Exemplo n.º 1
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cheevd
*/
int main( int argc, char** argv) 
{
    TESTING_CUDA_INIT();

    cuFloatComplex *h_A, *h_R, *h_work;
    float *rwork, *w1, *w2;
    magma_int_t *iwork;
    float gpu_time, cpu_time;

    magma_timestr_t start, end;

    /* Matrix size */
    magma_int_t N=0, n2;
    magma_int_t size[8] = {1024,2048,3072,4032,5184,6016,7040,8064};

    magma_int_t i, info;
    magma_int_t ione     = 1, izero = 0;
    magma_int_t ISEED[4] = {0,0,0,1};

    const char *uplo = MagmaLowerStr;
    const char *jobz = MagmaVectorsStr;

    magma_int_t checkres;
    float result[3], eps = lapackf77_slamch( "E" );

    if (argc != 1){
        for(i = 1; i<argc; i++){
            if (strcmp("-N", argv[i])==0) {
                N = atoi(argv[++i]);
            }
            else if ( strcmp("-JV", argv[i]) == 0 ) {
                jobz = MagmaVectorsStr;
            }
            else if ( strcmp("-JN", argv[i]) == 0 ) {
                jobz = MagmaNoVectorsStr;
            }
        }
        if (N>0)
            printf("  testing_cheevd -N %d [-JV] [-JN]\n\n", (int) N);
        else {
            printf("\nUsage: \n");
            printf("  testing_cheevd -N %d [-JV] [-JN]\n\n", (int) N);
            exit(1);
        }
    }
    else {
        printf("\nUsage: \n");
        printf("  testing_cheevd -N %d [-JV] [-JN]\n\n", 1024);
        N = size[7];
    }

    checkres  = getenv("MAGMA_TESTINGS_CHECK") != NULL;
    if ( checkres && jobz[0] == MagmaNoVectors ) {
        printf( "Cannot check results when vectors are not computed (jobz='N')\n" );
        checkres = false;
    }

    /* Query for workspace sizes */
    cuFloatComplex aux_work[1];
    float          aux_rwork[1];
    magma_int_t     aux_iwork[1];
    magma_cheevd( jobz[0], uplo[0],
                  N, h_R, N, w1,
                  aux_work,  -1,
                  aux_rwork, -1,
                  aux_iwork, -1,
                  &info );
    magma_int_t lwork, lrwork, liwork;
    lwork  = (magma_int_t) MAGMA_C_REAL( aux_work[0] );
    lrwork = (magma_int_t) aux_rwork[0];
    liwork = aux_iwork[0];

    /* Allocate host memory for the matrix */
    TESTING_MALLOC(    h_A, cuFloatComplex, N*N );
    TESTING_MALLOC(    w1,  float         , N   );
    TESTING_MALLOC(    w2,  float         , N   );
    TESTING_HOSTALLOC( h_R, cuFloatComplex, N*N );
    TESTING_HOSTALLOC( h_work, cuFloatComplex, lwork  );
    TESTING_MALLOC(    rwork,  float,          lrwork );
    TESTING_MALLOC(    iwork,  magma_int_t,     liwork );
    
    printf("  N     CPU Time(s)    GPU Time(s) \n");
    printf("===================================\n");
    for(i=0; i<8; i++){
        if (argc==1){
            N = size[i];
        }
        n2 = N*N;

        /* Initialize the matrix */
        lapackf77_clarnv( &ione, ISEED, &n2, h_A );
        for( int i=0; i<N; i++) {
            MAGMA_C_SET2REAL( h_A[i*N+i], MAGMA_C_REAL(h_A[i*N+i]) );
        }
        lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );

        /* warm up run */
        magma_cheevd(jobz[0], uplo[0],
                     N, h_R, N, w1,
                     h_work, lwork, 
                     rwork, lrwork, 
                     iwork, liwork, 
                     &info);
        
        lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );

        /* query for optimal workspace sizes */
        magma_cheevd(jobz[0], uplo[0],
                     N, h_R, N, w1,
                     h_work, -1,
                     rwork,  -1,
                     iwork,  -1,
                     &info);
        int lwork_save  = lwork;
        int lrwork_save = lrwork;
        int liwork_save = liwork;
        lwork  = min( lwork,  (magma_int_t) MAGMA_C_REAL( h_work[0] ));
        lrwork = min( lrwork, (magma_int_t) rwork[0] );
        liwork = min( liwork, iwork[0] );
        //printf( "lwork %d, query %d, used %d; liwork %d, query %d, used %d\n",
        //        lwork_save,  (magma_int_t) h_work[0], lwork,
        //        liwork_save, iwork[0], liwork );

        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        start = get_current_time();
        magma_cheevd(jobz[0], uplo[0],
                     N, h_R, N, w1,
                     h_work, lwork,
                     rwork, lrwork,
                     iwork, liwork,
                     &info);
        end = get_current_time();

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

        lwork  = lwork_save;
        lrwork = lrwork_save;
        liwork = liwork_save;
        
        if ( checkres ) {
          /* =====================================================================
             Check the results following the LAPACK's [zcds]drvst routine.
             A is factored as A = U S U' and the following 3 tests computed:
             (1)    | A - U S U' | / ( |A| N )
             (2)    | I - U'U | / ( N )
             (3)    | S(with U) - S(w/o U) | / | S |
             =================================================================== */
          float temp1, temp2;
          cuFloatComplex *tau;

          lapackf77_chet21(&ione, uplo, &N, &izero,
                           h_A, &N,
                           w1, w1,
                           h_R, &N,
                           h_R, &N,
                           tau, h_work, rwork, &result[0]);
          
          lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
          magma_cheevd('N', uplo[0],
                       N, h_R, N, w2,
                       h_work, lwork,
                       rwork, lrwork,
                       iwork, liwork,
                       &info);

          temp1 = 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]));
          }
          result[2] = temp2 / temp1;
        }

        /* =====================================================================
           Performs operation using LAPACK
           =================================================================== */
        start = get_current_time();
        lapackf77_cheevd(jobz, uplo,
                         &N, h_A, &N, w2,
                         h_work, &lwork,
                         rwork, &lrwork,
                         iwork, &liwork,
                         &info);
        end = get_current_time();
        if (info < 0)
          printf("Argument %d of cheevd had an illegal value.\n", (int) -info);

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

        /* =====================================================================
           Print execution time
           =================================================================== */
        printf("%5d     %6.2f         %6.2f\n",
               (int) N, cpu_time, gpu_time);
        if ( checkres ){
          printf("Testing the factorization A = U S U' for correctness:\n");
          printf("(1)    | A - U S U' | / (|A| N) = %e\n", result[0]*eps);
          printf("(2)    | I -   U'U  | /  N      = %e\n", result[1]*eps);
          printf("(3)    | S(w/ U)-S(w/o U)|/ |S| = %e\n\n", result[2]);
        }

        if (argc != 1)
            break;
    }
 
    /* Memory clean up */
    TESTING_FREE(       h_A);
    TESTING_FREE(        w1);
    TESTING_FREE(        w2);
    TESTING_FREE(     rwork);
    TESTING_FREE(     iwork);
    TESTING_HOSTFREE(h_work);
    TESTING_HOSTFREE(   h_R);

    /* Shutdown */
    TESTING_CUDA_FINALIZE();
}
Exemplo n.º 2
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zhegvdx
*/
int main( int argc, char** argv)
{

//#define USE_MGPU
#ifdef USE_MGPU
    TESTING_CUDA_INIT_MGPU();
#else
    TESTING_CUDA_INIT();
#endif
    magma_int_t nrgpu =1;

    cuDoubleComplex *h_A, *h_R, *h_B, *h_S, *h_work;
    double *rwork, *w1, *w2;
    magma_int_t *iwork;
    double gpu_time, cpu_time;

    magma_timestr_t start, end;

    /* Matrix size */
    magma_int_t N=0, n2;
    magma_int_t size[4] = {1024,2048,4100,6001};

    magma_int_t i, itype, info;
    magma_int_t ione = 1, izero = 0;
    magma_int_t five = 5;

    cuDoubleComplex c_zero    = MAGMA_Z_ZERO;
    cuDoubleComplex c_one     = MAGMA_Z_ONE;
    cuDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;

    double d_one     =  1.;
    double d_neg_one = -1.;
    double d_ten     = 10.;
    magma_int_t ISEED[4] = {0,0,0,1};

    magma_int_t il,iu,m1,m2;
    double vl,vu;

    double fraction_ev = 0;

