示例#1
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ssygvdx
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gpu_time /*cpu_time*/;
    float *h_A, *h_R, *h_B, *h_S, *h_work;
    float *w1, *w2, vl=0, vu=0;
    float result[2] = {0};
    magma_int_t *iwork;
    magma_int_t N, n2, info, il, iu, m1, m2, nb, lwork, liwork;
    float c_zero    = MAGMA_S_ZERO;
    float c_one     = MAGMA_S_ONE;
    float c_neg_one = MAGMA_S_NEG_ONE;
#if defined(PRECISION_z) || defined(PRECISION_c)
    float *rwork;
    magma_int_t lrwork;
#endif
    //float d_one         =  1.;
    //float d_ten         = 10.;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol    = opts.tolerance * lapackf77_slamch("E");
    float tolulp = opts.tolerance * lapackf77_slamch("P");
    
    if ( opts.check && opts.jobz == MagmaNoVec ) {
        fprintf( stderr, "checking results requires vectors; setting jobz=V (option -JV)\n" );
        opts.jobz = MagmaVec;
    }
    
    printf("    N     M   GPU Time (sec)\n");
    printf("============================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[i];
            n2     = N*N;
            nb     = magma_get_ssytrd_nb(N);
#if defined(PRECISION_z) || defined(PRECISION_c)
            lwork  = 2*N*nb + N*N;
            lrwork = 1 + 5*N +2*N*N;
#else
            lwork  = 1 + 6*N*nb + 2* N*N;
#endif
            liwork = 3 + 5*N;

            if ( opts.fraction == 0 ) {
                il = N / 10;
                iu = N / 5+il;
            }
            else {
                il = 1;
                iu = (int) (opts.fraction*N);
                if (iu < 1) iu = 1;
            }

            TESTING_MALLOC(    h_A,    float, n2     );
            TESTING_MALLOC(    h_B,    float, n2     );
            TESTING_MALLOC(    w1,     float,          N      );
            TESTING_MALLOC(    w2,     float,          N      );
            TESTING_MALLOC(    iwork,  magma_int_t,     liwork );
            TESTING_HOSTALLOC( h_R,    float, n2     );
            TESTING_HOSTALLOC( h_S,    float, n2     );
            TESTING_HOSTALLOC( h_work, float, lwork  );
#if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_HOSTALLOC( rwork,          float, lrwork);
#endif
            
            /* Initialize the matrix */
            lapackf77_slarnv( &ione, ISEED, &n2, h_A );
            lapackf77_slarnv( &ione, ISEED, &n2, h_B );
            /* increase the diagonal */
            for(int i=0; i<N; i++) {
                MAGMA_S_SET2REAL( h_B[i*N+i], ( MAGMA_S_REAL(h_B[i*N+i]) + 1.*N ) );
                MAGMA_S_SET2REAL( h_A[i*N+i], MAGMA_S_REAL(h_A[i*N+i]) );
            }


            // ==================================================================
            // Warmup using MAGMA
            // ==================================================================
            if(opts.warmup){
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );
                
                magma_ssygvdx( opts.itype, opts.jobz, 'I', opts.uplo,
                               N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                               h_work, lwork,
#if defined(PRECISION_z) || defined(PRECISION_c)
                               rwork, lrwork,
#endif      
                               iwork, liwork,
                               &info );
                if (info != 0)
                    printf("magma_ssygvdx returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
            }
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
            lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );

            gpu_time = magma_wtime();
            magma_ssygvdx( opts.itype, opts.jobz, 'I', opts.uplo,
                           N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                           h_work, lwork,
#if defined(PRECISION_z) || defined(PRECISION_c)
                           rwork, lrwork,
#endif
                           iwork, liwork,
                           &info );
            gpu_time = magma_wtime() - gpu_time;
            if (info != 0)
                printf("magma_ssygvdx returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.check ) {
                /* =====================================================================
                   Check the results following the LAPACK's [zc]hegvdx routine.
                   A x = lambda B x is solved
                   and the following 3 tests computed:
                   (1)    | A Z - B Z D | / ( |A||Z| N )  (itype = 1)
                          | A B Z - Z D | / ( |A||Z| N )  (itype = 2)
                          | B A Z - Z D | / ( |A||Z| N )  (itype = 3)
                   (2)    | S(with V) - S(w/o V) | / | S |
                   =================================================================== */
#if defined(PRECISION_d) || defined(PRECISION_s)
                float *rwork = h_work + N*N;
#endif
                float temp1, temp2;
                
                result[0] = 1.;
                result[0] /= lapackf77_slansy("1", &opts.uplo, &N, h_A, &N, rwork);
                result[0] /= lapackf77_slange("1", &N, &m1, h_R, &N, rwork);
                
                if (opts.itype == 1) {
                    blasf77_ssymm("L", &opts.uplo, &N, &m1, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
                    for(int i=0; i < m1; ++i)
                        blasf77_sscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_ssymm("L", &opts.uplo, &N, &m1, &c_neg_one, h_B, &N, h_R, &N, &c_one, h_work, &N);
                    result[0] *= lapackf77_slange("1", &N, &m1, h_work, &N, rwork)/N;
                }
                else if (opts.itype == 2) {
                    blasf77_ssymm("L", &opts.uplo, &N, &m1, &c_one, h_B, &N, h_R, &N, &c_zero, h_work, &N);
                    for(int i=0; i < m1; ++i)
                        blasf77_sscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_ssymm("L", &opts.uplo, &N, &m1, &c_one, h_A, &N, h_work, &N, &c_neg_one, h_R, &N);
                    result[0] *= lapackf77_slange("1", &N, &m1, h_R, &N, rwork)/N;
                }
                else if (opts.itype == 3) {
                    blasf77_ssymm("L", &opts.uplo, &N, &m1, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
                    for(int i=0; i < m1; ++i)
                        blasf77_sscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_ssymm("L", &opts.uplo, &N, &m1, &c_one, h_B, &N, h_work, &N, &c_neg_one, h_R, &N);
                    result[0] *= lapackf77_slange("1", &N, &m1, h_R, &N, rwork)/N;
                }
                
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );
                
                magma_ssygvdx( opts.itype, 'N', 'I', opts.uplo,
                               N, h_R, N, h_S, N, vl, vu, il, iu, &m2, w2,
                               h_work, lwork,
#if defined(PRECISION_z) || defined(PRECISION_c)
                               rwork, lrwork,
#endif
                               iwork, liwork,
                               &info );
                if (info != 0)
                    printf("magma_ssygvdx returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                temp1 = temp2 = 0;
                for(int j=0; j < m2; j++) {
                    temp1 = max(temp1, absv(w1[j]));
                    temp1 = max(temp1, absv(w2[j]));
                    temp2 = max(temp2, absv(w1[j]-w2[j]));
                }
                result[1] = temp2 / (((float)m2)*temp1);
            }
            
