mirror of
https://gitlab.com/libeigen/eigen.git
synced 2024-11-27 06:30:28 +08:00
148 lines
3.7 KiB
C++
148 lines
3.7 KiB
C++
|
|
#include <Eigen/Sparse>
|
|
#include <bench/BenchTimer.h>
|
|
#include <set>
|
|
|
|
using namespace std;
|
|
using namespace Eigen;
|
|
using namespace Eigen;
|
|
|
|
#ifndef SIZE
|
|
#define SIZE 1024
|
|
#endif
|
|
|
|
#ifndef DENSITY
|
|
#define DENSITY 0.01
|
|
#endif
|
|
|
|
#ifndef SCALAR
|
|
#define SCALAR double
|
|
#endif
|
|
|
|
typedef SCALAR Scalar;
|
|
typedef Matrix<Scalar,Dynamic,Dynamic> DenseMatrix;
|
|
typedef Matrix<Scalar,Dynamic,1> DenseVector;
|
|
typedef SparseMatrix<Scalar> EigenSparseMatrix;
|
|
|
|
void fillMatrix(float density, int rows, int cols, EigenSparseMatrix& dst)
|
|
{
|
|
dst.reserve(rows*cols*density);
|
|
for(int j = 0; j < cols; j++)
|
|
{
|
|
for(int i = 0; i < rows; i++)
|
|
{
|
|
Scalar v = (internal::random<float>(0,1) < density) ? internal::random<Scalar>() : 0;
|
|
if (v!=0)
|
|
dst.insert(i,j) = v;
|
|
}
|
|
}
|
|
dst.finalize();
|
|
}
|
|
|
|
void fillMatrix2(int nnzPerCol, int rows, int cols, EigenSparseMatrix& dst)
|
|
{
|
|
// std::cout << "alloc " << nnzPerCol*cols << "\n";
|
|
dst.reserve(nnzPerCol*cols);
|
|
for(int j = 0; j < cols; j++)
|
|
{
|
|
std::set<int> aux;
|
|
for(int i = 0; i < nnzPerCol; i++)
|
|
{
|
|
int k = internal::random<int>(0,rows-1);
|
|
while (aux.find(k)!=aux.end())
|
|
k = internal::random<int>(0,rows-1);
|
|
aux.insert(k);
|
|
|
|
dst.insert(k,j) = internal::random<Scalar>();
|
|
}
|
|
}
|
|
dst.finalize();
|
|
}
|
|
|
|
void eiToDense(const EigenSparseMatrix& src, DenseMatrix& dst)
|
|
{
|
|
dst.setZero();
|
|
for (int j=0; j<src.cols(); ++j)
|
|
for (EigenSparseMatrix::InnerIterator it(src.derived(), j); it; ++it)
|
|
dst(it.index(),j) = it.value();
|
|
}
|
|
|
|
#ifndef NOGMM
|
|
#include "gmm/gmm.h"
|
|
typedef gmm::csc_matrix<Scalar> GmmSparse;
|
|
typedef gmm::col_matrix< gmm::wsvector<Scalar> > GmmDynSparse;
|
|
void eiToGmm(const EigenSparseMatrix& src, GmmSparse& dst)
|
|
{
|
|
GmmDynSparse tmp(src.rows(), src.cols());
|
|
for (int j=0; j<src.cols(); ++j)
|
|
for (EigenSparseMatrix::InnerIterator it(src.derived(), j); it; ++it)
|
|
tmp(it.index(),j) = it.value();
|
|
gmm::copy(tmp, dst);
|
|
}
|
|
#endif
|
|
|
|
#ifndef NOMTL
|
|
#include <boost/numeric/mtl/mtl.hpp>
|
|
typedef mtl::compressed2D<Scalar, mtl::matrix::parameters<mtl::tag::col_major> > MtlSparse;
|
|
typedef mtl::compressed2D<Scalar, mtl::matrix::parameters<mtl::tag::row_major> > MtlSparseRowMajor;
|
|
void eiToMtl(const EigenSparseMatrix& src, MtlSparse& dst)
|
|
{
|
|
mtl::matrix::inserter<MtlSparse> ins(dst);
|
|
for (int j=0; j<src.cols(); ++j)
|
|
for (EigenSparseMatrix::InnerIterator it(src.derived(), j); it; ++it)
|
|
ins[it.index()][j] = it.value();
|
|
}
|
|
#endif
|
|
|
|
#ifdef CSPARSE
|
|
extern "C" {
|
|
#include "cs.h"
|
|
}
|
|
void eiToCSparse(const EigenSparseMatrix& src, cs* &dst)
|
|
{
|
|
cs* aux = cs_spalloc (0, 0, 1, 1, 1);
|
|
for (int j=0; j<src.cols(); ++j)
|
|
for (EigenSparseMatrix::InnerIterator it(src.derived(), j); it; ++it)
|
|
if (!cs_entry(aux, it.index(), j, it.value()))
|
|
{
|
|
std::cout << "cs_entry error\n";
|
|
exit(2);
|
|
}
|
|
dst = cs_compress(aux);
|
|
// cs_spfree(aux);
|
|
}
|
|
#endif // CSPARSE
|
|
|
|
#ifndef NOUBLAS
|
|
#include <boost/numeric/ublas/vector.hpp>
|
|
#include <boost/numeric/ublas/matrix.hpp>
|
|
#include <boost/numeric/ublas/io.hpp>
|
|
#include <boost/numeric/ublas/triangular.hpp>
|
|
#include <boost/numeric/ublas/vector_sparse.hpp>
|
|
#include <boost/numeric/ublas/matrix_sparse.hpp>
|
|
#include <boost/numeric/ublas/vector_of_vector.hpp>
|
|
#include <boost/numeric/ublas/operation.hpp>
|
|
// #include <boost/numeric/ublas/sparse_prod.hpp>
|
|
|
|
// using namespace boost;
|
|
// using namespace boost::numeric;
|
|
// using namespace boost::numeric::ublas;
|
|
|
|
typedef boost::numeric::ublas::compressed_matrix<Scalar,boost::numeric::ublas::column_major> UblasMatrix;
|
|
|
|
void eiToUblas(const EigenSparseMatrix& src, UblasMatrix& dst)
|
|
{
|
|
for (int j=0; j<src.cols(); ++j)
|
|
for (EigenSparseMatrix::InnerIterator it(src.derived(), j); it; ++it)
|
|
dst(it.index(),j) = it.value();
|
|
}
|
|
|
|
|
|
#endif
|
|
|
|
#ifdef OSKI
|
|
extern "C" {
|
|
#include <oski/oski.h>
|
|
}
|
|
#endif
|