
+ typedef typename Eigen::internal::traits<TensorCwiseBinaryOp>::Scalar Scalar;
+ typedef typename Eigen::NumTraits<Scalar>::Real RealScalar;
+ typedef typename internal::promote_storage_type<typename LhsXprType::CoeffReturnType,
+ typename RhsXprType::CoeffReturnType>::ret CoeffReturnType;
+ typedef typename Eigen::internal::nested<TensorCwiseBinaryOp>::type Nested;
+ typedef typename Eigen::internal::traits<TensorCwiseBinaryOp>::StorageKind StorageKind;
+ typedef typename Eigen::internal::traits<TensorCwiseBinaryOp>::Index Index;
+
+ inline TensorCwiseBinaryOp(const LhsXprType& lhs, const RhsXprType& rhs, const BinaryOp& func = BinaryOp())
+ : m_lhs_xpr(lhs), m_rhs_xpr(rhs), m_functor(func) {}
+
+ EIGEN_DEVICE_FUNC
+ const BinaryOp& functor() const { return m_functor; }
+
+ /** \returns the nested expressions */
+ EIGEN_DEVICE_FUNC
+ const typename internal::remove_all<typename LhsXprType::Nested>::type&
+ lhsExpression() const { return m_lhs_xpr; }
+
+ EIGEN_DEVICE_FUNC
+ const typename internal::remove_all<typename RhsXprType::Nested>::type&
+ rhsExpression() const { return m_rhs_xpr; }
+
+ protected:
+ typename LhsXprType::Nested m_lhs_xpr;
+ typename RhsXprType::Nested m_rhs_xpr;
+ const BinaryOp m_functor;
+};
+
+} // end namespace Eigen
+
+#endif // EIGEN_CXX11_TENSOR_TENSOR_EXPR_H