            /* =====================================================================
               Print execution time
               =================================================================== */
            printf("%5d %5d   %7.2f\n",
                   (int) N, (int) m1, gpu_time);
            if ( opts.check ) {
                printf("Testing the eigenvalues and eigenvectors for correctness:\n");
                if (opts.itype==1)
                    printf("(1)    | A Z - B Z D | / (|A| |Z| N) = %8.2e%s\n", result[0], (result[0] < tol ? "" : "  failed"));
                else if (opts.itype==2)
                    printf("(1)    | A B Z - Z D | / (|A| |Z| N) = %8.2e%s\n", result[0], (result[0] < tol ? "" : "  failed"));
                else if (opts.itype==3)
                    printf("(1)    | B A Z - Z D | / (|A| |Z| N) = %8.2e%s\n", result[0], (result[0] < tol ? "" : "  failed"));
                printf(    "(2)    | D(w/ Z) - D(w/o Z) | / |D|  = %8.2e%s\n\n", result[1], (result[1] < tolulp ? "" : "  failed"));
            }
            
            TESTING_FREE( h_A   );
            TESTING_FREE( h_B   );
            TESTING_FREE( w1    );
            TESTING_FREE( w2    );
#if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_HOSTFREE( rwork);
#endif
            TESTING_FREE( iwork );
            TESTING_HOSTFREE( h_work );
            TESTING_HOSTFREE( h_R    );
            TESTING_HOSTFREE( h_S    );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return 0;
}
示例#2
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ssygvdx
*/
int main( int argc, char** argv)
{

    TESTING_INIT_MGPU();

    real_Double_t   mgpu_time;
    float *h_A, *h_Ainit, *h_B, *h_Binit, *h_work;

#if defined(PRECISION_z) || defined(PRECISION_c)
    float *rwork;
    magma_int_t lrwork;
#endif

    float *w1, result=0;
    magma_int_t *iwork;
    magma_int_t N, n2, info, lwork, liwork;
    float c_zero    = MAGMA_S_ZERO;
    float c_one     = MAGMA_S_ONE;
    float c_neg_one = MAGMA_S_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");

    magma_range_t range = MagmaRangeAll;
    if (opts.fraction != 1)
        range = MagmaRangeI;

    if ( opts.check && opts.jobz == MagmaNoVec ) {
        fprintf( stderr, "checking results requires vectors; setting jobz=V (option -JV)\n" );
        opts.jobz = MagmaVec;
    }

    printf("using: ngpu = %d, itype = %d, jobz = %s, range = %s, uplo = %s, opts.check = %d, fraction = %6.4f\n",
           (int) opts.ngpu, (int) opts.itype,
           lapack_vec_const(opts.jobz), lapack_range_const(range), lapack_uplo_const(opts.uplo),
           (int) opts.check, opts.fraction);
    
    printf("    N     M   ngpu   MGPU Time (sec)\n");
    printf("====================================\n");
    magma_int_t threads = magma_get_parallel_numthreads();
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[itest];
            n2     = N*N;
            #if defined(PRECISION_z) || defined(PRECISION_c)
            lwork  = magma_sbulge_get_lq2(N, threads) + 2*N + N*N;
            lrwork = 1 + 5*N +2*N*N;
            #else
            lwork  = magma_sbulge_get_lq2(N, threads) + 1 + 6*N + 2*N*N;
            #endif
            liwork = 3 + 5*N;


            //magma_int_t NB = 96;//magma_bulge_get_nb(N);
            //magma_int_t sizvblg = magma_sbulge_get_lq2(N, threads);        
            //magma_int_t siz = max(sizvblg,n2)+2*(N*NB+N)+24*N; 
            /* Allocate host memory for the matrix */
            TESTING_MALLOC_PIN( h_A,    float, n2 );
            TESTING_MALLOC_PIN( h_B,    float, n2 );
            TESTING_MALLOC_PIN( h_work, float, lwork );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_MALLOC_PIN( rwork,  float, lrwork);
            #endif

            TESTING_MALLOC_CPU( w1,     float, N );
            TESTING_MALLOC_CPU( iwork,  magma_int_t, liwork);
            
            /* Initialize the matrix */
            lapackf77_slarnv( &ione, ISEED, &n2, h_A );
            lapackf77_slarnv( &ione, ISEED, &n2, h_B );
            magma_smake_hpd( N, h_B, N );
            magma_smake_symmetric( N, h_A, N );

            if ( opts.warmup || opts.check ) {
                TESTING_MALLOC_CPU( h_Ainit, float, n2 );
                TESTING_MALLOC_CPU( h_Binit, float, n2 );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_Ainit, &N );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_Binit, &N );
            }



            magma_int_t m1 = 0;
            float vl = 0;
            float vu = 0;
            magma_int_t il = 0;
            magma_int_t iu = 0;

            if (range == MagmaRangeI) {
                il = 1;
                iu = (int) (opts.fraction*N);
            }

            if ( opts.warmup ) {

                // ==================================================================
                // Warmup using MAGMA. I prefer to use smalltest to warmup A-
                // ==================================================================
                magma_ssygvdx_2stage_m(opts.ngpu, opts.itype, opts.jobz, range, opts.uplo,
                                       N, h_A, N, h_B, N, vl, vu, il, iu, &m1, w1,
                                       h_work, lwork,
                                       #if defined(PRECISION_z) || defined(PRECISION_c)
                                       rwork, lrwork,
                                       #endif
                                       iwork, liwork,
                                       &info);
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_Binit, &N, h_B, &N );
            }

            // ===================================================================
            // Performs operation using MAGMA
            // ===================================================================

            mgpu_time = magma_wtime();
            magma_ssygvdx_2stage_m(opts.ngpu, opts.itype, opts.jobz, range, opts.uplo,
                                   N, h_A, N, h_B, N, vl, vu, il, iu, &m1, w1,
                                   h_work, lwork,
                                       #if defined(PRECISION_z) || defined(PRECISION_c)
                                   rwork, lrwork,
                                       #endif
                                   iwork, liwork,
                                   &info);
            mgpu_time = magma_wtime() - mgpu_time;

            if ( opts.check ) {
                // ===================================================================
                // Check the results following the LAPACK's [zc]hegvdx routine.
                // A x = lambda B x is solved
                // and the following 3 tests computed:
                // (1)    | A Z - B Z D | / ( |A||Z| N )  (itype = 1)
                // | A B Z - Z D | / ( |A||Z| N )  (itype = 2)
                // | B A Z - Z D | / ( |A||Z| N )  (itype = 3)
                // ===================================================================
                #if defined(PRECISION_d) || defined(PRECISION_s)
                float *rwork = h_work + N*N;
                #endif
                result = 1.;
                result /= lapackf77_slansy("1", lapack_uplo_const(opts.uplo), &N, h_Ainit, &N, rwork);
                result /= lapackf77_slange("1", &N , &m1, h_A, &N, rwork);

                if (opts.itype == 1) {
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_neg_one, h_Binit, &N, h_A, &N, &c_one, h_work, &N);
                    result *= lapackf77_slange("1", &N, &m1, h_work, &N, rwork)/N;
                }
                else if (opts.itype == 2) {
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Binit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Ainit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_slange("1", &N, &m1, h_A, &N, rwork)/N;
                }
                else if (opts.itype == 3) {
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Binit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_slange("1", &N, &m1, h_A, &N, rwork)/N;
                }
            }