    //const char *uplo = MagmaLowerStr;
    char *uplo = (char*)MagmaLowerStr;
    //char *uplo = (char*)MagmaUpperStr;
    char *jobz = (char*)MagmaVectorsStr;
    char range = 'A';
    itype = 1;

    magma_int_t checkres;
    double result[2];

    int flagN = 0;

    if (argc != 1){
        for(i = 1; i<argc; i++){
            if (strcmp("-N", argv[i])==0){
                N = atoi(argv[++i]);
                if (N>0){
                   printf("  testing_zhegvdx -N %d\n\n", (int) N);
                   flagN=1;
                }
                else {
                   printf("\nUsage: \n");
                   printf("  testing_zhegvdx -N %d\n\n", (int) N);
                   exit(1);
                }
            }
            if (strcmp("-ngpu", argv[i])==0){
                nrgpu = atoi(argv[++i]);
                if (nrgpu>0){
                   printf("  testing_zhegvdx -ngpu %d\n\n", (int) nrgpu);
                }
                else {
                   printf("\nUsage: \n");
                   printf("  testing_zhegvdx -ngpu %d\n\n", (int) nrgpu);
                   exit(1);
                }
            }
            if (strcmp("-itype", argv[i])==0){
                itype = atoi(argv[++i]);
                if (itype>0 && itype <= 3){
                   printf("  testing_zhegvdx -itype %d\n\n", (int) itype);
                }
                else {
                   printf("\nUsage: \n");
                   printf("  testing_zhegvdx -itype %d\n\n", (int) itype);
                   exit(1);
                }
            }
            if (strcmp("-FE", argv[i])==0){
                fraction_ev = atof(argv[++i]);
                if (fraction_ev > 0 && fraction_ev <= 1){
                    printf("  testing_zhegvdx -FE %f\n\n", fraction_ev);
                }
                else {
                    fraction_ev = 0;
                }
            }
            if (strcmp("-L", argv[i])==0){
              uplo = (char*)MagmaLowerStr;
              printf("  testing_zhegvdx -L");
            }
            if (strcmp("-U", argv[i])==0){
              uplo = (char*)MagmaUpperStr;
              printf("  testing_zhegvdx -U");
            }

        }

    } else {
        printf("\nUsage: \n");
        printf("  testing_zhegvdx -L/U -N %d -itype %d\n\n", 1024, 1);
    }

    if(!flagN)
        N = size[3];

    checkres  = getenv("MAGMA_TESTINGS_CHECK") != NULL;

    n2  = N * N;

    /* Allocate host memory for the matrix */
    TESTING_MALLOC(   h_A, cuDoubleComplex, n2);
    TESTING_MALLOC(   h_B, cuDoubleComplex, n2);
    TESTING_MALLOC(    w1, double         ,  N);
    TESTING_MALLOC(    w2, double         ,  N);
    TESTING_HOSTALLOC(h_R, cuDoubleComplex, n2);
    TESTING_HOSTALLOC(h_S, cuDoubleComplex, n2);

    magma_int_t nb = magma_get_zhetrd_nb(N);
    magma_int_t lwork = magma_zbulge_get_lq2(N) + 2*N + N*N;
    magma_int_t lrwork = 1 + 5*N +2*N*N;
    magma_int_t liwork = 3 + 5*N;

    TESTING_HOSTALLOC(h_work, cuDoubleComplex,  lwork);
    TESTING_HOSTALLOC( rwork,          double, lrwork);
    TESTING_MALLOC(    iwork,     magma_int_t, liwork);

    printf("  N     M     GPU Time(s) \n");
    printf("==========================\n");
    for(i=0; i<4; i++){
        if (!flagN){
            N = size[i];
            n2 = N*N;
        }
        if (fraction_ev == 0){
            il = N / 10;
            iu = N / 5+il;
        }
        else {
            il = 1;
            iu = (int)(fraction_ev*N);
            if (iu < 1) iu = 1;
        }

        /* Initialize the matrix */
        lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
        //lapackf77_zlatms( &N, &N, "U", ISEED, "P", w1, &five, &d_ten,
        //                 &d_one, &N, &N, uplo, h_B, &N, h_work, &info);
        //lapackf77_zlaset( "A", &N, &N, &c_zero, &c_one, h_B, &N);
        lapackf77_zlarnv( &ione, ISEED, &n2, h_B );
        /* increase the diagonal */
        {
          magma_int_t i, j;
          for(i=0; i<N; i++) {
            MAGMA_Z_SET2REAL( h_B[i*N+i], ( MAGMA_Z_REAL(h_B[i*N+i]) + 1.*N ) );
          }
        }
        lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
        lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );

#ifdef USE_MGPU
        magma_zhegvdx_2stage_m(nrgpu, itype, jobz[0], range, uplo[0],
                               N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                               h_work, lwork,
                               rwork, lrwork,
                               iwork, liwork,
                               &info);
#else
        magma_zhegvdx_2stage(itype, jobz[0], range, uplo[0],
                             N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                             h_work, lwork,
                             rwork, lrwork,
                             iwork, liwork,
                             &info);
#endif

        lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
        lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );


        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        start = get_current_time();
#ifdef USE_MGPU
        magma_zhegvdx_2stage_m(nrgpu, itype, jobz[0], range, uplo[0],
                               N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                               h_work, lwork,
                               rwork, lrwork,
                               iwork, liwork,
                               &info);
#else
        magma_zhegvdx_2stage(itype, jobz[0], range, uplo[0],
                             N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                             h_work, lwork,
                             rwork, lrwork,
                             iwork, liwork,
                             &info);
#endif
        end = get_current_time();

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

        if ( checkres ) {
          /* =====================================================================
             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 |
             =================================================================== */
          double temp1, temp2;
          cuDoubleComplex *tau;

          result[0] = 1.;
          result[0] /= lapackf77_zlanhe("1",uplo, &N, h_A, &N, rwork);
          result[0] /= lapackf77_zlange("1",&N , &m1, h_R, &N, rwork);

          if (itype == 1){
            blasf77_zhemm("L", uplo, &N, &m1, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
            for(int i=0; i<m1; ++i)
              blasf77_zdscal(&N, &w1[i], &h_R[i*N], &ione);
            blasf77_zhemm("L", uplo, &N, &m1, &c_neg_one, h_B, &N, h_R, &N, &c_one, h_work, &N);
            result[0] *= lapackf77_zlange("1", &N, &m1, h_work, &N, rwork)/N;
          }
          else if (itype == 2){
            blasf77_zhemm("L", uplo, &N, &m1, &c_one, h_B, &N, h_R, &N, &c_zero, h_work, &N);
            for(int i=0; i<m1; ++i)
              blasf77_zdscal(&N, &w1[i], &h_R[i*N], &ione);
            blasf77_zhemm("L", uplo, &N, &m1, &c_one, h_A, &N, h_work, &N, &c_neg_one, h_R, &N);
            result[0] *= lapackf77_zlange("1", &N, &m1, h_R, &N, rwork)/N;
          }
          else if (itype == 3){
            blasf77_zhemm("L", uplo, &N, &m1, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
            for(int i=0; i<m1; ++i)
              blasf77_zdscal(&N, &w1[i], &h_R[i*N], &ione);
            blasf77_zhemm("L", uplo, &N, &m1, &c_one, h_B, &N, h_work, &N, &c_neg_one, h_R, &N);
            result[0] *= lapackf77_zlange("1", &N, &m1, h_R, &N, rwork)/N;
          }


          lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
          lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );

          magma_zhegvdx(itype, 'N', range, uplo[0],
                       N, h_R, N, h_S, N, vl, vu, il, iu, &m2, w2,
                       h_work, lwork,
                       rwork, lrwork,
                       iwork, liwork,
                       &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 / temp1;
        }


        /* =====================================================================
           Print execution time
           =================================================================== */
        printf("%5d %5d     %6.2f\n",
               (int) N, (int) m1, gpu_time);
        if ( checkres ){
          printf("Testing the eigenvalues and eigenvectors for correctness:\n");
          if(itype==1)
             printf("(1)    | A Z - B Z D | / (|A| |Z| N) = %e\n", result[0]);
          else if(itype==2)
             printf("(1)    | A B Z - Z D | / (|A| |Z| N) = %e\n", result[0]);
          else if(itype==3)
             printf("(1)    | B A Z - Z D | / (|A| |Z| N) = %e\n", result[0]);

          printf("(2)    | D(w/ Z)-D(w/o Z)|/ |D| = %e\n\n", result[1]);
        }

        if (flagN)
            break;
    }

    cudaSetDevice(0);
    /* Memory clean up */
    TESTING_FREE(       h_A);
    TESTING_FREE(       h_B);
    TESTING_FREE(        w1);
    TESTING_FREE(        w2);
    TESTING_HOSTFREE( rwork);
    TESTING_FREE(     iwork);
    TESTING_HOSTFREE(h_work);
    TESTING_HOSTFREE(   h_R);
    TESTING_HOSTFREE(   h_S);

    /* Shutdown */
#ifdef USE_MGPU
    TESTING_CUDA_FINALIZE_MGPU();
#else
     TESTING_CUDA_FINALIZE();
#endif
}
Exemplo n.º 3
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zhegvdx
*/
int main( int argc, char** argv)
{

