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/*
* Copyright 2008-2009 NVIDIA Corporation
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/*! \file ell_matrix.h
* \brief ELLPACK/ITPACK matrix format.
*/
#pragma once
#include <cusp/detail/config.h>
#include <cusp/format.h>
#include <cusp/memory.h>
#include <cusp/detail/matrix_base.h>
#include <cusp/detail/utils.h>
namespace cusp
{
// Forward definitions
struct column_major;
template<typename ValueType, class MemorySpace, class Orientation> class array2d;
template<typename Array, class Orientation> class array2d_view;
template <typename Array1, typename Array2, typename IndexType, typename ValueType, typename MemorySpace> class ell_matrix_view;
/*! \addtogroup sparse_matrices Sparse Matrices
*/
/*! \addtogroup sparse_matrix_containers Sparse Matrix Containers
* \ingroup sparse_matrices
* \{
*/
/*! \p ell_matrix : ELLPACK/ITPACK matrix container
*
* \tparam IndexType Type used for matrix indices (e.g. \c int).
* \tparam ValueType Type used for matrix values (e.g. \c float).
* \tparam MemorySpace A memory space (e.g. \c cusp::host_memory or cusp::device_memory)
*
* \note The matrix entries must be sorted by column index.
* \note The matrix entries within each row should be shifted to the left.
* \note The matrix should not contain duplicate entries.
*
* The following code snippet demonstrates how to create a 4-by-3
* \p ell_matrix on the host with 3 nonzeros per row (6 total nonzeros)
* and then copies the matrix to the device.
*
* \code
* #include <cusp/ell_matrix.h>
* ...
*
* // allocate storage for (4,3) matrix with 6 nonzeros and at most 3 nonzeros per row.
* cusp::ell_matrix<int,float,cusp::host_memory> A(4,3,6,3);
*
* // X is used to fill unused entries in the matrix
* const int X = cusp::ell_matrix<int,float,cusp::host_memory>::invalid_index;
*
* // initialize matrix entries on host
* A.column_indices(0,0) = 0; A.values(0,0) = 10;
* A.column_indices(0,1) = 2; A.values(0,1) = 20; // shifted to leftmost position
* A.column_indices(0,2) = X; A.values(0,2) = 0; // padding
*
* A.column_indices(1,0) = X; A.values(1,0) = 0; // padding
* A.column_indices(1,1) = X; A.values(1,1) = 0; // padding
* A.column_indices(1,2) = X; A.values(1,2) = 0; // padding
*
* A.column_indices(2,0) = 2; A.values(2,0) = 30; // shifted to leftmost position
* A.column_indices(2,1) = X; A.values(2,1) = 0; // padding
* A.column_indices(2,2) = X; A.values(2,2) = 0; // padding
*
* A.column_indices(3,0) = 0; A.values(3,0) = 40;
* A.column_indices(3,1) = 1; A.values(3,1) = 50;
* A.column_indices(3,2) = 2; A.values(3,2) = 60;
*
* // A now represents the following matrix
* // [10 0 20]
* // [ 0 0 0]
* // [ 0 0 30]
* // [40 50 60]
*
* // copy to the device
* cusp::ell_matrix<int,float,cusp::device_memory> B = A;
* \endcode
*
*/
template <typename IndexType, typename ValueType, class MemorySpace>
class ell_matrix : public detail::matrix_base<IndexType,ValueType,MemorySpace,cusp::ell_format>
{
typedef cusp::detail::matrix_base<IndexType,ValueType,MemorySpace,cusp::ell_format> Parent;
public:
/*! rebind matrix to a different MemorySpace
*/
template<typename MemorySpace2>
struct rebind { typedef cusp::ell_matrix<IndexType, ValueType, MemorySpace2> type; };
/*! type of column indices array
*/
typedef typename cusp::array2d<IndexType, MemorySpace, cusp::column_major> column_indices_array_type;
/*! type of values array
*/
typedef typename cusp::array2d<ValueType, MemorySpace, cusp::column_major> values_array_type;
/*! equivalent container type
*/
typedef typename cusp::ell_matrix<IndexType, ValueType, MemorySpace> container;
/*! equivalent view type
*/
typedef typename cusp::ell_matrix_view<typename column_indices_array_type::view,
typename values_array_type::view,
IndexType, ValueType, MemorySpace> view;
/*! equivalent const_view type
*/
typedef typename cusp::ell_matrix_view<typename column_indices_array_type::const_view,
typename values_array_type::const_view,
IndexType, ValueType, MemorySpace> const_view;
/*! Value used to pad the rows of the column_indices array.