            // ===================================================================
            // Print execution time
            // ===================================================================
            printf("%5d %5d   %4d   %7.2f\n",
                   (int) N, (int) m1, (int) opts.ngpu, mgpu_time);
            if ( opts.check ) {
                printf("Testing the eigenvalues and eigenvectors for correctness:\n");
                if (opts.itype==1) {
                    printf("(1)    | A Z - B Z D | / (|A| |Z| N) = %8.2e   %s\n", result, (result < tol ? "ok" : "failed") );
                }
                else if (opts.itype==2) {
                    printf("(1)    | A B Z - Z D | / (|A| |Z| N) = %8.2e   %s\n", result, (result < tol ? "ok" : "failed") );
                }
                else if (opts.itype==3) {
                    printf("(1)    | B A Z - Z D | / (|A| |Z| N) = %8.2e   %s\n", result, (result < tol ? "ok" : "failed") );
                }
                printf("\n");
                status += ! (result < tol);
            }

            TESTING_FREE_PIN( h_A    );
            TESTING_FREE_PIN( h_B    );
            TESTING_FREE_PIN( h_work );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_FREE_PIN( rwork  );
            #endif

            TESTING_FREE_CPU( w1    );
            TESTING_FREE_CPU( iwork );
            if ( opts.warmup || opts.check ) {
                TESTING_FREE_CPU( h_Ainit );
                TESTING_FREE_CPU( h_Binit );
            }
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    /* Shutdown */
    TESTING_FINALIZE_MGPU();
    return status;
}
示例#3
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ssygvd
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    float *h_A, *h_Ainit, *h_B, *h_Binit, *h_work;
    #ifdef COMPLEX
    float *rwork;
    #endif
    float *w1, *w2, result[2]={0, 0};
    magma_int_t *iwork;
    real_Double_t mgpu_time, gpu_time, cpu_time;

    /* Matrix size */
    magma_int_t N, n2, nb;

    magma_int_t info;
    magma_int_t ione = 1;

    float c_zero    = MAGMA_S_ZERO;
    float c_one     = MAGMA_S_ONE;
    float c_neg_one = MAGMA_S_NEG_ONE;

    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol    = opts.tolerance * lapackf77_slamch("E");
    float tolulp = opts.tolerance * lapackf77_slamch("P");

    // checking NoVec requires LAPACK
    opts.lapack |= (opts.check && opts.jobz == MagmaNoVec);
    
    printf("using: ngpu = %d, itype = %d, jobz = %s, uplo = %s, check = %d\n",
           (int) opts.ngpu, (int) opts.itype,
           lapack_vec_const(opts.jobz), lapack_uplo_const(opts.uplo), (int) opts.check);

    printf("    N   CPU Time (sec)   GPU Time (sec)   MGPU Time (sec)\n");
    printf("=========================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            // TODO define lda
            N = opts.nsize[itest];
            n2     = N*N;
            nb     = magma_get_ssytrd_nb(N);
            #ifdef COMPLEX
                magma_int_t lwork  = max( N + N*nb, 2*N + N*N );
                magma_int_t lrwork = 1 + 5*N +2*N*N;
            #else
                magma_int_t lwork  = max( 2*N + N*nb, 1 + 6*N + 2*N*N );
            #endif
            magma_int_t liwork = 3 + 5*N;

            TESTING_MALLOC_PIN( h_A,    float, n2    );
            TESTING_MALLOC_PIN( h_B,    float, n2    );
            TESTING_MALLOC_PIN( h_work, float, lwork );
            #ifdef COMPLEX
            TESTING_MALLOC_PIN( rwork, float, lrwork );
            #endif

            TESTING_MALLOC_CPU( w1,    float, N );
            TESTING_MALLOC_CPU( w2,    float, N );
            TESTING_MALLOC_CPU( iwork, magma_int_t, liwork );

            /* Initialize the matrix */
            lapackf77_slarnv( &ione, ISEED, &n2, h_A );
            lapackf77_slarnv( &ione, ISEED, &n2, h_B );
            magma_smake_hpd( N, h_B, N );
            magma_smake_symmetric( N, h_A, N );

            if ( opts.warmup || opts.check ) {
                TESTING_MALLOC_CPU( h_Ainit, float, n2 );
                TESTING_MALLOC_CPU( h_Binit, float, n2 );
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_A, &N, h_Ainit, &N );
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_B, &N, h_Binit, &N );
            }

            if (opts.warmup) {
                // ==================================================================
                // Warmup using MAGMA.
                // ==================================================================
                magma_ssygvd_m( opts.ngpu, opts.itype, opts.jobz, opts.uplo,
                                N, h_A, N, h_B, N, w1,
                                h_work, lwork,
                                #ifdef COMPLEX
                                rwork, lrwork,
                                #endif
                                iwork, liwork,
                                &info);
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_Binit, &N, h_B, &N );
            }

            // ===================================================================
            // Performs operation using MAGMA
            // ===================================================================
            mgpu_time = magma_wtime();
            magma_ssygvd_m( opts.ngpu, opts.itype, opts.jobz, opts.uplo,
                            N, h_A, N, h_B, N, w1,
                            h_work, lwork,
                            #ifdef COMPLEX
                            rwork, lrwork,
                            #endif
                            iwork, liwork,
                            &info);
            mgpu_time = magma_wtime() - mgpu_time;

            if (info != 0)
                printf("magma_ssygvd_m returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));

            if ( opts.check && opts.jobz != MagmaNoVec ) {
                /* =====================================================================
                   Check the results following the LAPACK's [zc]hegvd routine.
                   A x = lambda B x is solved
                   and the following 3 tests computed:
                   (1)    | A Z - B Z D | / ( |A||Z| N )  (itype = 1)
                          | A B Z - Z D | / ( |A||Z| N )  (itype = 2)
                          | B A Z - Z D | / ( |A||Z| N )  (itype = 3)
                   =================================================================== */

