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- //g++ -O3 -g0 -DNDEBUG sparse_transpose.cpp -I.. -I/home/gael/Coding/LinearAlgebra/mtl4/ -DDENSITY=0.005 -DSIZE=10000 && ./a.out
- // -DNOGMM -DNOMTL
- // -DCSPARSE -I /home/gael/Coding/LinearAlgebra/CSparse/Include/ /home/gael/Coding/LinearAlgebra/CSparse/Lib/libcsparse.a
- #ifndef SIZE
- #define SIZE 10000
- #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(); }
- int main(int argc, char *argv[])
- {
- int rows = SIZE;
- int cols = SIZE;
- float density = DENSITY;
- EigenSparseMatrix sm1(rows,cols), sm3(rows,cols);
- BenchTimer timer;
- for (float density = DENSITY; density>=MINDENSITY; density*=0.5)
- {
- fillMatrix(density, rows, cols, sm1);
- // dense matrices
- #ifdef DENSEMATRIX
- {
- DenseMatrix m1(rows,cols), m3(rows,cols);
- eiToDense(sm1, m1);
- BENCH(for (int k=0; k<REPEAT; ++k) m3 = m1.transpose();)
- std::cout << " Eigen dense:\t" << timer.value() << endl;
- }
- #endif
- std::cout << "Non zeros: " << sm1.nonZeros()/float(sm1.rows()*sm1.cols())*100 << "%\n";
- // eigen sparse matrices
- {
- BENCH(for (int k=0; k<REPEAT; ++k) sm3 = sm1.transpose();)
- std::cout << " Eigen:\t" << timer.value() << endl;
- }
- // CSparse
- #ifdef CSPARSE
- {
- cs *m1, *m3;
- eiToCSparse(sm1, m1);
- BENCH(for (int k=0; k<REPEAT; ++k) { m3 = cs_transpose(m1,1); cs_spfree(m3);})
- std::cout << " CSparse:\t" << timer.value() << endl;
- }
- #endif
- // GMM++
- #ifndef NOGMM
- {
- GmmDynSparse gmmT3(rows,cols);
- GmmSparse m1(rows,cols), m3(rows,cols);
- eiToGmm(sm1, m1);
- BENCH(for (int k=0; k<REPEAT; ++k) gmm::copy(gmm::transposed(m1),m3);)
- std::cout << " GMM:\t\t" << timer.value() << endl;
- }
- #endif
- // MTL4
- #ifndef NOMTL
- {
- MtlSparse m1(rows,cols), m3(rows,cols);
- eiToMtl(sm1, m1);
- BENCH(for (int k=0; k<REPEAT; ++k) m3 = trans(m1);)
- std::cout << " MTL4:\t\t" << timer.value() << endl;
- }
- #endif
- std::cout << "\n\n";
- }
- return 0;
- }
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