Changes between Initial Version and Version 1 of Blas Level 2

Timestamp:

08/20/15 12:49:16 (9 years ago)

Author:

fuji

Comment:

—

Blas Level 2

@@ +1 @@
+= Blas Level 2 =
+
+== C ==
+{{{#!c
+/*
+ Tulane HPC Workshop
+
+ Blas Level 2 : dgemv test
+ */
+#include<stdio.h>
+#include<stdlib.h>
+#include<math.h>
+#include<time.h>
+
+#ifdef __APPLE__
+#include <Accelerate/Accelerate.h>
+#else
+#ifdef MKL_ILP64
+#include <mkl.h>
+#include <mkl_cblas.h>
+#else
+#include <atlas/cblas.h>
+#endif
+#endif
+
+#ifdef _OPENMP
+#include <omp.h>
+#endif
+
+#define SIZE 10000
+
+/* my simple dgemv */
+void mydgemv(int m, int n, double al, double *a, double *x, double bt,
+                double *b) {
+        int i, j;
+        /* compute b = al*a*x + bt*b */
+        for (i = 0; i < n; i++) {
+                b[i] *= bt;
+                for (j = 0; j < m; j++) {
+                        b[i] += al * a[i + m * j] * x[j];
+                }
+        }
+/*
+        for (i = 0; i < n; i++) {
+                b[i] *= bt;
+        }
+        for (j = 0; j < m; j++) {
+                for (i = 0; i < n; i++) {
+                        b[i] += al * a[i + m * j] * x[j];
+                }
+        }
+*/
+}
+int main(void) {
+        int i, j, n, m, inc;
+        double *xvec;
+        double *bvec;
+        double *amat;
+        double alpha, beta;
+#ifdef _OPENMP
+        double tsomp, teomp;
+#endif
+        clock_t ts, te;
+
+        /* alloc vector and matrix */
+#ifdef MKL_ILP64
+        xvec = (double *)mkl_malloc(SIZE * sizeof(double), 64);
+        bvec = (double *)mkl_malloc(SIZE * sizeof(double), 64);
+        amat = (double *)mkl_malloc(SIZE * SIZE * sizeof(double), 64);
+#else
+        xvec = (double *)calloc(SIZE, sizeof(double));
+        bvec = (double *)calloc(SIZE, sizeof(double));
+        amat = (double *)calloc(SIZE * SIZE, sizeof(double));
+#endif
+        if ((xvec == NULL ) || (bvec == NULL ) || (amat == NULL )) {
+                exit(-1);
+        }
+
+        /* setup matrix A */
+        for (i = 0; i < SIZE; i++) {
+                for (j = 0; j < SIZE; j++) {
+                        amat[i + SIZE * j] = i + 100.0 / (1.0 + fabs((double) i - (double) j));
+                }
+        }
+
+        /* setup vector x */
+        for (i = 0; i < SIZE; i++)
+                xvec[i] = (double) i;
+
+        /* calculate bvec = alpha*amat*xvec + beta*bvec */
+        alpha = 1.0;
+        beta = 0.0;
+
+        /* call my dgemv */
+        ts = clock();
+        mydgemv(SIZE, SIZE, alpha, amat, xvec, beta, bvec);
+        te = clock();
+
+        printf("|b|=%f\n", cblas_dnrm2(SIZE, bvec, 1));
+        printf("Time : my dgemv = %f (sec)\n",  1.0 * (te - ts) / CLOCKS_PER_SEC);
+
+        /* call blas dgemv */
+#ifdef _OPENMP
+        tsomp = omp_get_wtime();
+#else
+        ts = clock();
+#endif
+
+        cblas_dgemv(CblasColMajor, CblasNoTrans, SIZE, SIZE, 1.0, amat, SIZE, xvec,1, 0.0, bvec, 1);
+        //cblas_dgemv(CblasRowMajor,CblasTrans,SIZE,SIZE,1.0,amat,SIZE,xvec,1,0.0,bvec,1);
+        printf("|b|=%f\n", cblas_dnrm2(SIZE, bvec, 1));
+#ifdef _OPENMP
+        teomp = omp_get_wtime();
+        printf("Time : cblas dgemv = %f (sec) Threads=%d\n",  (teomp - tsomp),omp_get_max_threads());
+#else
+        te = clock();
+        printf("Time : cblas dgemv = %f (sec)\n",  1.0 * (te - ts)  / CLOCKS_PER_SEC);
+#endif
+
+
+
+#ifdef MKL_ILP64
+        mkl_free(xvec);
+        mkl_free(bvec);
+        mkl_free(amat);
+#else
+        free(xvec);
+        free(bvec);
+        free(amat);
+#endif
+}
+}}}
+
+== C++ ==
+{{{#!c++
+//
+//  Tulane HPC Workshop
+//
+//  Blas Level 2 : dgemv test
+//
+//
+#include <iostream>
+#include <cstdlib>
+#include <fstream>
+#include <iomanip>
+#include <algorithm>
+#include <cmath>
+#include <ctime>
+#ifdef __APPLE__
+#include <Accelerate/Accelerate.h>
+#else
+#ifdef MKL_ILP64
+#include <mkl.h>
+#include <mkl_cblas.h>
+#else
+extern "C" {
+#include <atlas/cblas.h>
+}
+#endif
+#endif
+
+#ifdef OMP
+#include <omp.h>
+#endif
+
+/* my simple dgemv */
+void mydgemv(int m, int n, double al, double *a, double *x, double bt,
+                double *b) {
+        /* compute b = al*a*x + bt*b */
+        for (int i = 0; i < n; i++) {
+                b[i] *= bt;
+                for (int j = 0; j < m; j++) {