                #ifdef REAL
                float *rwork = h_work + N*N;
                #endif

                result[0] = 1.;
                result[0] /= lapackf77_slansy("1", lapack_uplo_const(opts.uplo), &N, h_Ainit, &N, rwork);
                result[0] /= lapackf77_slange("1", &N, &N, h_A, &N, rwork);

                if (opts.itype == 1) {
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &N, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i < N; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &N, &c_neg_one, h_Binit, &N, h_A, &N, &c_one, h_work, &N);
                    result[0] *= lapackf77_slange("1", &N, &N, h_work, &N, rwork)/N;
                }
                else if (opts.itype == 2) {
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &N, &c_one, h_Binit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i < N; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &N, &c_one, h_Ainit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result[0] *= lapackf77_slange("1", &N, &N, h_A, &N, rwork)/N;
                }
                else if (opts.itype == 3) {
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &N, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i < N; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &N, &c_one, h_Binit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result[0] *= lapackf77_slange("1", &N, &N, h_A, &N, rwork)/N;
                }
            }
            if ( opts.lapack ) {
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_Binit, &N, h_B, &N );
                
                /* ====================================================================
                   Performs operation using MAGMA
                   =================================================================== */
                gpu_time = magma_wtime();
                magma_ssygvd(opts.itype, opts.jobz, opts.uplo,
                             N, h_A, N, h_B, N, w2,
                             h_work, lwork,
                             #ifdef COMPLEX
                             rwork, lrwork,
                             #endif
                             iwork, liwork,
                             &info);
                gpu_time = magma_wtime() - gpu_time;

                if (info != 0)
                    printf("magma_ssygvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));

                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                lapackf77_ssygvd(&opts.itype, lapack_vec_const(opts.jobz), lapack_uplo_const(opts.uplo),
                                 &N, h_Ainit, &N, h_Binit, &N, w2,
                                 h_work, &lwork,
                                 #ifdef COMPLEX
                                 rwork, &lrwork,
                                 #endif
                                 iwork, &liwork,
                                 &info);
                cpu_time = magma_wtime() - cpu_time;
                if (info != 0)
                    printf("lapackf77_ssygvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));

                float maxw=0, diff=0;
                for(int j=0; j < N; j++) {
                    maxw = max(maxw, fabs(w1[j]));
                    maxw = max(maxw, fabs(w2[j]));
                    diff = max(diff, fabs(w1[j] - w2[j]));
                }
                result[1] = diff / (N*maxw);

                /* =====================================================================
                   Print execution time
                   =================================================================== */
                printf("%5d   %7.2f          %7.2f          %7.2f\n",
                       (int) N, cpu_time, gpu_time, mgpu_time);
            }
            else {
                printf("%5d     ---              ---            %7.2f\n",
                       (int) N, mgpu_time);
            }
            if ( opts.check && opts.jobz != MagmaNoVec ) {
                printf("Testing the eigenvalues and eigenvectors for correctness:\n");
                if (opts.itype == 1) {
                    printf("    | A Z - B Z D | / (|A| |Z| N) = %8.2e   %s\n",   result[0],  (result[0] < tol ? "ok" : "failed") );
                }
                else if (opts.itype == 2) {
                    printf("    | A B Z - Z D | / (|A| |Z| N) = %8.2e   %s\n",   result[0],  (result[0] < tol ? "ok" : "failed") );
                }
                else if (opts.itype == 3) {
                    printf("    | B A Z - Z D | / (|A| |Z| N) = %8.2e   %s\n",   result[0],  (result[0] < tol ? "ok" : "failed") );
                }
                status += ! (result[0] < tol);
            }
            if ( opts.lapack ) {
                printf(    "    | D_mgpu - D_lapack | / |D|   = %8.2e   %s\n\n", result[1], (result[1] < tolulp ? "ok" : "failed") );
                status += ! (result[1] < tolulp);
            }

            /* Memory clean up */
            TESTING_FREE_PIN( h_A    );
            TESTING_FREE_PIN( h_B    );
            TESTING_FREE_PIN( h_work );
            #ifdef COMPLEX
            TESTING_FREE_PIN( rwork  );
            #endif
            
            TESTING_FREE_CPU( w1    );
            TESTING_FREE_CPU( w2    );
            TESTING_FREE_CPU( iwork );

            if ( opts.warmup || opts.check ) {
                TESTING_FREE_CPU( h_Ainit );
                TESTING_FREE_CPU( h_Binit );
            }
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
示例#4
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ssygvdx
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    /* Constants */
    const float c_zero    = MAGMA_S_ZERO;
    const float c_one     = MAGMA_S_ONE;
    const float c_neg_one = MAGMA_S_NEG_ONE;
    const magma_int_t ione = 1;
    
    /* Local variables */
    real_Double_t gpu_time;

    float *h_A, *h_R, *h_B, *h_S, *h_work;

    #ifdef COMPLEX
    float *rwork;
    magma_int_t lrwork;
    #endif

    float *w1, *w2, result[2]={0,0};
    magma_int_t *iwork;
    magma_int_t N, n2, info, lda, lwork, liwork;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

    magma_opts opts;
    opts.parse_opts( argc, argv );
    
    float tol    = opts.tolerance * lapackf77_slamch("E");
    float tolulp = opts.tolerance * lapackf77_slamch("P");

    magma_range_t range = MagmaRangeAll;
    if (opts.fraction != 1)
        range = MagmaRangeI;

    // pass ngpu = -1 to test multi-GPU code using 1 gpu
    magma_int_t abs_ngpu = abs( opts.ngpu );
    
    printf("%% itype = %d, jobz = %s, range = %s, uplo = %s, fraction = %6.4f, ngpu = %d\n",
           int(opts.itype), lapack_vec_const(opts.jobz), lapack_range_const(range), lapack_uplo_const(opts.uplo),
           opts.fraction, int(abs_ngpu) );

    if (opts.itype == 1) {
        printf("%%   N     M   GPU Time (sec)   |AZ-BZD|   |D - D_magma|\n");
    }                                                   
    else if (opts.itype == 2) {                      
        printf("%%   N     M   GPU Time (sec)   |ABZ-ZD|   |D - D_magma|\n");
    }                                                   
    else if (opts.itype == 3) {                      
        printf("%%   N     M   GPU Time (sec)   |BAZ-ZD|   |D - D_magma|\n");
    }                                     
        printf("%%======================================================\n");
    magma_int_t threads = magma_get_parallel_numthreads();
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[itest];
            lda = N;
            n2  = lda*N;
            
            // TODO: test vl-vu range
            magma_int_t m1 = 0;
            float vl = 0;
            float vu = 0;
            magma_int_t il = 0;
            magma_int_t iu = 0;
            if (opts.fraction == 0) {
                il = max( 1, magma_int_t(0.1*N) );
                iu = max( 1, magma_int_t(0.3*N) );
            }
            else {
                il = 1;
                iu = max( 1, magma_int_t(opts.fraction*N) );
            }

            magma_ssyevdx_getworksize(N, threads, (opts.jobz == MagmaVec),
                                     &lwork,
                                     #ifdef COMPLEX
                                     &lrwork,
                                     #endif
                                     &liwork);
            /* Allocate host memory for the matrix */
            TESTING_MALLOC_CPU( h_A,    float, n2 );
            TESTING_MALLOC_CPU( h_B,    float, n2 );
            TESTING_MALLOC_CPU( w1,     float, N );
            TESTING_MALLOC_CPU( w2,     float, N );
            TESTING_MALLOC_CPU( iwork,  magma_int_t, liwork );
            