    TESTING_INIT_MGPU();

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

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

    double *w1, result;
    magma_int_t *iwork;
    magma_int_t N, n2, info, lwork, liwork;
    magmaDoubleComplex c_zero    = MAGMA_Z_ZERO;
    magmaDoubleComplex c_one     = MAGMA_Z_ONE;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};

    magma_timestr_t start, end;

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    double tol = opts.tolerance * lapackf77_dlamch("E");

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

    char range = 'A';
    char uplo = opts.uplo;
    magma_int_t itype = opts.itype;

    double f = opts.fraction;

    if (f != 1)
        range='I';

    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, range = %c, uplo = %c, checkres = %d, fraction = %6.4f\n",
           (int) opts.ngpu, (int) itype, jobz, range, uplo, (int) checkres, f);
    
    printf("  N     M   nr GPU     MGPU Time(s) \n");
    printf("====================================\n");
    magma_int_t threads = magma_get_numthreads();
    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)
            lwork  = magma_zbulge_get_lq2(N, threads) + 2*N + N*N;
            lrwork = 1 + 5*N +2*N*N;
#else
            lwork  = magma_zbulge_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_zbulge_get_lq2(N, threads);        
            //magma_int_t siz = max(sizvblg,n2)+2*(N*NB+N)+24*N; 
            /* Allocate host memory for the matrix */
            TESTING_HOSTALLOC(   h_A, magmaDoubleComplex, n2);
            TESTING_HOSTALLOC(   h_B, magmaDoubleComplex, n2);
            TESTING_MALLOC(    w1, double         ,  N);
            TESTING_HOSTALLOC(h_work, magmaDoubleComplex,  lwork);
#if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_HOSTALLOC( rwork,          double, lrwork);
#endif
            TESTING_MALLOC(    iwork,     magma_int_t, liwork);

            /* Initialize the matrix */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            lapackf77_zlarnv( &ione, ISEED, &n2, h_B );
            /* increase the diagonal */
            {
                for(int i=0; i<N; i++) {
                    MAGMA_Z_SET2REAL( h_B[i*N+i], ( MAGMA_Z_REAL(h_B[i*N+i]) + 1.*N ) );
                    MAGMA_Z_SET2REAL( h_A[i*N+i], MAGMA_Z_REAL(h_A[i*N+i]) );
                }
            }

            if((opts.warmup)||( checkres )){
                TESTING_MALLOC(h_Ainit, magmaDoubleComplex, n2);
                TESTING_MALLOC(h_Binit, magmaDoubleComplex, n2);
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_Ainit, &N );
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_Binit, &N );
            }



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

            if (range == 'I'){
                il = 1;
                iu = (int) (f*N);
            }

            if(opts.warmup){

                // ==================================================================
                // Warmup using MAGMA. I prefer to use smalltest to warmup A-
                // ==================================================================
                magma_zhegvdx_2stage_m(opts.ngpu, itype, jobz, range, 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_zlacpy( MagmaUpperLowerStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_Binit, &N, h_B, &N );
            }

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

            start = get_current_time();
            magma_zhegvdx_2stage_m(opts.ngpu, itype, jobz, range, 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);
            end = get_current_time();

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

            if ( checkres ) {
                // ===================================================================
                // 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)
                double *rwork = h_work + N*N;
#endif
                result = 1.;
                result /= lapackf77_zlanhe("1",&uplo, &N, h_Ainit, &N, rwork);
                result /= lapackf77_zlange("1",&N , &m1, h_A, &N, rwork);

                if (itype == 1){
                    blasf77_zhemm("L", &uplo, &N, &m1, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_zdscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_zhemm("L", &uplo, &N, &m1, &c_neg_one, h_Binit, &N, h_A, &N, &c_one, h_work, &N);
                    result *= lapackf77_zlange("1", &N, &m1, h_work, &N, rwork)/N;
                }
                else if (itype == 2){
                    blasf77_zhemm("L", &uplo, &N, &m1, &c_one, h_Binit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_zdscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_zhemm("L", &uplo, &N, &m1, &c_one, h_Ainit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_zlange("1", &N, &m1, h_A, &N, rwork)/N;
                }
                else if (itype == 3){
                    blasf77_zhemm("L", &uplo, &N, &m1, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_zdscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_zhemm("L", &uplo, &N, &m1, &c_one, h_Binit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_zlange("1", &N, &m1, h_A, &N, rwork)/N;
                }
            }

            // ===================================================================
            // Print execution time
            // ===================================================================
            printf("%5d %5d %2d    %6.2f\n",
                   (int) N, (int) m1, (int) opts.ngpu, mgpu_time);
            if ( checkres ){
                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") );
            }

            TESTING_HOSTFREE(       h_A);
            TESTING_HOSTFREE(       h_B);
            TESTING_FREE(        w1);
#if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_HOSTFREE( rwork);
#endif
            TESTING_FREE(     iwork);
            TESTING_HOSTFREE(h_work);
            if((opts.warmup)||( checkres )){
                TESTING_FREE(   h_Ainit);
                TESTING_FREE(   h_Binit);
            }
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    /* Shutdown */
    TESTING_FINALIZE_MGPU();

    return 0;
}
Exemplo n.º 4
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cpotrf
*/
int main( int argc, char** argv) 
{
    TESTING_CUDA_INIT();

    magma_timestr_t  start, end;
    float      flops, gpu_perf, cpu_perf;
    cuFloatComplex *h_A, *h_R;
    cuFloatComplex *d_A;
    magma_int_t N = 0, n2, lda, ldda;
    magma_int_t size[10] = {1024,2048,3072,4032,5184,6016,7040,8064,9088,10112};
    
    magma_int_t i, info;
    const char *uplo     = MagmaUpperStr;
    cuFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    float      work[1], matnorm;
    
    if (argc != 1){
        for(i = 1; i<argc; i++){        
            if (strcmp("-N", argv[i])==0)
                N = atoi(argv[++i]);
        }
        if (N>0) size[0] = size[9] = N;
        else exit(1);
    }
    else {
        printf("\nUsage: \n");
        printf("  testing_cpotri_gpu -N %d\n\n", 1024);
    }

    /* Allocate host memory for the matrix */
    n2   = size[9] * size[9];
    ldda = ((size[9]+31)/32) * 32;
    TESTING_MALLOC(    h_A, cuFloatComplex, n2);
    TESTING_HOSTALLOC( h_R, cuFloatComplex, n2);
    TESTING_DEVALLOC(  d_A, cuFloatComplex, ldda*size[9] );

    printf("  N    CPU GFlop/s    GPU GFlop/s    ||R||_F / ||A||_F\n");
    printf("========================================================\n");
    for(i=0; i<10; i++){
        N   = size[i];
        lda = N; 
        n2  = lda*N;
        flops = FLOPS_CPOTRI( (float)N ) / 1000000;
        
        ldda = ((N+31)/32)*32;

        /* Initialize the matrix */
        lapackf77_clarnv( &ione, ISEED, &n2, h_A );
        /* Symmetrize and increase the diagonal */
        {
            magma_int_t i, j;
            for(i=0; i<N; i++) {
                MAGMA_C_SET2REAL( h_A[i*lda+i], ( MAGMA_C_REAL(h_A[i*lda+i]) + 1.*N ) );
                for(j=0; j<i; j++)
                    h_A[i*lda+j] = cuConjf(h_A[j*lda+i]);
            }
        }
        lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );

        /* ====================================================================
           Performs operation using MAGMA 
           =================================================================== */
        //cublasSetMatrix( N, N, sizeof(cuFloatComplex), h_A, lda, d_A, ldda);
        //magma_cpotrf_gpu(uplo[0], N, d_A, ldda, &info);

        /* factorize matrix */
        magma_csetmatrix( N, N, h_A, lda, d_A, ldda );
        magma_cpotrf_gpu(uplo[0], N, d_A, ldda, &info);
        
        // check for exact singularity
        //magma_cgetmatrix( N, N, d_A, ldda, h_R, lda );
        //h_R[ 10 + 10*lda ] = MAGMA_C_MAKE( 0.0, 0.0 );
        //magma_csetmatrix( N, N, h_R, lda, d_A, ldda );
        
        start = get_current_time();
        magma_cpotri_gpu(uplo[0], N, d_A, ldda, &info);
        end = get_current_time();
        if (info != 0)
            printf("magma_cpotri_gpu returned error %d\n", (int) info);

        gpu_perf = flops / GetTimerValue(start, end);
        
        /* =====================================================================
           Performs operation using LAPACK 
           =================================================================== */
        lapackf77_cpotrf(uplo, &N, h_A, &lda, &info);
        
        start = get_current_time();
        lapackf77_cpotri(uplo, &N, h_A, &lda, &info);
        end = get_current_time();
        if (info != 0)
            printf("lapackf77_cpotri returned error %d\n", (int) info);
        
        cpu_perf = flops / GetTimerValue(start, end);
      
