Add support for Metis fill-reducing ordering ; it is generally more efficient than COLAMD ordering

This commit is contained in:
Desire NUENTSA 2012-08-06 14:55:02 +02:00
parent a51806993b
commit 4d3b7e2a13
6 changed files with 186 additions and 1 deletions

26
Eigen/MetisSupport Normal file
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@ -0,0 +1,26 @@
#ifndef EIGEN_METISSUPPORT_MODULE_H
#define EIGEN_METISSUPPORT_MODULE_H
#include "SparseCore"
#include "src/Core/util/DisableStupidWarnings.h"
extern "C" {
#include <metis.h>
}
/** \ingroup Support_modules
* \defgroup MetisSupport_Module MetisSupport module
*
* \code
* #include <Eigen/MetisSupport>
* \endcode
*/
#include "src/MetisSupport/MetisSupport.h"
#include "src/Core/util/ReenableStupidWarnings.h"
#endif // EIGEN_METISSUPPORT_MODULE_H

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@ -0,0 +1,6 @@
FILE(GLOB Eigen_MetisSupport_SRCS "*.h")
INSTALL(FILES
${Eigen_MetisSupport_SRCS}
DESTINATION ${INCLUDE_INSTALL_DIR}/Eigen/src/MetisSupport COMPONENT Devel
)

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@ -0,0 +1,138 @@
// This file is part of Eigen, a lightweight C++ template library
// for linear algebra.
//
// Copyright (C) 2012 Désiré Nuentsa-Wakam <desire.nuentsa_wakam@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 METIS_SUPPORT_H
#define METIS_SUPPORT_H
namespace Eigen {
/**
* Get the fill-reducing ordering from the METIS package
*
* If A is the original matrix and Ap is the permuted matrix,
* the fill-reducing permutation is defined as follows :
* Row (column) i of A is the matperm(i) row (column) of Ap.
* WARNING: As computed by METIS, this corresponds to the vector iperm (instead of perm)
*/
template <typename Index>
class MetisOrdering
{
public:
typedef PermutationMatrix<Dynamic,Dynamic,Index> PermutationType;
typedef Matrix<Index,Dynamic,1> IndexVector;
template <typename MatrixType>
void get_symmetrized_graph(const MatrixType& A)
{
Index m = A.cols();
// Get the transpose of the input matrix
MatrixType At = A.transpose();
// Get the number of nonzeros elements in each row/col of At+A
Index TotNz = 0;
IndexVector visited(m);
visited.setConstant(-1);
for (int j = 0; j < m; j++)
{
// Compute the union structure of of A(j,:) and At(j,:)
visited(j) = j; // Do not include the diagonal element
// Get the nonzeros in row/column j of A
for (typename MatrixType::InnerIterator it(A, j); it; ++it)
{
Index idx = it.index(); // Get the row index (for column major) or column index (for row major)
if (visited(idx) != j )
{
visited(idx) = j;
++TotNz;
}
}
//Get the nonzeros in row/column j of At
for (typename MatrixType::InnerIterator it(At, j); it; ++it)
{
Index idx = it.index();
if(visited(idx) != j)
{
visited(idx) = j;
++TotNz;
}
}
}
// Reserve place for A + At
m_indexPtr.resize(m+1);
m_innerIndices.resize(TotNz);
// Now compute the real adjacency list of each column/row
visited.setConstant(-1);
Index CurNz = 0;
for (int j = 0; j < m; j++)
{
m_indexPtr(j) = CurNz;
visited(j) = j; // Do not include the diagonal element
// Add the pattern of row/column j of A to A+At
for (typename MatrixType::InnerIterator it(A,j); it; ++it)
{
Index idx = it.index(); // Get the row index (for column major) or column index (for row major)
if (visited(idx) != j )
{
visited(idx) = j;
m_innerIndices(CurNz) = idx;
CurNz++;
}
}
//Add the pattern of row/column j of At to A+At
for (typename MatrixType::InnerIterator it(At, j); it; ++it)
{
Index idx = it.index();
if(visited(idx) != j)
{
visited(idx) = j;
m_innerIndices(CurNz) = idx;
++CurNz;
}
}
}
m_indexPtr(m) = CurNz;
}
template <typename MatrixType>
void operator() (const MatrixType& A, PermutationType& matperm)
{
Index m = A.cols();
IndexVector perm(m),iperm(m);
// First, symmetrize the matrix graph.
get_symmetrized_graph(A);
int output_error;
// Call the fill-reducing routine from METIS
output_error = METIS_NodeND(&m, m_indexPtr.data(), m_innerIndices.data(), NULL, NULL, perm.data(), iperm.data());
if(output_error != METIS_OK)
{
//FIXME The ordering interface should define a class of possible errors
std::cerr << "ERROR WHILE CALLING THE METIS PACKAGE \n";
return;
}
// Get the fill-reducing permutation
//NOTE: If Ap is the permuted matrix then perm and iperm vectors are defined as follows
// Row (column) i of Ap is the perm(i) row(column) of A, and row (column) i of A is the iperm(i) row(column) of Ap
// To be consistent with the use of the permutation in SparseLU module, we thus keep the iperm vector
matperm.resize(m);
for (int j = 0; j < m; j++)
matperm.indices()(j) = iperm(j);
}
protected:
IndexVector m_indexPtr; // Pointer to the adjacenccy list of each row/column
IndexVector m_innerIndices; // Adjacency list
};
}// end namespace eigen
#endif

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@ -66,5 +66,11 @@ target_link_libraries (spbenchsolver ${SPARSE_LIBS})
add_executable(spsolver sp_solver.cpp)
target_link_libraries (spsolver ${SPARSE_LIBS})
if(METIS_FOUND)
include_directories(${METIS_INCLUDES})
set (SPARSE_LIBS ${SPARSE_LIBS} ${METIS_LIBRARIES})
add_definitions("-DEIGEN_METIS_SUPPORT")
endif(METIS_FOUND)
add_executable(test_sparseLU test_sparseLU.cpp)
target_link_libraries (test_sparseLU ${SPARSE_LIBS})

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@ -7,6 +7,9 @@
#include <unsupported/Eigen/SparseExtra>
#include <Eigen/SparseLU>
#include <bench/BenchTimer.h>
#ifdef EIGEN_METIS_SUPPORT
#include <Eigen/MetisSupport>
#endif
using namespace std;
using namespace Eigen;
@ -21,7 +24,12 @@ int main(int argc, char **args)
typedef Matrix<scalar, Dynamic, 1> DenseRhs;
Matrix<scalar, Dynamic, 1> b, x, tmp;
// SparseLU<SparseMatrix<scalar, ColMajor>, AMDOrdering<int> > solver;
#ifdef EIGEN_METIS_SUPPORT
SparseLU<SparseMatrix<scalar, ColMajor>, MetisOrdering<int> > solver;
#else
SparseLU<SparseMatrix<scalar, ColMajor>, COLAMDOrdering<int> > solver;
#endif
ifstream matrix_file;
string line;
int n;

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@ -12,10 +12,11 @@ find_path(METIS_INCLUDES
${INCLUDE_INSTALL_DIR}
PATH_SUFFIXES
metis
include
)
find_library(METIS_LIBRARIES metis PATHS $ENV{METISDIR} ${LIB_INSTALL_DIR})
find_library(METIS_LIBRARIES metis PATHS $ENV{METISDIR} ${LIB_INSTALL_DIR} PATH_SUFFIXES lib)
include(FindPackageHandleStandardArgs)
find_package_handle_standard_args(METIS DEFAULT_MSG