            TESTING_MALLOC_PIN( h_R,    float, n2 );
            TESTING_MALLOC_PIN( h_S,    float, n2 );
            TESTING_MALLOC_PIN( h_work, float, max( lwork, N*N ));  // check needs N*N
            #ifdef COMPLEX
            TESTING_MALLOC_PIN( rwork,  float, lrwork);
            #endif

            /* Initialize the matrix */
            lapackf77_slarnv( &ione, ISEED, &n2, h_A );
            lapackf77_slarnv( &ione, ISEED, &n2, h_B );
            magma_smake_hpd( N, h_B, lda );
            magma_smake_symmetric( N, h_A, lda );

            lapackf77_slacpy( MagmaFullStr, &N, &N, h_A, &lda, h_R, &lda );
            lapackf77_slacpy( MagmaFullStr, &N, &N, h_B, &lda, h_S, &lda );

            // ===================================================================
            // Performs operation using MAGMA
            // ===================================================================
            gpu_time = magma_wtime();
            if (opts.ngpu == 1) {
                magma_ssygvdx_2stage( opts.itype, opts.jobz, range, opts.uplo,
                                      N, h_R, lda, h_S, lda, vl, vu, il, iu, &m1, w1,
                                      h_work, lwork,
                                      #ifdef COMPLEX
                                      rwork, lrwork,
                                      #endif
                                      iwork, liwork,
                                      &info );
            }
            else {
                magma_ssygvdx_2stage_m( abs_ngpu, opts.itype, opts.jobz, range, opts.uplo,
                                        N, h_R, lda, h_S, lda, vl, vu, il, iu, &m1, w1,
                                        h_work, lwork,
                                        #ifdef COMPLEX
                                        rwork, lrwork,
                                        #endif
                                        iwork, liwork,
                                        &info );
            }
            gpu_time = magma_wtime() - gpu_time;
            if (info != 0) {
                printf("magma_ssygvdx_2stage returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            if ( opts.check ) {
                /* =====================================================================
                   Check the results following the LAPACK's [zc]hegvdx routine.
                   A x = lambda B x is solved
                   and the following 3 tests computed:
                   (1)    | A Z - B Z D | / ( |A| |Z| N )  (itype = 1)
                          | A B Z - Z D | / ( |A| |Z| N )  (itype = 2)
                          | B A Z - Z D | / ( |A| |Z| N )  (itype = 3)
                   (2)    | D(with V, magma) - D(w/o V, lapack) | / | D |
                   =================================================================== */
                #ifdef REAL
                float *rwork = h_work + N*N;
                #endif
                
                if ( opts.jobz != MagmaNoVec ) {
                    result[0] = 1.;
                    result[0] /= safe_lapackf77_slansy("1", lapack_uplo_const(opts.uplo), &N, h_A, &lda, rwork);
                    result[0] /= lapackf77_slange("1", &N, &m1, h_R, &lda, rwork);
                    
                    if (opts.itype == 1) {
                        blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &lda, h_R, &lda, &c_zero, h_work, &N);
                        for (int i=0; i < m1; ++i)
                            blasf77_sscal(&N, &w1[i], &h_R[i*N], &ione);
                        blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_neg_one, h_B, &lda, h_R, &lda, &c_one, h_work, &N);
                        result[0] *= lapackf77_slange("1", &N, &m1, h_work, &N, rwork)/N;
                    }
                    else if (opts.itype == 2) {
                        blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_B, &lda, h_R, &lda, &c_zero, h_work, &N);
                        for (int i=0; i < m1; ++i)
                            blasf77_sscal(&N, &w1[i], &h_R[i*N], &ione);
                        blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &lda, h_work, &N, &c_neg_one, h_R, &lda);
                        result[0] *= lapackf77_slange("1", &N, &m1, h_R, &lda, rwork)/N;
                    }
                    else if (opts.itype == 3) {
                        blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &lda, h_R, &lda, &c_zero, h_work, &N);
                        for (int i=0; i < m1; ++i)
                            blasf77_sscal(&N, &w1[i], &h_R[i*N], &ione);
                        blasf77_ssymm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_B, &lda, h_work, &N, &c_neg_one, h_R, &lda);
                        result[0] *= lapackf77_slange("1", &N, &m1, h_R, &lda, rwork)/N;
                    }
                }
                
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_A, &lda, h_R, &lda );
                lapackf77_slacpy( MagmaFullStr, &N, &N, h_B, &lda, h_S, &lda );
                
                lapackf77_ssygvd( &opts.itype, "N", lapack_uplo_const(opts.uplo), &N,
                                  h_R, &lda, h_S, &lda, w2,
                                  h_work, &lwork,
                                  #ifdef COMPLEX
                                  rwork, &lrwork,
                                  #endif
                                  iwork, &liwork,
                                  &info );
                if (info != 0) {
                    printf("lapackf77_ssygvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                }
                
                float maxw=0, diff=0;
                for (int j=0; j < m1; j++) {
                    maxw = max(maxw, fabs(w1[j]));
                    maxw = max(maxw, fabs(w2[j]));
                    diff = max(diff, fabs(w1[j] - w2[j]));
                }
                result[1] = diff / (m1*maxw);
            }
            
            /* =====================================================================
               Print execution time
               =================================================================== */
            printf("%5d %5d   %9.4f     ",
                   (int) N, (int) m1, gpu_time);
            if ( opts.check ) {
                bool okay = (result[1] < tolulp);
                if ( opts.jobz != MagmaNoVec ) {
                    okay = okay && (result[0] < tol);
                    printf("   %8.2e", result[0] );
                }
                else {
                    printf("     ---   ");
                }
                printf("        %8.2e  %s\n", result[1], (okay ? "ok" : "failed"));
                status += ! okay;
            }
            else {
                printf("     ---\n");
            }
            
            TESTING_FREE_CPU( h_A   );
            TESTING_FREE_CPU( h_B   );
            TESTING_FREE_CPU( w1    );
            TESTING_FREE_CPU( w2    );
            TESTING_FREE_CPU( iwork );
            
            TESTING_FREE_PIN( h_R );
            TESTING_FREE_PIN( h_S );
            TESTING_FREE_PIN( h_work );
            #ifdef COMPLEX
            TESTING_FREE_PIN( rwork );
            #endif
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    opts.cleanup();
    TESTING_FINALIZE();
    return status;
}
示例#5
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ssygvd
*/
int main( int argc, char** argv)
{
    TESTING_INIT_MGPU();

    float *h_A, *h_Ainit, *h_B, *h_Binit, *h_work;
    #if defined(PRECISION_z) || defined(PRECISION_c)
    float *rwork;
    #endif
    float *w1, *w2, result;
    magma_int_t *iwork;
    float mgpu_time, gpu_time, cpu_time;

