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https://gitlab.com/libeigen/eigen.git
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make Aron's idea work using Qt's atomic implementation for the synchronisation
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@@ -2,6 +2,8 @@
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// g++-4.4 bench_gemm.cpp -I .. -O2 -DNDEBUG -lrt -fopenmp && OMP_NUM_THREADS=2 ./a.out
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// icpc bench_gemm.cpp -I .. -O3 -DNDEBUG -lrt -openmp && OMP_NUM_THREADS=2 ./a.out
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#include <QAtomicInt>
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#include <Eigen/Core>
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#include <bench/BenchTimer.h>
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@@ -69,10 +71,10 @@ void gemm(const M& a, const M& b, M& c)
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int main(int argc, char ** argv)
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{
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int rep = 2048; // number of repetitions per try
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int rep = 1; // number of repetitions per try
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int tries = 5; // number of tries, we keep the best
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int s = 512;
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int s = 2048;
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int m = s;
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int n = s;
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int p = s;
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@@ -80,31 +82,48 @@ int main(int argc, char ** argv)
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M b(n,p); b.setRandom();
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M c(m,p); c.setOnes();
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BenchTimer t;
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M r = c;
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// check the parallel product is correct
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#ifdef HAVE_BLAS
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blas_gemm(a,b,r);
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#else
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#ifdef EIGEN_HAS_OPENMP
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int procs = omp_get_max_threads();
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omp_set_num_threads(1);
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r.noalias() += a * b;
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omp_set_num_threads(procs);
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if(procs>1)
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{
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#ifdef HAVE_BLAS
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blas_gemm(a,b,r);
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#else
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omp_set_num_threads(1);
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r.noalias() += a * b;
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omp_set_num_threads(procs);
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#endif
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c.noalias() += a * b;
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if(!r.isApprox(c)) std::cerr << "Warning, your parallel product is crap!\n\n";
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}
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#endif
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c.noalias() += a * b;
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if(!r.isApprox(c)) std::cerr << "Warning, your parallel product is crap!\n\n";
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#ifdef HAVE_BLAS
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BENCH(t, tries, rep, blas_gemm(a,b,c));
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std::cerr << "blas cpu " << t.best(CPU_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/t.best(CPU_TIMER))*1e-9 << " GFLOPS \t(" << t.total(CPU_TIMER) << "s)\n";
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std::cerr << "blas real " << t.best(REAL_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/t.best(REAL_TIMER))*1e-9 << " GFLOPS \t(" << t.total(REAL_TIMER) << "s)\n";
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BenchTimer tblas;
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BENCH(tblas, tries, rep, blas_gemm(a,b,c));
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std::cout << "blas cpu " << tblas.best(CPU_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/tblas.best(CPU_TIMER))*1e-9 << " GFLOPS \t(" << tblas.total(CPU_TIMER) << "s)\n";
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std::cout << "blas real " << tblas.best(REAL_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/tblas.best(REAL_TIMER))*1e-9 << " GFLOPS \t(" << tblas.total(REAL_TIMER) << "s)\n";
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#endif
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BENCH(t, tries, rep, gemm(a,b,c));
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std::cerr << "eigen cpu " << t.best(CPU_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/t.best(CPU_TIMER))*1e-9 << " GFLOPS \t(" << t.total(CPU_TIMER) << "s)\n";
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std::cerr << "eigen real " << t.best(REAL_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/t.best(REAL_TIMER))*1e-9 << " GFLOPS \t(" << t.total(REAL_TIMER) << "s)\n";
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BenchTimer tmt;
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BENCH(tmt, tries, rep, gemm(a,b,c));
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std::cout << "eigen cpu " << tmt.best(CPU_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/tmt.best(CPU_TIMER))*1e-9 << " GFLOPS \t(" << tmt.total(CPU_TIMER) << "s)\n";
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std::cout << "eigen real " << tmt.best(REAL_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/tmt.best(REAL_TIMER))*1e-9 << " GFLOPS \t(" << tmt.total(REAL_TIMER) << "s)\n";
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#ifdef EIGEN_HAS_OPENMP
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if(procs>1)
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{
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BenchTimer tmono;
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omp_set_num_threads(1);
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BENCH(tmono, tries, rep, gemm(a,b,c));
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std::cout << "eigen mono cpu " << tmono.best(CPU_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/tmono.best(CPU_TIMER))*1e-9 << " GFLOPS \t(" << tmono.total(CPU_TIMER) << "s)\n";
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std::cout << "eigen mono real " << tmono.best(REAL_TIMER)/rep << "s \t" << (double(m)*n*p*rep*2/tmono.best(REAL_TIMER))*1e-9 << " GFLOPS \t(" << tmono.total(REAL_TIMER) << "s)\n";
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std::cout << "mt speed up x" << tmono.best(CPU_TIMER) / tmt.best(REAL_TIMER) << " => " << (100.0*tmono.best(CPU_TIMER) / tmt.best(REAL_TIMER))/procs << "%\n";
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}
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#endif
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return 0;
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}
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