        /* =====================================================================
           Check the result compared to LAPACK
           =================================================================== */
        magma_cgetmatrix( N, N, d_A, ldda, h_R, lda );
        matnorm = lapackf77_clange("f", &N, &N, h_A, &lda, work);
        blasf77_caxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
        printf("%5d    %6.2f         %6.2f        %e\n", 
               (int) size[i], cpu_perf, gpu_perf,
               lapackf77_clange("f", &N, &N, h_R, &lda, work) / matnorm);
        
        if (argc != 1)
            break;
    }

    /* Memory clean up */
    TESTING_FREE( h_A );
    TESTING_HOSTFREE( h_R );
    TESTING_DEVFREE( d_A );

    /* Shutdown */
    TESTING_CUDA_FINALIZE();
}
Exemplo n.º 5
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zgeqrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t    gflops, gpu_perf, gpu_time, cpu_perf=0, cpu_time=0;
    double           error, work[1];
    magmaDoubleComplex  c_neg_one = MAGMA_Z_NEG_ONE;
    magmaDoubleComplex *h_A, *h_R, *tau, *h_work, tmp[1];
    magma_int_t M, N, n2, lda, lwork, info, min_mn, nb;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1}, ISEED2[4];
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );

    magma_int_t status = 0;
    double tol, eps = lapackf77_dlamch("E");
    tol = opts.tolerance * eps;

    opts.lapack |= ( opts.check == 2 );  // check (-c2) implies lapack (-l)
    
    printf("ngpu %d\n", (int) opts.ngpu );
    if ( opts.check == 1 ) {
        printf("  M     N     CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R-Q'A||_1 / (M*||A||_1) ||I-Q'Q||_1 / M\n");
        printf("===============================================================================================\n");
    } else {
        printf("  M     N     CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||A||_F\n");
        printf("=======================================================================\n");
    }
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            M = opts.msize[i];
            N = opts.nsize[i];
            min_mn = min(M, N);
            lda    = M;
            n2     = lda*N;
            nb     = magma_get_zgeqrf_nb(M);
            gflops = FLOPS_ZGEQRF( M, N ) / 1e9;
            
            lwork = -1;
            lapackf77_zgeqrf(&M, &N, h_A, &M, tau, tmp, &lwork, &info);
            lwork = (magma_int_t)MAGMA_Z_REAL( tmp[0] );
            lwork = max( lwork, max( N*nb, 2*nb*nb ));
            
            TESTING_MALLOC(    tau, magmaDoubleComplex, min_mn );
            TESTING_MALLOC(    h_A, magmaDoubleComplex, n2     );
            TESTING_HOSTALLOC( h_R, magmaDoubleComplex, n2     );
            TESTING_MALLOC( h_work, magmaDoubleComplex, lwork );
            
            /* Initialize the matrix */
            for ( int j=0; j<4; j++ ) ISEED2[j] = ISEED[j]; // saving seeds
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            lapackf77_zlacpy( MagmaUpperLowerStr, &M, &N, h_A, &lda, h_R, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_zgeqrf(M, N, h_R, lda, tau, h_work, lwork, &info);
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_zgeqrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.lapack ) {
                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                magmaDoubleComplex *tau;
                TESTING_MALLOC( tau, magmaDoubleComplex, min_mn );
                cpu_time = magma_wtime();
                lapackf77_zgeqrf(&M, &N, h_A, &lda, tau, h_work, &lwork, &info);
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_zgeqrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                TESTING_FREE( tau );
            }

            if ( opts.check == 1 ) {
                /* =====================================================================
                   Check the result 
                   =================================================================== */
                magma_int_t lwork = n2+N;
                magmaDoubleComplex *h_W1, *h_W2, *h_W3;
                double *h_RW, results[2];

                TESTING_MALLOC( h_W1, magmaDoubleComplex, n2 ); // Q
                TESTING_MALLOC( h_W2, magmaDoubleComplex, n2 ); // R
                TESTING_MALLOC( h_W3, magmaDoubleComplex, lwork ); // WORK
                TESTING_MALLOC( h_RW, double, M );  // RWORK
                lapackf77_zlarnv( &ione, ISEED2, &n2, h_A );
                lapackf77_zqrt02( &M, &N, &min_mn, h_A, h_R, h_W1, h_W2, &lda, tau, h_W3, &lwork,
                                  h_RW, results );
                results[0] *= eps;
                results[1] *= eps;

                if ( opts.lapack ) {
                    printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e                  %8.2e",
                           (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time, results[0],results[1] );
                    printf("%s\n", (results[0] < tol ? "" : "  failed"));
                } else {
                    printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)    %8.2e                  %8.2e",
                           (int) M, (int) N, gpu_perf, gpu_time, results[0],results[1] );
                    printf("%s\n", (results[0] < tol ? "" : "  failed"));
                }
                status |= ! (results[0] < tol);

                TESTING_FREE( h_W1 );
                TESTING_FREE( h_W2 );
                TESTING_FREE( h_W3 );
                TESTING_FREE( h_RW );
            } else if ( opts.check == 2 ) {
                /* =====================================================================
                   Check the result compared to LAPACK
                   =================================================================== */
                error = lapackf77_zlange("f", &M, &N, h_A, &lda, work);
                blasf77_zaxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
                error = lapackf77_zlange("f", &M, &N, h_R, &lda, work) / error;
                
                if ( opts.lapack ) {
                    printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e",
                           (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time, error );
                } else {
                    printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)    %8.2e",
                           (int) M, (int) N, gpu_perf, gpu_time, error );
                }
                printf("%s\n", (error < tol ? "" : "  failed"));
                status |= ! (error < tol);
            }
            else {
                if ( opts.lapack ) {
                    printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   ---\n",
                           (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time );
                } else {
                    printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                           (int) M, (int) N, gpu_perf, gpu_time);
                }
            }
            
            TESTING_FREE( tau );
            TESTING_FREE( h_A );
            TESTING_FREE( h_work );
            TESTING_HOSTFREE( h_R );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Exemplo n.º 6
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgeqrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t    gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float           error, work[1];
    magmaFloatComplex  c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_R, *tau, *dtau, *h_work, tmp[1];
    magmaFloatComplex *d_A;
    float *dwork;
    magma_int_t M, N, n2, lda, ldda, lwork, info, min_mn;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    opts.lapack |= opts.check;  // check (-c) implies lapack (-l)
    
    printf("  M     N     CPU GFlop/s (ms)    GPU GFlop/s (ms)    ||R||_F / ||A||_F\n");
    printf("=======================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            M = opts.msize[i];
            N = opts.nsize[i];
            min_mn = min(M, N);
            lda    = M;
            n2     = lda*N;
            ldda   = ((M+31)/32)*32;
            gflops = FLOPS_CGEQRF( M, N ) / 1e9;
            
            lwork = -1;
            lapackf77_cgeqrf(&M, &N, h_A, &M, tau, tmp, &lwork, &info);
            lwork = (magma_int_t)MAGMA_C_REAL( tmp[0] );
            
            TESTING_MALLOC(    tau, magmaFloatComplex, min_mn );
            TESTING_MALLOC(    h_A, magmaFloatComplex, n2     );
            TESTING_HOSTALLOC( h_R, magmaFloatComplex, n2     );
            TESTING_DEVALLOC(  d_A, magmaFloatComplex, ldda*N );
            TESTING_DEVALLOC( dtau, magmaFloatComplex, min_mn );
            TESTING_DEVALLOC(dwork, float, min_mn );
            TESTING_MALLOC( h_work, magmaFloatComplex, lwork );
            
            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            lapackf77_clacpy( MagmaUpperLowerStr, &M, &N, h_A, &lda, h_R, &lda );
            magma_csetmatrix( M, N, h_R, lda, d_A, ldda );
            
            // warmup
            magma_cgeqr2_gpu( M, N, d_A, ldda, dtau, dwork, &info );

            magma_csetmatrix( M, N, h_R, lda, d_A, ldda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_sync_wtime( 0 );

            magma_cgeqr2_gpu( M, N, d_A, ldda, dtau, dwork, &info );

            gpu_time = magma_sync_wtime( 0 ) - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cgeqrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.lapack ) {
                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                lapackf77_cgeqrf(&M, &N, h_A, &lda, tau, h_work, &lwork, &info);
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cgeqrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                /* =====================================================================
                   Check the result compared to LAPACK
                   =================================================================== */
                magma_cgetmatrix( M, N, d_A, ldda, h_R, M );
                error = lapackf77_clange("f", &M, &N, h_A, &lda, work);
                blasf77_caxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
                error = lapackf77_clange("f", &M, &N, h_R, &lda, work) / error;
                
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e\n",
                       (int) M, (int) N, cpu_perf, 1000.*cpu_time, gpu_perf, 1000.*gpu_time, error );
            }
            else {
                printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                       (int) M, (int) N, gpu_perf, 1000.*gpu_time );
            }
            