    /* Matrix size */
    magma_int_t N=0, n2;

    magma_int_t info;
    magma_int_t ione = 1;

    float c_zero    = MAGMA_S_ZERO;
    float c_one     = MAGMA_S_ONE;
    float c_neg_one = MAGMA_S_NEG_ONE;

    magma_int_t ISEED[4] = {0,0,0,1};

    magma_timestr_t start, end;

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol    = opts.tolerance * lapackf77_slamch("E");
    float tolulp = opts.tolerance * lapackf77_slamch("P");

    char jobz = opts.jobz;
    int checkres = opts.check;

    char uplo = opts.uplo;
    magma_int_t itype = opts.itype;

    if ( checkres && jobz == MagmaNoVec ) {
        fprintf( stderr, "checking results requires vectors; setting jobz=V (option -JV)\n" );
        jobz = MagmaVec;
    }

    printf("using: nrgpu = %d, itype = %d, jobz = %c, uplo = %c, checkres = %d\n",
           (int) opts.ngpu, (int) itype, jobz, uplo, (int) checkres);

    printf("  N     M   nr GPU     MGPU Time(s) \n");
    printf("====================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[i];
            n2     = N*N;
            #if defined(PRECISION_z) || defined(PRECISION_c)
            magma_int_t lwork = 2*N + N*N;
            magma_int_t lrwork = 1 + 5*N +2*N*N;
            // MKL's ssygvd has a bug for small N - it looks like what is returned by a 
            // query (consistent with LAPACK's number above) is different from a the memory
            // requirement ckeck (that returns info -11). The lwork increase below is needed
            // to pass this check.  
            if (N<32)
                lwork = 34*32;
            #else
            magma_int_t lwork  = 1 + 6*N + 2*N*N;
            #endif
            magma_int_t liwork = 3 + 5*N;

            TESTING_MALLOC_PIN( h_A,    float, n2    );
            TESTING_MALLOC_PIN( h_B,    float, n2    );
            TESTING_MALLOC_PIN( h_work, float, lwork );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_MALLOC_PIN( rwork, float, lrwork );
            #endif

            TESTING_MALLOC_CPU( w1,    float, N );
            TESTING_MALLOC_CPU( w2,    float, N );
            TESTING_MALLOC_CPU( iwork, magma_int_t, liwork );

            printf("  N     CPU Time(s)    GPU Time(s)   MGPU Time(s) \n");
            printf("==================================================\n");

            /* Initialize the matrix */
            lapackf77_slarnv( &ione, ISEED, &n2, h_A );
            lapackf77_slarnv( &ione, ISEED, &n2, h_B );
            magma_smake_hpd( N, h_B, N );
            magma_smake_symmetric( N, h_A, N );

            if((opts.warmup)||( checkres )){
                TESTING_MALLOC_CPU( h_Ainit, float, n2 );
                TESTING_MALLOC_CPU( h_Binit, float, n2 );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_Ainit, &N );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_Binit, &N );
            }

            if(opts.warmup){

                // ==================================================================
                // Warmup using MAGMA.
                // ==================================================================
                magma_ssygvd_m( opts.ngpu, itype, jobz, uplo,
                                N, h_A, N, h_B, N, w1,
                                h_work, lwork,
                                #if defined(PRECISION_z) || defined(PRECISION_c)
                                rwork, lrwork,
                                #endif
                                iwork, liwork,
                                &info);
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_Binit, &N, h_B, &N );
            }

            // ===================================================================
            // Performs operation using MAGMA
            // ===================================================================

            start = get_current_time();
            magma_ssygvd_m( opts.ngpu, itype, jobz, uplo,
                            N, h_A, N, h_B, N, w1,
                            h_work, lwork,
                            #if defined(PRECISION_z) || defined(PRECISION_c)
                            rwork, lrwork,
                            #endif
                            iwork, liwork,
                            &info);
            end = get_current_time();

            if(info != 0)
                printf("magma_ssygvd_m returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));

            mgpu_time = GetTimerValue(start,end)/1000.;

            if ( checkres ) {
                /* =====================================================================
                 Check the results following the LAPACK's [zc]hegvd routine.
                 A x = lambda B x is solved
                 and the following 3 tests computed:
                 (1)    | A Z - B Z D | / ( |A||Z| N )  (itype = 1)
                 | A B Z - Z D | / ( |A||Z| N )  (itype = 2)
                 | B A Z - Z D | / ( |A||Z| N )  (itype = 3)
                 =================================================================== */

                #if defined(PRECISION_d) || defined(PRECISION_s)
                float *rwork = h_work + N*N;
                #endif

                result = 1.;
                result /= lapackf77_slansy("1",&uplo, &N, h_Ainit, &N, rwork);
                result /= lapackf77_slange("1",&N , &N, h_A, &N, rwork);

                if (itype == 1){
                    blasf77_ssymm("L", &uplo, &N, &N, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<N; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", &uplo, &N, &N, &c_neg_one, h_Binit, &N, h_A, &N, &c_one, h_work, &N);
                    result *= lapackf77_slange("1", &N, &N, h_work, &N, rwork)/N;
                }
                else if (itype == 2){
                    blasf77_ssymm("L", &uplo, &N, &N, &c_one, h_Binit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<N; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", &uplo, &N, &N, &c_one, h_Ainit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_slange("1", &N, &N, h_A, &N, rwork)/N;
                }
                else if (itype == 3){
                    blasf77_ssymm("L", &uplo, &N, &N, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<N; ++i)
                        blasf77_sscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_ssymm("L", &uplo, &N, &N, &c_one, h_Binit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_slange("1", &N, &N, h_A, &N, rwork)/N;
                }

                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_slacpy( MagmaUpperLowerStr, &N, &N, h_Binit, &N, h_B, &N );

                /* ====================================================================
                 Performs operation using MAGMA
                 =================================================================== */
                start = get_current_time();
                magma_ssygvd(itype, jobz, uplo,
                             N, h_A, N, h_B, N, w2,
                             h_work, lwork,
                             #if defined(PRECISION_z) || defined(PRECISION_c)
                             rwork, lrwork,
                             #endif
                             iwork, liwork,
                             &info);
                end = get_current_time();

                if(info != 0)
                    printf("magma_ssygvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));

                gpu_time = GetTimerValue(start,end)/1000.;