*/
const static IndexType invalid_index = static_cast<IndexType>(-1);
/*! Storage for the column indices of the ELL data structure.
*/
column_indices_array_type column_indices;
/*! Storage for the nonzero entries of the ELL data structure.
*/
values_array_type values;
/*! Construct an empty \p ell_matrix.
*/
ell_matrix() {}
/*! Construct an \p ell_matrix with a specific shape, number of nonzero entries,
* and maximum number of nonzero entries per row.
*
* \param num_rows Number of rows.
* \param num_cols Number of columns.
* \param num_entries Number of nonzero matrix entries.
* \param num_entries_per_row Maximum number of nonzeros per row.
* \param alignment Amount of padding used to align the data structure (default 32).
*/
ell_matrix(size_t num_rows, size_t num_cols, size_t num_entries,
size_t num_entries_per_row, size_t alignment = 32)
: Parent(num_rows, num_cols, num_entries)
{
// TODO use array2d constructor when it can accept pitch
column_indices.resize(num_rows, num_entries_per_row, detail::round_up(num_rows, alignment));
values.resize (num_rows, num_entries_per_row, detail::round_up(num_rows, alignment));
}
/*! Construct an \p ell_matrix from another matrix.
*
* \param matrix Another sparse or dense matrix.
*/
template <typename MatrixType>
ell_matrix(const MatrixType& matrix);
/*! Resize matrix dimensions and underlying storage
*/
void resize(size_t num_rows, size_t num_cols, size_t num_entries,
size_t num_entries_per_row)
{
Parent::resize(num_rows, num_cols, num_entries);
column_indices.resize(num_rows, num_entries_per_row);
values.resize(num_rows, num_entries_per_row);
}
/*! Resize matrix dimensions and underlying storage
*/
void resize(size_t num_rows, size_t num_cols, size_t num_entries,
size_t num_entries_per_row, size_t alignment)
{
Parent::resize(num_rows, num_cols, num_entries);
column_indices.resize(num_rows, num_entries_per_row, detail::round_up(num_rows, alignment));
values.resize (num_rows, num_entries_per_row, detail::round_up(num_rows, alignment));
}
/*! Swap the contents of two \p ell_matrix objects.
*
* \param matrix Another \p ell_matrix with the same IndexType and ValueType.
*/
void swap(ell_matrix& matrix)
{
Parent::swap(matrix);
column_indices.swap(matrix.column_indices);
values.swap(matrix.values);
}
/*! Assignment from another matrix.
*
* \param matrix Another sparse or dense matrix.
*/
template <typename MatrixType>
ell_matrix& operator=(const MatrixType& matrix);
}; // class ell_matrix
/*! \}
*/
/*! \addtogroup sparse_matrix_views Sparse Matrix Views
* \ingroup sparse_matrices
* \{
*/
/*! \p ell_matrix_view : ELLPACK/ITPACK matrix view
*
* \tparam Array1 Type of \c column_indices array view
* \tparam Array2 Type of \c values array view
* \tparam IndexType Type used for matrix indices (e.g. \c int).
* \tparam ValueType Type used for matrix values (e.g. \c float).