            TESTING_FREE( tau );
            TESTING_FREE( h_A );
            TESTING_FREE( h_work );
            TESTING_HOSTFREE( h_R );
            TESTING_DEVFREE( d_A  );
            TESTING_DEVFREE( dtau );
            TESTING_DEVFREE( dwork );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }
    
    TESTING_FINALIZE();
    return 0;
}
Exemplo n.º 7
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zgetrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf=0, cpu_time=0;
    double          error;
    magmaDoubleComplex *h_A;
    magma_int_t     *ipiv;
    magma_int_t     M, N, n2, lda, ldda, info, min_mn;
    magma_int_t     status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    double tol = opts.tolerance * lapackf77_dlamch("E");

    printf("ngpu %d\n", (int) opts.ngpu );
    if ( opts.check == 2 ) {
        printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   |Ax-b|/(N*|A|*|x|)\n");
    }
    else {
        printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   |PA-LU|/(N*|A|)\n");
    }
    printf("=========================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            M = opts.msize[i];
            N = opts.nsize[i];
            min_mn = min(M, N);
            lda    = M;
            n2     = lda*N;
            ldda   = ((M+31)/32)*32;
            gflops = FLOPS_ZGETRF( M, N ) / 1e9;
            
            TESTING_MALLOC( ipiv, magma_int_t, min_mn );
            TESTING_HOSTALLOC( h_A,  magmaDoubleComplex, n2 );
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                init_matrix( M, N, h_A, lda );
                
                cpu_time = magma_wtime();
                lapackf77_zgetrf(&M, &N, h_A, &lda, ipiv, &info);
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_zgetrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
            }
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            init_matrix( M, N, h_A, lda );
            
            gpu_time = magma_wtime();
            magma_zgetrf( M, N, h_A, lda, ipiv, &info);
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_zgetrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Check the factorization
               =================================================================== */
            if ( opts.lapack ) {
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)",
                       (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time );
            }
            else {
                printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)",
                       (int) M, (int) N, gpu_perf, gpu_time );
            }
            if ( opts.check == 2 ) {
                error = get_residual( M, N, h_A, lda, ipiv );
                printf("   %8.2e%s\n", error, (error < tol ? "" : "  failed"));
                status |= ! (error < tol);
            }
            else if ( opts.check ) {
                error = get_LU_error( M, N, h_A, lda, ipiv );
                printf("   %8.2e%s\n", error, (error < tol ? "" : "  failed"));
                status |= ! (error < tol);
            }
            else {
                printf("     ---   \n");
            }
            
            TESTING_FREE( ipiv );
            TESTING_HOSTFREE( h_A );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Exemplo n.º 8
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zgeqrf
*/
int main( int argc, char** argv) 
{
    TESTING_CUDA_INIT();

    real_Double_t    gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    double           error, work[1];
    cuDoubleComplex  c_neg_one = MAGMA_Z_NEG_ONE;
    cuDoubleComplex *h_A, *h_R, *tau, *h_work, tmp[1];

    /* Matrix size */
    magma_int_t M = 0, N = 0, n2, lda, lwork;
    const int MAXTESTS = 10;
    magma_int_t msize[MAXTESTS] = { 1024, 2048, 3072, 4032, 5184, 6016, 7040, 8064, 9088, 10112 };
    magma_int_t nsize[MAXTESTS] = { 1024, 2048, 3072, 4032, 5184, 6016, 7040, 8064, 9088, 10112 };

    magma_int_t i, info, min_mn, nb;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t checkres;

    checkres = getenv("MAGMA_TESTINGS_CHECK") != NULL;

    // process command line arguments
    printf( "\nUsage: %s -N <m,n> -c\n", argv[0] );
    printf( "  -N can be repeated up to %d times. If only m is given, then m=n.\n", MAXTESTS );
    printf( "  -c or setting $MAGMA_TESTINGS_CHECK runs LAPACK and checks result.\n\n" );
    int ntest = 0;
    for( int i = 1; i < argc; ++i ) {
        if ( strcmp("-N", argv[i]) == 0 && i+1 < argc ) {
            magma_assert( ntest < MAXTESTS, "error: -N repeated more than maximum %d tests\n", MAXTESTS );
            int m, n;
            info = sscanf( argv[++i], "%d,%d", &m, &n );
            if ( info == 2 && m > 0 && n > 0 ) {
                msize[ ntest ] = m;
                nsize[ ntest ] = n;
            }
            else if ( info == 1 && m > 0 ) {
                msize[ ntest ] = m;
                nsize[ ntest ] = m;  // implicitly
            }
            else {
                printf( "error: -N %s is invalid; ensure m > 0, n > 0.\n", argv[i] );
                exit(1);
            }
            M = max( M, msize[ ntest ] );
            N = max( N, nsize[ ntest ] );
            ntest++;
        }
        else if ( strcmp("-M", argv[i]) == 0 ) {
            printf( "-M has been replaced in favor of -N m,n to allow -N to be repeated.\n\n" );
            exit(1);
        }
        else if ( strcmp("-c", argv[i]) == 0 ) {
            checkres = true;
        }
        else {
            printf( "invalid argument: %s\n", argv[i] );
            exit(1);
        }
    }
    if ( ntest == 0 ) {
        ntest = MAXTESTS;
        M = msize[ntest-1];
        N = nsize[ntest-1];
    }

    n2  = M * N;
    min_mn = min(M, N);
    nb = magma_get_zgeqrf_nb(M);

    /* Allocate memory for the matrix */
    TESTING_MALLOC(    tau, cuDoubleComplex, min_mn );
    TESTING_MALLOC(    h_A, cuDoubleComplex, n2     );
    TESTING_HOSTALLOC( h_R, cuDoubleComplex, n2     );

    lwork = -1;
    lapackf77_zgeqrf(&M, &N, h_A, &M, tau, tmp, &lwork, &info);
    lwork = (magma_int_t)MAGMA_Z_REAL( tmp[0] );
    lwork = max( lwork, N*nb );

    TESTING_MALLOC( h_work, cuDoubleComplex, lwork );

    printf("  M     N     CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||A||_F\n");
    printf("=======================================================================\n");
    for( i = 0; i < ntest; ++i ) {
        M = msize[i];
        N = nsize[i];
        min_mn= min(M, N);
        lda   = M;
        n2    = lda*N;
        gflops = FLOPS_ZGEQRF( M, N ) / 1e9;

        /* Initialize the matrix */
        lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
        lapackf77_zlacpy( MagmaUpperLowerStr, &M, &N, h_A, &lda, h_R, &lda );

        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        gpu_time = magma_wtime();
        magma_zgeqrf(M, N, h_R, lda, tau, h_work, lwork, &info);
        gpu_time = magma_wtime() - gpu_time;
        gpu_perf = gflops / gpu_time;
        if (info != 0)
            printf("magma_zgeqrf returned error %d.\n", (int) info);
        
        if ( checkres ) {
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_zgeqrf(&M, &N, h_A, &lda, tau, h_work, &lwork, &info);
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0)
                printf("lapackf77_zgeqrf returned error %d.\n", (int) info);

            /* =====================================================================
               Check the result compared to LAPACK
               =================================================================== */
            error = lapackf77_zlange("f", &M, &N, h_A, &lda, work);
            blasf77_zaxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
            error = lapackf77_zlange("f", &M, &N, h_R, &lda, work) / error;

            printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e\n",
                   (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time, error );
        }
        else {
            printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                   (int) M, (int) N, gpu_perf, gpu_time);
        }
    }

    /* Memory clean up */
    TESTING_FREE( tau );
    TESTING_FREE( h_A );
    TESTING_FREE( h_work );
    TESTING_HOSTFREE( h_R );

    TESTING_CUDA_FINALIZE();
    return 0;
}
Exemplo n.º 9
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zpotrf_mgpu
*/
int main( int argc, char** argv) 
{
    TESTING_CUDA_INIT();
    magma_setdevice(0);

    magma_timestr_t  start, end;
    double      flops, gpu_perf, cpu_perf;
    cuDoubleComplex *h_A, *h_R;
    cuDoubleComplex *d_lA[4];
    magma_int_t N = 0, n2, mb, nb, nk, lda, ldda, n_local, ldn_local;
    //magma_int_t size[10] = {1000,2000,3000,4000,5000,6000,7000,8000,9000,10000};
    magma_int_t size[10] = {1024,2048,3072,4032,5184,6016,7040,8064,9088,10112};
    magma_int_t n_sizes = 10, flag = 0;
    
    magma_int_t i, j, k, info, num_gpus0 = 1, num_gpus;
    const char *uplo     = MagmaLowerStr;
    cuDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    double      work[1], matnorm;
    