                /* =====================================================================
                 Performs operation using LAPACK
                 =================================================================== */
                start = get_current_time();
                lapackf77_ssygvd(&itype, &jobz, &uplo,
                                 &N, h_Ainit, &N, h_Binit, &N, w2,
                                 h_work, &lwork,
                                 #if defined(PRECISION_z) || defined(PRECISION_c)
                                 rwork, &lrwork,
                                 #endif
                                 iwork, &liwork,
                                 &info);
                end = get_current_time();
                if (info != 0)
                    printf("lapackf77_ssygvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));

                cpu_time = GetTimerValue(start,end)/1000.;

                float temp1 = 0;
                float temp2 = 0;
                for(int j=0; j<N; j++){
                    temp1 = max(temp1, absv(w1[j]));
                    temp1 = max(temp1, absv(w2[j]));
                    temp2 = max(temp2, absv(w1[j]-w2[j]));
                }
                float result2 = temp2 / (((float)N)*temp1);

                /* =====================================================================
                 Print execution time
                 =================================================================== */
                printf("%5d     %6.2f         %6.2f         %6.2f\n",
                       (int) N, cpu_time, gpu_time, mgpu_time);
                printf("Testing the eigenvalues and eigenvectors for correctness:\n");
                if(itype==1)
                    printf("(1)    | A Z - B Z D | / (|A| |Z| N) = %8.2e%s\n", result, (result < tol ? "" : "  failed") );
                else if(itype==2)
                    printf("(1)    | A B Z - Z D | / (|A| |Z| N) = %8.2e%s\n", result, (result < tol ? "" : "  failed") );
                else if(itype==3)
                    printf("(1)    | B A Z - Z D | / (|A| |Z| N) = %8.2e%s\n", result, (result < tol ? "" : "  failed") );

                printf(    "(3)    | D(MGPU)-D(LAPACK) |/ |D|    = %8.2e%s\n\n", result2, (result2 < tolulp ? "" : "  failed") );
            }
            else {
                printf("%5d     ------         ------         %6.2f\n",
                       (int) N, mgpu_time);
            }

            /* Memory clean up */
            TESTING_FREE_PIN( h_A    );
            TESTING_FREE_PIN( h_B    );
            TESTING_FREE_PIN( h_work );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_FREE_PIN( rwork  );
            #endif
            
            TESTING_FREE_CPU( w1    );
            TESTING_FREE_CPU( w2    );
            TESTING_FREE_CPU( iwork );

            if((opts.warmup)||( checkres )){
                TESTING_FREE_CPU( h_Ainit );
                TESTING_FREE_CPU( h_Binit );
            }
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    /* Shutdown */
    TESTING_FINALIZE_MGPU();
}
示例#6
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing magma_ssymm_mgpu
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    float c_neg_one = MAGMA_S_NEG_ONE;
    float calpha    = MAGMA_S_MAKE( 3.456, 5.678 );
    float cbeta     = MAGMA_S_MAKE( 1.234, 2.456 );
    
    real_Double_t    gflops, gpu_perf=0., cpu_perf=0., gpu_time=0., cpu_time=0.;
    real_Double_t    gpu_perf2=0., gpu_time2=0.;
    float           error=0., errorbis=0., work[1];
    float *hA, *hX, *hB, *hR;
    float *dA[MagmaMaxGPUs], *dX[MagmaMaxGPUs], *dB[MagmaMaxGPUs], *dwork[MagmaMaxGPUs], *hwork[MagmaMaxGPUs+1];
    float *dA2;
    magma_int_t M, N, size, lda, ldda, msize, nb, nstream;
    magma_int_t ione     = 1;
    magma_int_t iseed[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    // default values
    nb      = (opts.nb      > 0 ? opts.nb      : 64);
    nstream = (opts.nstream > 0 ? opts.nstream :  2);
    
    magma_int_t gnode[MagmaMaxGPUs][MagmaMaxGPUs+2];
    magma_int_t nbcmplx = 0;
    magma_buildconnection_mgpu(gnode, &nbcmplx, opts.ngpu);
    printf("Initializing communication pattern... GPU-ncmplx %d\n\n", (int) nbcmplx);

    for (int i=0; i < nbcmplx; ++i) {
        int myngpu = gnode[i][MagmaMaxGPUs];
        printf("cmplx %d has %d gpu ", i, myngpu);
        for(int j=0; j < myngpu; ++j)
            printf("  %d", (int) gnode[i][j]);
        printf("\n");
    }

    magma_int_t nbevents = 2;
    magma_queue_t streams[MagmaMaxGPUs][20];
    magma_event_t redevents[MagmaMaxGPUs][20];
    magma_event_t redevents2[MagmaMaxGPUs][MagmaMaxGPUs*MagmaMaxGPUs+10];
    for( int d = 0; d < opts.ngpu; ++d ) {
        for( magma_int_t i = 0; i < nstream; ++i ) {
            magma_queue_create( &streams[d][i] );
        }
        for( magma_int_t i = 0; i < nbevents; ++i ) {
            cudaEventCreateWithFlags(&redevents[d][i],  cudaEventDisableTiming);
            cudaEventCreateWithFlags(&redevents2[d][i], cudaEventDisableTiming);
        }
    }

    printf( "nb %d, ngpu %d, nstream %d version %d\n", (int) nb, (int) opts.ngpu, (int) nstream, (int) opts.version );
    printf("    M     N    nb offset  CPU GFlop/s (sec)   GPU GFlop/s (sec)   CUBLAS hemm (sec)   ||R|| / ||A||*||X||\n");
    printf("=========================================================================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
      M = opts.msize[itest];
      N = opts.nsize[itest];
      for( int offset = 0; offset < N; offset += min(N,nb) ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            msize = M - offset;
            lda   = M;
            ldda  = ((M + 31)/32)*32;
            size  = lda*M;
            gflops = FLOPS_SSYMM( MagmaLeft, (float)msize, (float)N ) / 1e9;
            
            magma_int_t dworksiz = ldda*N*3;
            magma_int_t hworksiz = lda*N;
            
            TESTING_MALLOC_CPU( hA, float, lda*M );
            TESTING_MALLOC_CPU( hX, float, lda*N );
            TESTING_MALLOC_CPU( hB, float, lda*N );
            
            TESTING_MALLOC_PIN( hR, float, lda*N );

            for( int d = 0; d < opts.ngpu; ++d ) {
                magma_int_t mlocal = ((M / nb) / opts.ngpu + 1) * nb;
                magma_setdevice( d );
                TESTING_MALLOC_DEV( dA[d],    float, ldda*mlocal );
                TESTING_MALLOC_DEV( dX[d],    float, ldda*N      );
                TESTING_MALLOC_DEV( dB[d],    float, ldda*N      );
                TESTING_MALLOC_DEV( dwork[d], float, dworksiz    );
                