* \tparam MemorySpace A memory space (e.g. \c cusp::host_memory or cusp::device_memory)
*
*/
template <typename Array1,
typename Array2,
typename IndexType = typename Array1::value_type,
typename ValueType = typename Array2::value_type,
typename MemorySpace = typename cusp::minimum_space<typename Array1::memory_space, typename Array2::memory_space>::type >
class ell_matrix_view : public detail::matrix_base<IndexType,ValueType,MemorySpace,cusp::ell_format>
{
typedef cusp::detail::matrix_base<IndexType,ValueType,MemorySpace,cusp::ell_format> Parent;
public:
/*! type of \c column_indices array
*/
typedef Array1 column_indices_array_type;
/*! type of \c values array
*/
typedef Array2 values_array_type;
/*! equivalent container type
*/
typedef typename cusp::ell_matrix<IndexType, ValueType, MemorySpace> container;
/*! equivalent view type
*/
typedef typename cusp::ell_matrix_view<Array1, Array2, IndexType, ValueType, MemorySpace> view;
/*! Value used to pad the rows of the column_indices array.
*/
const static IndexType invalid_index = static_cast<IndexType>(-1);
/*! View to column indices of the ELL data structure.
*/
column_indices_array_type column_indices;
/*! View to nonzero entries of the ELL data structure.
*/
values_array_type values;
/*! Construct an empty \p ell_matrix_view.
*/
ell_matrix_view() {}
template <typename OtherArray1, typename OtherArray2>
ell_matrix_view(size_t num_rows, size_t num_cols, size_t num_entries,
OtherArray1& column_indices, OtherArray2& values)
: Parent(num_rows, num_cols, num_entries), column_indices(column_indices), values(values) {}
template <typename OtherArray1, typename OtherArray2>
ell_matrix_view(size_t num_rows, size_t num_cols, size_t num_entries,
const OtherArray1& column_indices, const OtherArray2& values)
: Parent(num_rows, num_cols, num_entries), column_indices(column_indices), values(values) {}
template <typename Matrix>
ell_matrix_view(Matrix& A)
: Parent(A), column_indices(A.column_indices), values(A.values) {}
template <typename Matrix>
ell_matrix_view(const Matrix& A)
: Parent(A), column_indices(A.column_indices), values(A.values) {}
/*! Resize matrix dimensions and underlying storage
*/
void resize(size_t num_rows, size_t num_cols, size_t num_entries,
size_t num_entries_per_row)
{
Parent::resize(num_rows, num_cols, num_entries);
column_indices.resize(num_rows, num_entries_per_row);
values.resize(num_rows, num_entries_per_row);
}
/*! Resize matrix dimensions and underlying storage
*/
void resize(size_t num_rows, size_t num_cols, size_t num_entries,
size_t num_entries_per_row, size_t alignment)
{
Parent::resize(num_rows, num_cols, num_entries);
column_indices.resize(num_rows, num_entries_per_row, detail::round_up(num_rows, alignment));
values.resize (num_rows, num_entries_per_row, detail::round_up(num_rows, alignment));
}
}; // class ell_matrix_view
template <typename Array1,
typename Array2>
ell_matrix_view<Array1,Array2>
make_ell_matrix_view(size_t num_rows,
size_t num_cols,
size_t num_entries,
Array1 column_indices,
Array2 values);
template <typename Array1,
typename Array2,
typename IndexType,
typename ValueType,
typename MemorySpace>
ell_matrix_view<Array1,Array2,IndexType,ValueType,MemorySpace>
make_ell_matrix_view(const ell_matrix_view<Array1,Array2,IndexType,ValueType,MemorySpace>& m);
template <typename IndexType, typename ValueType, class MemorySpace>
typename ell_matrix<IndexType,ValueType,MemorySpace>::view
make_ell_matrix_view(ell_matrix<IndexType,ValueType,MemorySpace>& m);
template <typename IndexType, typename ValueType, class MemorySpace>
typename ell_matrix<IndexType,ValueType,MemorySpace>::const_view
make_ell_matrix_view(const ell_matrix<IndexType,ValueType,MemorySpace>& m);
/*! \}
*/
} // end namespace cusp
#include <cusp/array2d.h>
#include <cusp/detail/ell_matrix.inl>
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