    N = size[n_sizes-1];
    if (argc != 1){
        for(i = 1; i<argc; i++){        
            if (strcmp("-N", argv[i])==0) {
                flag = 1;
                N = atoi(argv[++i]);
                size[0] = size[n_sizes-1] = N;
            }
            if (strcmp("-NGPU", argv[i])==0)
                num_gpus0 = atoi(argv[++i]);
            if (strcmp("-UPLO",argv[i])==0) {
                if (strcmp("L",argv[++i])==0) uplo = MagmaLowerStr;
                else                          uplo = MagmaUpperStr;
            }
        }
        if (strcmp(uplo,MagmaLowerStr)==0)
        printf("\n  testing_zpotrf_mgpu -N %d -NGPU %d -UPLO L\n\n", (int) N, (int) num_gpus0 );
        else
        printf("\n  testing_zpotrf_mgpu -N %d -NGPU %d -UPLO U\n\n", (int) N, (int) num_gpus0 );
    } else {
        printf("\nDefault: \n");
        printf("  testing_zpotrf_mgpu -N %d:%d -NGPU %d -UPLO L\n\n", (int) size[0], (int) size[n_sizes-1], (int) num_gpus0 );
    }
    if( N <= 0 || num_gpus0 <= 0 )  {
        printf( " invalid input N=%d NGPU=%d\n", (int) N, (int) num_gpus0 );
        exit(1);
    }

    /* looking for max. ldda */
    ldda = 0;
    n2   = 0;
    for(i=0; i<n_sizes; i++){
        N     = size[i];
        nb = magma_get_zpotrf_nb(N);
        mb = nb;
        if( num_gpus0 > N/nb ) {
            num_gpus = N/nb;
            if( N%nb != 0 ) num_gpus ++;
        } else {
            num_gpus = num_gpus0;
        }
        n_local = nb*(1+N/(nb*num_gpus)) * mb*((N+mb-1)/mb);
        if( n_local > ldda ) ldda = n_local;
        if( n2 < N*N ) n2 = N*N;
        if (flag != 0) break;
    }

    /* Allocate host memory for the matrix */
    TESTING_HOSTALLOC( h_A, cuDoubleComplex, n2);
    TESTING_HOSTALLOC( h_R, cuDoubleComplex, n2);
    /* allocate local matrix on GPU */
    for(i=0; i<num_gpus0; i++){
        magma_setdevice(i);
        TESTING_DEVALLOC( d_lA[i], cuDoubleComplex, ldda );
    }
    magma_setdevice(0);

    printf("  N    CPU GFlop/s    GPU GFlop/s    ||R||_F / ||A||_F\n");
    printf("========================================================\n");
    for(i=0; i<n_sizes; i++){
        N     = size[i];
        lda   = N; 
        n2    = lda*N;
        flops = FLOPS( (double)N ) / 1000000;
        
        /* Initialize the matrix */
        lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
        /* Symmetrize and increase the diagonal */
        {
            magma_int_t i, j;
            for(i=0; i<N; i++) {
                MAGMA_Z_SET2REAL( h_A[i*lda+i], ( MAGMA_Z_REAL(h_A[i*lda+i]) + 1.*N ) );
                for(j=0; j<i; j++)
                   h_A[i*lda+j] = cuConj(h_A[j*lda+i]);
            }
        }
        lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );

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

        nb = magma_get_zpotrf_nb(N);
        if( num_gpus0 > N/nb ) {
            num_gpus = N/nb;
            if( N%nb != 0 ) num_gpus ++;
            printf( " * too many GPUs for the matrix size, using %d GPUs\n", (int) num_gpus );
        } else {
            num_gpus = num_gpus0;
        }

        /* distribute matrix to gpus */
        if( lapackf77_lsame(uplo, "U") ) {
            /* going through each block-column */
            ldda  = ((N+mb-1)/mb)*mb;
            for(j=0; j<N; j+=nb){
              k = (j/nb)%num_gpus;
              magma_setdevice(k);
              nk = min(nb, N-j);
              magma_zsetmatrix( N, nk,
                                h_A+j*lda,                       lda,
                                d_lA[k]+j/(nb*num_gpus)*nb*ldda, ldda );
            }
        } else {
            /* going through each block-row */
            ldda = (1+N/(nb*num_gpus))*nb;
            for(j=0; j<N; j+=nb){
              k = (j/nb)%num_gpus;
              magma_setdevice(k);
              nk = min(nb, N-j);
              magma_zsetmatrix( nk, N,
                                h_A+j,                      lda,
                                d_lA[k]+j/(nb*num_gpus)*nb, ldda );
            }
        }
        magma_setdevice(0);

        /* call magma_zpotrf_mgpu */
        start = get_current_time();
        magma_zpotrf_mgpu(num_gpus, uplo[0], N, d_lA, ldda, &info);
        end = get_current_time();
        if (info < 0) {
            printf("Argument %d of magma_zpotrf_mgpu had an illegal value.\n", (int) -info);
            break;
        } else if (info != 0) {
            printf("magma_zpotrf_mgpu returned info=%d\n", (int) info );
            break;
        }
        gpu_perf = flops / GetTimerValue(start, end);
        
        /* gather matrix from gpus */
        if( lapackf77_lsame(uplo, "U") ) {
            for(j=0; j<N; j+=nb){
                k = (j/nb)%num_gpus;
                magma_setdevice(k);
                nk = min(nb, N-j);
                magma_zgetmatrix( N, nk,
                                  d_lA[k]+j/(nb*num_gpus)*nb*ldda, ldda,
                                  h_R+j*lda,                       lda );
            }
        } else {
            for(j=0; j<N; j+=nb){
              k = (j/nb)%num_gpus;
              magma_setdevice(k);
              nk = min(nb, N-j);
              magma_zgetmatrix( nk, N,
                                d_lA[k]+j/(nb*num_gpus)*nb, ldda,
                                h_R+j,                      lda );
            }
        }
        magma_setdevice(0);

        /* =====================================================================
           Performs operation using LAPACK 
           =================================================================== */
        start = get_current_time();
        lapackf77_zpotrf(uplo, &N, h_A, &lda, &info);
        end = get_current_time();
        if (info < 0) {
              printf("Argument %d of zpotrf had an illegal value.\n", (int) -info);
              break;
        } else if (info != 0) {
              printf("lapackf77_zpotrf returned info=%d\n", (int) info );
              break;
        }
        cpu_perf = flops / GetTimerValue(start, end);
      
        /* =====================================================================
           Check the result compared to LAPACK
           =================================================================== */
        matnorm = lapackf77_zlange("f", &N, &N, h_A, &lda, work);
        blasf77_zaxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
        printf("%5d    %6.2f         %6.2f        %e\n", 
               (int) size[i], cpu_perf, gpu_perf,
               lapackf77_zlange("f", &N, &N, h_R, &lda, work) / matnorm);
        
        if (flag != 0) break;
    }

    /* Memory clean up */
    TESTING_HOSTFREE( h_A );
    TESTING_HOSTFREE( h_R );
    for(i=0; i<num_gpus; i++){
      magma_setdevice(i);
      TESTING_DEVFREE( d_lA[i] );
    }

    /* Shutdown */
    TESTING_CUDA_FINALIZE();
}
Exemplo n.º 10
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cungqr_gpu
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float          error, work[1];
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *hA, *hR, *tau, *h_work;
    magmaFloatComplex *dA, *dT;
    magma_int_t m, n, k;
    magma_int_t n2, lda, ldda, lwork, min_mn, nb, info;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    opts.lapack |= opts.check;  // check (-c) implies lapack (-l)
    
    printf("    m     n     k   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R|| / ||A||\n");
    printf("=========================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            m = opts.msize[i];
            n = opts.nsize[i];
            k = opts.ksize[i];
            if ( m < n || n < k ) {
                printf( "skipping m %d, n %d, k %d because m < n or n < k\n", (int) m, (int) n, (int) k );
                continue;
            }
            
            lda  = m;
            ldda = ((m + 31)/32)*32;
            n2 = lda*n;
            min_mn = min(m, n);
            nb = magma_get_cgeqrf_nb( m );
            lwork  = (m + 2*n+nb)*nb;
            gflops = FLOPS_CUNGQR( m, n, k ) / 1e9;
            
