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-rw-r--r--bench/bench_gemm.cpp128
1 files changed, 128 insertions, 0 deletions
diff --git a/bench/bench_gemm.cpp b/bench/bench_gemm.cpp
new file mode 100644
index 000000000..653a880a8
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+++ b/bench/bench_gemm.cpp
@@ -0,0 +1,128 @@
+
+// g++-4.4 bench_gemm.cpp -I .. -O2 -DNDEBUG -lrt -fopenmp && OMP_NUM_THREADS=2 ./a.out
+// icpc bench_gemm.cpp -I .. -O3 -DNDEBUG -lrt -openmp && OMP_NUM_THREADS=2 ./a.out
+
+#include <Eigen/Core>
+
+#include <bench/BenchTimer.h>
+
+using namespace std;
+using namespace Eigen;
+
+#ifndef SCALAR
+#define SCALAR float
+#endif
+
+typedef SCALAR Scalar;
+typedef Matrix<Scalar,Dynamic,Dynamic> M;
+
+#ifdef HAVE_BLAS
+
+extern "C" {
+ #include <bench/btl/libs/C_BLAS/blas.h>
+
+ void sgemm_kernel(int actual_mc, int cols, int actual_kc, float alpha,
+ float* blockA, float* blockB, float* res, int resStride);
+ void sgemm_oncopy(int actual_kc, int cols, const float* rhs, int rhsStride, float* blockB);
+ void sgemm_itcopy(int actual_kc, int cols, const float* rhs, int rhsStride, float* blockB);
+}
+
+static float fone = 1;
+static float fzero = 0;
+static double done = 1;
+static double szero = 0;
+static char notrans = 'N';
+static char trans = 'T';
+static char nonunit = 'N';
+static char lower = 'L';
+static char right = 'R';
+static int intone = 1;
+
+void blas_gemm(const MatrixXf& a, const MatrixXf& b, MatrixXf& c)
+{
+ int M = c.rows(); int N = c.cols(); int K = a.cols();
+ int lda = a.rows(); int ldb = b.rows(); int ldc = c.rows();
+
+ sgemm_(&notrans,&notrans,&M,&N,&K,&fone,
+ const_cast<float*>(a.data()),&lda,
+ const_cast<float*>(b.data()),&ldb,&fone,
+ c.data(),&ldc);
+}
+
+void blas_gemm(const MatrixXd& a, const MatrixXd& b, MatrixXd& c)
+{
+ int M = c.rows(); int N = c.cols(); int K = a.cols();
+ int lda = a.rows(); int ldb = b.rows(); int ldc = c.rows();
+
+ dgemm_(&notrans,&notrans,&M,&N,&K,&done,
+ const_cast<double*>(a.data()),&lda,
+ const_cast<double*>(b.data()),&ldb,&done,
+ c.data(),&ldc);
+}
+
+#endif
+
+void gemm(const M& a, const M& b, M& c)
+{
+ c.noalias() += a * b;
+}
+
+int main(int argc, char ** argv)
+{
+ int rep = 1; // number of repetitions per try
+ int tries = 5; // number of tries, we keep the best
+
+ int s = 2048;
+ int m = s;
+ int n = s;
+ int p = s;
+ M a(m,n); a.setRandom();
+ M b(n,p); b.setRandom();
+ M c(m,p); c.setOnes();
+
+ M r = c;
+
+ // check the parallel product is correct
+ #ifdef EIGEN_HAS_OPENMP
+ int procs = omp_get_max_threads();
+ if(procs>1)
+ {
+ #ifdef HAVE_BLAS
+ blas_gemm(a,b,r);
+ #else
+ omp_set_num_threads(1);
+ r.noalias() += a * b;
+ omp_set_num_threads(procs);
+ #endif
+ c.noalias() += a * b;
+ if(!r.isApprox(c)) std::cerr << "Warning, your parallel product is crap!\n\n";
+ }
+ #endif
+
+ #ifdef HAVE_BLAS
+ BenchTimer tblas;
+ BENCH(tblas, tries, rep, blas_gemm(a,b,c));
+ 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";
+ 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";
+ #endif
+
+ BenchTimer tmt;
+ BENCH(tmt, tries, rep, gemm(a,b,c));
+ 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";
+ 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";
+
+ #ifdef EIGEN_HAS_OPENMP
+ if(procs>1)
+ {
+ BenchTimer tmono;
+ omp_set_num_threads(1);
+ BENCH(tmono, tries, rep, gemm(a,b,c));
+ 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";
+ 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";
+ 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";
+ }
+ #endif
+
+ return 0;
+}
+