+                        b[i] += al * a[i + m * j] * x[j];
+                }
+        }
+        /*
+         // should test which routine is faster
+         for (int i = 0 ; i < n ; i++){
+         b[i] *= bt;
+         }
+         for (int j = 0 ; j < m ; j++){
+         for (int i = 0 ; i < n ; i++){
+         b[i] += al * a[i + m * j] * x[j];
+         }
+         }
+         */
+}
+
+int main(int argc, char **argv) {
+        const unsigned int size = 10000;
+
+        /* alloc vector and matrix */
+#ifdef MKL_ILP64
+        double *xvec = (double *)mkl_malloc(size * sizeof(double), 64);
+        double *bvec = (double *)mkl_malloc(size * sizeof(double), 64);
+        double *amat = (double *)mkl_malloc(size * size * sizeof(double), 64);
+#else
+        double *xvec = new double[size];
+        double *bvec = new double[size];
+        double *amat = new double[size * size];
+#endif
+        /* setup matrix A */
+        for (int i = 0; i < size; i++) {
+                for (int j = 0; j < size; j++) {
+                        amat[i + size * j] = i + 100.0 / (1.0 + std::abs(i - j));
+                }
+        }
+
+        /* setup vector x */
+        for (int i = 0; i < size; i++)
+                xvec[i] = i;
+
+#ifdef _OPENMP
+        double tsomp, teomp;
+#endif
+        clock_t ts, te;
+
+        /* call my dgemv */
+        ts = std::clock();
+        mydgemv(size, size, 1.0, amat, xvec, 0.0, bvec);
+        te = std::clock();
+        std::cout << "|b|=" << cblas_dnrm2(size, bvec, 1) << std::endl;
+        std::cout << "Time : my dgemv = " << 1.0 * (te - ts) / CLOCKS_PER_SEC << "(sec)\n";
+
+        /* call blas dgemv */
+#ifdef _OPENMP
+        tsomp = omp_get_wtime();
+#else
+        ts = std::clock();
+#endif
+        cblas_dgemv(CblasColMajor, CblasNoTrans, size, size, 1.0, amat, size, xvec, 1, 0.0, bvec, 1);
+        //cblas_dgemv(CblasRowMajor,CblasTrans,size,size,1.0,amat,size,xvec,1,0.0,bvec,1);
+        std::cout << "|b|=" << cblas_dnrm2(size,bvec,1) << std::endl;
+#ifdef _OPENMP
+        teomp = omp_get_wtime();
+        std::cout << "Time : cblas dgemv = " << (teomp - tsomp) << "(sec) Threads=" << omp_get_max_threads() << std::endl;
+#else
+        te = std::clock();
+        std::cout << "Time : cblas dgemv = " << 1.0 * (te - ts) / CLOCKS_PER_SEC << "(sec)\n";
+#endif
+
+#ifdef MKL_ILP64
+        mkl_free(xvec);
+        mkl_free(bvec);
+        mkl_free(amat);
+#else
+        delete[] xvec;
+        delete[] bvec;
+        delete[] amat;
+#endif
+}
+}}}
+
+== Fortran ==
+
+{{{#!fortran
+!
+!  Tulane HPC Workshop
+!
+!  Blas Level 2 : dgemv test
+!
+!
+!-------------------------------------------
+! my simple dgemv
+subroutine mydgemv(m, n, al,  a,  x,  bt, b)
+    implicit none
+    integer :: i, j, n, m
+    double precision :: x(m), b(n), a(n * m)
+    double precision :: al, bt
+
+        ! compute b = al*a*x + bt*b */
+        do i = 1,n
+                b(i) = b(i) * bt
+                do j = 1, m
+                        b(i) = b(i) + al * a(i + m * (j - 1)) * x(j)
+                end do
+        end do
+end subroutine mydgemv
+!
+Program blas2
+    use omp_lib           !Provides OpenMP* specific APIs
+    implicit none
+    integer, parameter:: SIZE = 5000
+    integer :: i, j
+    double precision, allocatable, dimension(:) :: xvec,bvec,amat
+    double precision :: ts, te
+    double precision :: dnrm2
+
+    ! alloc vector and matrix
+    allocate(xvec(SIZE),bvec(SIZE),amat(SIZE*SIZE))
+
+    ! setup matrix A
+    do i = 1,SIZE
+        do j = 1, SIZE
+            amat(i + SIZE * (j - 1)) = i - 1 + 100.0 / (1.0 + abs(i - j))
+        end do
+    end do
+
+    ! setup vector x
+    do i = 1,SIZE
+        xvec(i) = i - 1
+    end do
+
+    ! call my dgemv
+    ts = omp_get_wtime()
+    call mydgemv(SIZE, SIZE, 1.d0, amat, xvec, 0.d0, bvec);
+    te = omp_get_wtime()
+    print*, "|b|=", dnrm2(SIZE, bvec, 1)
+    print*, "Time : my dgemv = ", (te - ts),"(sec)"
+
+    ! call blas dgemv
+    ts = omp_get_wtime();
+    call dgemv('N', SIZE, SIZE, 1.d0, amat, size, xvec,1, 0.d0, bvec, 1)
+    te = omp_get_wtime();
+    print*, "|b|=", dnrm2(SIZE, bvec, 1)
+    print*, "Time : blas dgemv = ", (te - ts),"(sec)"
+
+    deallocate(xvec,bvec,amat)
+end Program blas2
+}}}