            TESTING_HOSTALLOC( hA,     magmaFloatComplex, lda*n  );
            TESTING_HOSTALLOC( h_work, magmaFloatComplex, lwork  );
            TESTING_MALLOC(    hR,     magmaFloatComplex, lda*n  );
            TESTING_MALLOC(    tau,    magmaFloatComplex, min_mn );
            TESTING_DEVALLOC(  dA,     magmaFloatComplex, ldda*n );
            TESTING_DEVALLOC(  dT,     magmaFloatComplex, ( 2*min_mn + ((n + 31)/32)*32 )*nb );
            
            lapackf77_clarnv( &ione, ISEED, &n2, hA );
            lapackf77_clacpy( MagmaUpperLowerStr, &m, &n, hA, &lda, hR, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            magma_csetmatrix(  m, n, hA, lda, dA, ldda );
            magma_cgeqrf_gpu( m, n, dA, ldda, tau, dT, &info );
            if (info != 0)
                printf("magma_cgeqrf_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            gpu_time = magma_wtime();
            magma_cungqr_gpu( m, n, k, dA, ldda, tau, dT, nb, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cungqr_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            // Get dA back to the CPU to compare with the CPU result.
            magma_cgetmatrix( m, n, dA, ldda, hR, lda );
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                error = lapackf77_clange("f", &m, &n, hA, &lda, work );
                
                lapackf77_cgeqrf( &m, &n, hA, &lda, tau, h_work, &lwork, &info );
                if (info != 0)
                    printf("lapackf77_cgeqrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                cpu_time = magma_wtime();
                lapackf77_cungqr( &m, &n, &k, hA, &lda, tau, h_work, &lwork, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cungqr returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                // compute relative error |R|/|A| := |Q_magma - Q_lapack|/|A|
                blasf77_caxpy( &n2, &c_neg_one, hA, &ione, hR, &ione );
                error = lapackf77_clange("f", &m, &n, hR, &lda, work) / error;
                
                printf("%5d %5d %5d   %7.1f (%7.2f)   %7.1f (%7.2f)   %8.2e\n",
                       (int) m, (int) n, (int) k,
                       cpu_perf, cpu_time, gpu_perf, gpu_time, error );
            }
            else {
                printf("%5d %5d %5d     ---   (  ---  )   %7.1f (%7.2f)     ---  \n",
                       (int) m, (int) n, (int) k,
                       gpu_perf, gpu_time );
            }
            
            TESTING_HOSTFREE( hA     );
            TESTING_HOSTFREE( h_work );
            TESTING_FREE(     hR     );
            TESTING_FREE(     tau    );
            TESTING_DEVFREE(  dA     );
            TESTING_DEVFREE(  dT     );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }
    
    TESTING_FINALIZE();
    return 0;
}
Exemplo n.º 11
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing chegvdx
*/
int main( int argc, char** argv)
{

    TESTING_INIT();

    real_Double_t gpu_time;

    magmaFloatComplex *h_A, *h_R, *h_work;

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

    /* Matrix size */
    float *w1, *w2;
    magma_int_t *iwork;
    magma_int_t N, n2, info, lwork, liwork;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};;
    magma_int_t info_ortho     = 0;
    magma_int_t info_solution  = 0;
    magma_int_t info_reduction = 0;

    magma_timestr_t start, end;

    magma_opts opts;
    parse_opts( argc, argv, &opts );

    magma_int_t ngpu = opts.ngpu;
    char jobz = opts.jobz;
    magma_int_t checkres = opts.check;

    char range = 'A';
    char uplo = opts.uplo;
    magma_int_t itype = opts.itype;
    float f = opts.fraction;

    if (f != 1)
        range='I';

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

    printf("using: itype = %d, jobz = %c, range = %c, uplo = %c, checkres = %d, fraction = %6.4f\n",
           (int) itype, jobz, range, uplo, (int) checkres, f);

    printf("  N     M     GPU Time(s) \n");
    printf("==========================\n");
    magma_int_t threads = magma_get_numthreads();
    for( magma_int_t i = 0; i < opts.ntest; ++i ) {
        for( magma_int_t iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[i];
            n2     = N*N;
#if defined(PRECISION_z) || defined(PRECISION_c)
            lwork  = magma_cbulge_get_lq2(N, threads) + 2*N + N*N;
            lrwork = 1 + 5*N +2*N*N;
#else
            lwork  = magma_cbulge_get_lq2(N, threads) + 1 + 6*N + 2*N*N;
#endif
            liwork = 3 + 5*N;

            /* Allocate host memory for the matrix */
            TESTING_MALLOC(   h_A, magmaFloatComplex, n2);
            TESTING_MALLOC(    w1, float         ,  N);
            TESTING_MALLOC(    w2, float         ,  N);
            TESTING_HOSTALLOC(h_R, magmaFloatComplex, n2);
            TESTING_HOSTALLOC(h_work, magmaFloatComplex,  lwork);
#if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_HOSTALLOC( rwork,          float, lrwork);
#endif
            TESTING_MALLOC(    iwork,     magma_int_t, liwork);


            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            /* Make diagonal real */
            for(int i=0; i<N; i++) {
                MAGMA_C_SET2REAL( h_A[i*N+i], MAGMA_C_REAL(h_A[i*N+i]) );
            }


            magma_int_t m1 = 0;
            float vl = 0;
            float vu = 0;
            magma_int_t il = 0;
            magma_int_t iu = 0;
            if (range == 'I'){
                il = 1;
                iu = (int) (f*N);
            }

            if(opts.warmup){
                // ==================================================================
                // Warmup using MAGMA
                // ==================================================================
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
                if(ngpu==1){
                    printf("calling cheevdx_2stage 1 GPU\n");
                    magma_cheevdx_2stage(jobz, range, uplo, N, 
                                    h_R, N, 
                                    vl, vu, il, iu, 
                                    &m1, w1, 
                                    h_work, lwork, 
#if defined(PRECISION_z) || defined(PRECISION_c)
                                    rwork, lrwork, 
#endif         
                                    iwork, liwork, 
                                    &info);
               
                }else{
                    printf("calling cheevdx_2stage_m %d GPU\n", (int) ngpu);
                    magma_cheevdx_2stage_m(ngpu, jobz, range, uplo, N, 
                                    h_R, N, 
                                    vl, vu, il, iu, 
                                    &m1, w1, 
                                    h_work, lwork, 
#if defined(PRECISION_z) || defined(PRECISION_c)
                                    rwork, lrwork, 
#endif         
                                    iwork, liwork, 
                                    &info);
                }
            }


            // ===================================================================
            // Performs operation using MAGMA
            // ===================================================================
            lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
            start = get_current_time();
            if(ngpu==1){
                printf("calling cheevdx_2stage 1 GPU\n");
                magma_cheevdx_2stage(jobz, range, uplo, N, 
                                h_R, N, 
                                vl, vu, il, iu, 
                                &m1, w1, 
                                h_work, lwork, 
#if defined(PRECISION_z) || defined(PRECISION_c)
                                rwork, lrwork, 
#endif     
                                iwork, liwork, 
                                &info);
           
            }else{
                printf("calling cheevdx_2stage_m %d GPU\n", (int) ngpu);
                magma_cheevdx_2stage_m(ngpu, jobz, range, uplo, N, 
                                h_R, N, 
                                vl, vu, il, iu, 
                                &m1, w1, 
                                h_work, lwork, 
#if defined(PRECISION_z) || defined(PRECISION_c)
                                rwork, lrwork, 
#endif     
                                iwork, liwork, 
                                &info);
            }
            end = get_current_time();
            gpu_time = GetTimerValue(start,end)/1000.;

            if ( checkres ) {
                float eps   = lapackf77_slamch("E");
                printf("\n");
                printf("------ TESTS FOR MAGMA CHEEVD ROUTINE -------  \n");
                printf("        Size of the Matrix %d by %d\n", (int) N, (int) N);
                printf("\n");
                printf(" The matrix A is randomly generated for each test.\n");
                printf("============\n");
                printf(" The relative machine precision (eps) is %8.2e\n",eps);
                printf(" Computational tests pass if scaled residuals are less than 60.\n");
              
                /* Check the orthogonality, reduction and the eigen solutions */
                if (jobz == MagmaVec) {
                    info_ortho = check_orthogonality(N, N, h_R, N, eps);
                    info_reduction = check_reduction(uplo, N, 1, h_A, w1, N, h_R, eps);
                }
                printf("------ CALLING LAPACK CHEEVD TO COMPUTE only eigenvalue and verify elementswise -------  \n");
                lapackf77_cheevd("N", "L", &N, 
                                h_A, &N, w2, 
                                h_work, &lwork, 
#if defined(PRECISION_z) || defined(PRECISION_c)
                                rwork, &lrwork, 
#endif     
                                iwork, &liwork, 
                                &info);
                info_solution = check_solution(N, w2, w1, eps);
              
                if ( (info_solution == 0) & (info_ortho == 0) & (info_reduction == 0) ) {
                    printf("***************************************************\n");
                    printf(" ---- TESTING CHEEVD ...................... PASSED !\n");
                    printf("***************************************************\n");
                }
                else {
                    printf("************************************************\n");
                    printf(" - TESTING CHEEVD ... FAILED !\n");
                    printf("************************************************\n");
                }
            }


            /* =====================================================================
             Print execution time
             =================================================================== */
            printf("%5d %5d     %6.2f\n",
                   (int) N, (int) m1, gpu_time);