                TESTING_MALLOC_PIN( hwork[d], float, hworksiz    );
            }
            TESTING_MALLOC_PIN( hwork[opts.ngpu], float, lda*N );
        
            if ( opts.check ) {
                magma_setdevice( 0 );
                TESTING_MALLOC_DEV( dA2, float, ldda*M );
            }

            lapackf77_slarnv( &ione, iseed, &size, hA );
            magma_smake_symmetric( M, hA, lda );
            
            size = lda*N;
            lapackf77_slarnv( &ione, iseed, &size, hX );
            lapackf77_slarnv( &ione, iseed, &size, hB );
            lapackf77_slacpy( "Full", &M, &N, hB, &lda, hR, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            magma_ssetmatrix_1D_col_bcyclic( M, M, hA, lda, dA, ldda, opts.ngpu, nb );
            for( int d = 0; d < opts.ngpu; ++d ) {
                magma_setdevice( d );
                //magmablasSetKernelStream( streams[ d ][  0 ] );
                magma_ssetmatrix( M, N, hX, lda, dX[d], ldda );
                //if (d == 0) magma_ssetmatrix( M, N, hB, lda, dB[d], ldda ); // this is wrong coz when offset != 0 the gpu who do the beta*C may be not 0 so this should be related to stdev(starting device who own i=0 first col)
                magma_ssetmatrix( M, N, hB, lda, dB[d], ldda );
            }
        
            //memset(hR, 0, lda*N*sizeof(float));
    
            //trace_init( 1, opts.ngpu, nstream, (magma_queue_t*) streams );
    
            //magma_int_t offset = 0; //nb;
    
            gpu_time = magma_sync_wtime(0);
        
            magmablas_ssymm_mgpu_com(
                MagmaLeft, MagmaLower, msize, N,
                calpha,    dA, ldda, offset,
                           dX, ldda,
                cbeta,     dB, ldda, dwork, dworksiz, hR, lda, hwork, hworksiz,
                opts.ngpu, nb, streams, nstream, redevents2, nbevents, gnode, nbcmplx);
           
            gpu_time = magma_sync_wtime(0) - gpu_time;
            gpu_perf = gflops / gpu_time;
                
            #ifdef TRACING
            char buf[80];
            snprintf( buf, sizeof(buf), "ssymm-m%d-n%d-nb%d-stream%d-ngpu%d-run%d.svg",
                      (int) M, (int) N, (int) nb, (int) nstream, (int) opts.ngpu, (int) j );
            trace_finalize( buf, "trace.css" );
            #endif
            
            /* ====================================================================
               Performs operation using CUBLAS
               =================================================================== */
            if ( opts.check && iter == 0 ) {
                magma_setdevice( 0 );
                magmablasSetKernelStream(  0  );
                magma_ssetmatrix( M, M, hA, lda, dA2, ldda );
                magma_ssetmatrix( M, N, hX, lda, dX[0], ldda );
                magma_ssetmatrix( M, N, hB, lda, dwork[0], ldda );
                
                gpu_time2 = magma_sync_wtime(0);
                magma_ssymm(
                    MagmaLeft, MagmaLower, msize, N,
                    calpha,    dA2+offset*ldda+offset, ldda,
                               dX[0],    ldda,
                    cbeta,     dwork[0], ldda );
                gpu_time2 = magma_sync_wtime(0) - gpu_time2;
                gpu_perf2 = gflops / gpu_time2;
            }
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.check ) {
                // store ||A||*||X||
                errorbis  = lapackf77_slange("fro", &msize, &msize, hA+offset*lda+offset, &lda, work );
                errorbis *= lapackf77_slange("fro", &msize, &N, hX, &lda, work );
                
                //printf( "A =" ); magma_sprint( M, M, hA, lda );
                //printf( "X =" ); magma_sprint( M, N, hX, lda );
                //printf( "B =" ); magma_sprint( M, N, hB, lda );
                
                cpu_time = magma_wtime();
                blasf77_ssymm( "Left", "Lower", &msize, &N,
                                &calpha, hA+offset*lda+offset, &lda,
                                         hX, &lda,
                                &cbeta,  hB, &lda );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                /*
                trace_file = fopen("AJETE/C", "w");
                for (int j = 0; j < N; j++)
                    for (int i = 0; i < siz; i++)
                        fprintf(trace_file, "%10d%10d%40.30e\n", i+1, j+1, hB[j*lda+i]);
                fclose(trace_file);
                */
                magma_int_t firstprint=0;
                for(magma_int_t dev=0; dev < opts.ngpu; ++dev) {
                    magma_setdevice( dev );
                    magma_sgetmatrix( M, N, dB[dev], ldda, hR, lda );
    
                    // compute relative error ||R||/||A||*||X||, where R := B_magma - B_lapack = R - B
                    size = lda*N;
                    blasf77_saxpy( &size, &c_neg_one, hB, &ione, hR, &ione );
                    error = lapackf77_slange("fro", &msize, &N, hR, &lda, work) / errorbis;
                    
                    //printf( "R ="  ); magma_sprint( M, N, hR, lda );
                    if (firstprint == 0) {
                        printf( "%5d %5d %5d %5d   %7.1f (%7.4f)   %7.1f (%7.4f)   %7.1f (%7.4f)   %8.2e   %s\n",
                                (int) M, (int) N, (int) nb, (int) offset,
                                cpu_perf, cpu_time,
                                gpu_perf, gpu_time,
                                gpu_perf2, gpu_time2,
                                error, (error < tol ? "ok" : "failed") );
                    }
                    else {
                        printf( "%89s  %8.2e   %s\n", " ",
                                error, (error < tol ? "ok" : "failed") );
                    }
                    status += ! (error < tol);
                    firstprint =1;
                }
            } else {
                printf( "%5d %5d %5d %5d     ---   (  ---  )   %7.1f (%7.4f)     ---   (  ---  )   ---\n",
                        (int) M, (int) N, (int) nb, (int) offset,
                        gpu_perf, gpu_time );
            }
    
            TESTING_FREE_CPU( hA );
            TESTING_FREE_CPU( hX );
            TESTING_FREE_CPU( hB );
            
            TESTING_FREE_PIN( hR );
        
            for( int d = 0; d < opts.ngpu; ++d ) {
                magma_setdevice( d );
                TESTING_FREE_DEV( dA[d]    );
                TESTING_FREE_DEV( dX[d]    );
                TESTING_FREE_DEV( dB[d]    );
                TESTING_FREE_DEV( dwork[d] );
                
                TESTING_FREE_PIN( hwork[d] );
            }
            TESTING_FREE_PIN( hwork[opts.ngpu] );
        
            if ( opts.check ) {
                magma_setdevice( 0 );
                TESTING_FREE_DEV( dA2 );
            }
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
      }  // offset
      printf( "\n" );
    }

    for( int d = 0; d < opts.ngpu; ++d ) {
        magma_setdevice( d );
        for( magma_int_t i = 0; i < nstream; ++i ) {
            magma_queue_destroy( streams[d][i] );
        }
        for( magma_int_t i = 0; i < nbevents; ++i ) {
            magma_event_destroy( redevents[d][i]  );
            magma_event_destroy( redevents2[d][i] );
        }
    }
    
    TESTING_FINALIZE();
    return status;
}