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// g++ -I.. sparse_lu.cpp -O3 -g0 -I /usr/include/superlu/ -lsuperlu -lgfortran -DSIZE=1000 -DDENSITY=.05 && ./a.out
#define EIGEN_SUPERLU_SUPPORT
#define EIGEN_UMFPACK_SUPPORT
#include <Eigen/Sparse>
#define NOGMM
#define NOMTL
#ifndef SIZE
#define SIZE 10
#endif
#ifndef DENSITY
#define DENSITY 0.01
#endif
#ifndef REPEAT
#define REPEAT 1
#endif
#include "BenchSparseUtil.h"
#ifndef MINDENSITY
#define MINDENSITY 0.0004
#endif
#ifndef NBTRIES
#define NBTRIES 10
#endif
#define BENCH(X) \
timer.reset(); \ for (int _j=0; _j<NBTRIES; ++_j) { \ timer.start(); \ for (int _k=0; _k<REPEAT; ++_k) { \ X \ } timer.stop(); }
typedef Matrix<Scalar,Dynamic,1> VectorX;
#include <Eigen/LU>
template<int Backend> void doEigen(const char* name, const EigenSparseMatrix& sm1, const VectorX& b, VectorX& x, int flags = 0) { std::cout << name << "..." << std::flush; BenchTimer timer; timer.start(); SparseLU<EigenSparseMatrix,Backend> lu(sm1, flags); timer.stop(); if (lu.succeeded()) std::cout << ":\t" << timer.value() << endl; else { std::cout << ":\t FAILED" << endl; return; }
bool ok; timer.reset(); timer.start(); ok = lu.solve(b,&x); timer.stop(); if (ok) std::cout << " solve:\t" << timer.value() << endl; else std::cout << " solve:\t" << " FAILED" << endl;
//std::cout << x.transpose() << "\n";
}
int main(int argc, char *argv[]) { int rows = SIZE; int cols = SIZE; float density = DENSITY; BenchTimer timer;
VectorX b = VectorX::Random(cols); VectorX x = VectorX::Random(cols);
bool densedone = false;
//for (float density = DENSITY; density>=MINDENSITY; density*=0.5)
// float density = 0.5;
{ EigenSparseMatrix sm1(rows, cols); fillMatrix(density, rows, cols, sm1);
// dense matrices
#ifdef DENSEMATRIX
if (!densedone) { densedone = true; std::cout << "Eigen Dense\t" << density*100 << "%\n"; DenseMatrix m1(rows,cols); eiToDense(sm1, m1);
BenchTimer timer; timer.start(); FullPivLU<DenseMatrix> lu(m1); timer.stop(); std::cout << "Eigen/dense:\t" << timer.value() << endl;
timer.reset(); timer.start(); lu.solve(b,&x); timer.stop(); std::cout << " solve:\t" << timer.value() << endl; // std::cout << b.transpose() << "\n";
// std::cout << x.transpose() << "\n";
} #endif
#ifdef EIGEN_UMFPACK_SUPPORT
x.setZero(); doEigen<StormEigen::UmfPack>("Eigen/UmfPack (auto)", sm1, b, x, 0); #endif
#ifdef EIGEN_SUPERLU_SUPPORT
x.setZero(); doEigen<StormEigen::SuperLU>("Eigen/SuperLU (nat)", sm1, b, x, StormEigen::NaturalOrdering); // doEigen<StormEigen::SuperLU>("Eigen/SuperLU (MD AT+A)", sm1, b, x, StormEigen::MinimumDegree_AT_PLUS_A);
// doEigen<StormEigen::SuperLU>("Eigen/SuperLU (MD ATA)", sm1, b, x, StormEigen::MinimumDegree_ATA);
doEigen<StormEigen::SuperLU>("Eigen/SuperLU (COLAMD)", sm1, b, x, StormEigen::ColApproxMinimumDegree); #endif
}
return 0; }
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