            TESTING_FREE(       h_A);
            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);
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    /* Shutdown */
    TESTING_FINALIZE();

    return 0;
}
Exemplo n.º 12
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zgehrd
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t    gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    magmaDoubleComplex *h_A, *h_R, *h_Q, *h_work, *tau, *twork, *dT;
    #if defined(PRECISION_z) || defined(PRECISION_c)
    double      *rwork;
    #endif
    double      eps, result[2];
    magma_int_t N, n2, lda, nb, lwork, ltwork, info;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    eps   = lapackf77_dlamch( "E" );
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    double tol = opts.tolerance * lapackf77_dlamch("E");
    
    printf("    N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   |A-QHQ'|/N|A|   |I-QQ'|/N\n");
    printf("=========================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[i];
            lda    = N;
            n2     = lda*N;
            nb     = magma_get_zgehrd_nb(N);
            /* We suppose the magma nb is bigger than lapack nb */
            lwork  = N*nb;
            gflops = FLOPS_ZGEHRD( N ) / 1e9;
            
            TESTING_MALLOC   ( h_A,    magmaDoubleComplex, n2    );
            TESTING_MALLOC   ( tau,    magmaDoubleComplex, N     );
            TESTING_HOSTALLOC( h_R,    magmaDoubleComplex, n2    );
            TESTING_HOSTALLOC( h_work, magmaDoubleComplex, lwork );
            TESTING_DEVALLOC ( dT,     magmaDoubleComplex, nb*N  );
            
            /* Initialize the matrices */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_zgehrd( N, ione, N, h_R, lda, tau, h_work, lwork, dT, &info);
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_zgehrd returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Check the factorization
               =================================================================== */
            if ( opts.check ) {
                ltwork = 2*(N*N);
                TESTING_HOSTALLOC( h_Q,   magmaDoubleComplex, lda*N  );
                TESTING_MALLOC(    twork, magmaDoubleComplex, ltwork );
                #if defined(PRECISION_z) || defined(PRECISION_c)
                TESTING_MALLOC(    rwork, double,          N      );
                #endif
                
                lapackf77_zlacpy(MagmaUpperLowerStr, &N, &N, h_R, &lda, h_Q, &lda);
                for( int j = 0; j < N-1; ++j )
                    for( int i = j+2; i < N; ++i )
                        h_R[i+j*lda] = MAGMA_Z_ZERO;
                
                magma_zunghr(N, ione, N, h_Q, lda, tau, dT, nb, &info);
                if (info != 0) {
                    printf("magma_zunghr returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                    exit(1);
                }
                #if defined(PRECISION_z) || defined(PRECISION_c)
                lapackf77_zhst01(&N, &ione, &N,
                                 h_A, &lda, h_R, &lda,
                                 h_Q, &lda, twork, &ltwork, rwork, result);
                #else
                lapackf77_zhst01(&N, &ione, &N,
                                 h_A, &lda, h_R, &lda,
                                 h_Q, &lda, twork, &ltwork, result);
                #endif
                
                TESTING_HOSTFREE( h_Q );
                TESTING_FREE( twork );
                #if defined(PRECISION_z) || defined(PRECISION_c)
                TESTING_FREE( rwork );
                #endif
            }
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_zgehrd(&N, &ione, &N, h_R, &lda, tau, h_work, &lwork, &info);
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_zgehrd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
            }
            
            /* =====================================================================
               Print performance and error.
               =================================================================== */
            if ( opts.lapack ) {
                printf("%5d   %7.2f (%7.2f)   %7.2f (%7.2f)",
                       (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time );
            }
            else {
                printf("%5d     ---   (  ---  )   %7.2f (%7.2f)",
                       (int) N, gpu_perf, gpu_time );
            }
            if ( opts.check ) {
                printf("   %8.2e        %8.2e%s\n",
                       result[0]*eps, result[1]*eps,
                       ( ( (result[0]*eps < tol) && (result[1]*eps < tol) ) ? "" : "  failed")  );
                status |= ! (result[0]*eps < tol);
                status |= ! (result[1]*eps < tol);
            }
            else {
                printf("     ---             ---\n");
            }
            
            TESTING_FREE    ( h_A  );
            TESTING_FREE    ( tau  );
            TESTING_HOSTFREE( h_work);
            TESTING_HOSTFREE( h_R  );
            TESTING_DEVFREE ( dT   );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }
    
    TESTING_FINALIZE();
    return status;
}
Exemplo n.º 13
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zhegvd
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gpu_time, cpu_time;
    magmaDoubleComplex *h_A, *h_R, *h_B, *h_S, *h_work;
    double *rwork, *w1, *w2;
    double result[4] = {0};
    magma_int_t *iwork;
    magma_int_t N, n2, info, nb, lwork, liwork, lda, lrwork;
    magmaDoubleComplex c_zero    = MAGMA_Z_ZERO;
    magmaDoubleComplex c_one     = MAGMA_Z_ONE;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    double d_one         =  1.;
    double d_neg_one     = -1.;
    //double d_ten         = 10.;
    //magma_int_t izero    = 0;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    double tol    = opts.tolerance * lapackf77_dlamch("E");
    double tolulp = opts.tolerance * lapackf77_dlamch("P");
    
    if ( opts.check && opts.jobz == MagmaNoVec ) {
        fprintf( stderr, "checking results requires vectors; setting jobz=V (option -JV)\n" );
        opts.jobz = MagmaVec;
    }
    
    printf("    N   CPU Time (sec)   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];
            lda    = N;
            n2     = N*lda;
            nb     = magma_get_zhetrd_nb(N);
            lwork  = 2*N*nb + N*N;
            lrwork = 1 + 5*N +2*N*N;
            liwork = 3 + 5*N;

            TESTING_MALLOC(    h_A,    magmaDoubleComplex,  n2 );
            TESTING_MALLOC(    h_B,    magmaDoubleComplex,  n2 );
            TESTING_MALLOC(    w1,     double,           N  );
            TESTING_MALLOC(    w2,     double,           N  );
            TESTING_HOSTALLOC( h_R,    magmaDoubleComplex,  n2 );
            TESTING_HOSTALLOC( h_S,    magmaDoubleComplex,  n2 );
            TESTING_HOSTALLOC( h_work, magmaDoubleComplex,  lwork  );
            TESTING_MALLOC(    rwork,  double,           lrwork );
            TESTING_MALLOC(    iwork,  magma_int_t,      liwork );
            
            /* Initialize the matrix */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            //lapackf77_zlatms( &N, &N, "U", ISEED, "P", w1, &five, &d_ten,
            //                 &d_one, &N, &N, &opts.uplo, h_B, &lda, h_work, &info);
            //lapackf77_zlaset( "A", &N, &N, &c_zero, &c_one, h_B, &lda);
            lapackf77_zlarnv( &ione, ISEED, &n2, h_B );
            magma_zmake_hpd( N, h_B, lda );
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &lda, h_S, &lda );
            
            /* warmup */
            if ( opts.warmup ) {
                magma_zhegvd( opts.itype, opts.jobz, opts.uplo,
                              N, h_R, lda, h_S, lda, w1,
                              h_work, lwork,
                              rwork, lrwork,
                              iwork, liwork,
                              &info );
                if (info != 0)
                    printf("magma_zhegvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &lda, h_S, &lda );
            }
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_zhegvd( opts.itype, opts.jobz, opts.uplo,
                          N, h_R, lda, h_S, lda, w1,
                          h_work, lwork,
                          rwork, lrwork,
                          iwork, liwork,
                          &info );
            gpu_time = magma_wtime() - gpu_time;
            if (info != 0)
                printf("magma_zhegvd returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.check ) {
                /* =====================================================================
                   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)
                   (2)    | I - V V' B | / ( N )           (itype = 1,2)
                          | B - V V' | / ( |B| N )         (itype = 3)
                   (3)    | S(with V) - S(w/o V) | / | S |
                   =================================================================== */
                double temp1, temp2;
                //magmaDoubleComplex *tau;
                
                if ( opts.itype == 1 || opts.itype == 2 ) {
                    lapackf77_zlaset( "A", &N, &N, &c_zero, &c_one, h_S, &lda);
                    blasf77_zgemm("N", "C", &N, &N, &N, &c_one, h_R, &lda, h_R, &lda, &c_zero, h_work, &N);
                    blasf77_zhemm("R", &opts.uplo, &N, &N, &c_neg_one, h_B, &lda, h_work, &N, &c_one, h_S, &lda);
                    result[1] = lapackf77_zlange("1", &N, &N, h_S, &lda, rwork) / N;
                }
                else if ( opts.itype == 3 ) {
                    lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &lda, h_S, &lda);
                    blasf77_zherk(&opts.uplo, "N", &N, &N, &d_neg_one, h_R, &lda, &d_one, h_S, &lda);
                    result[1] = lapackf77_zlanhe("1", &opts.uplo, &N, h_S, &lda, rwork) / N
                              / lapackf77_zlanhe("1", &opts.uplo, &N, h_B, &lda, rwork);
                }
                
                result[0] = 1.;
                result[0] /= lapackf77_zlanhe("1", &opts.uplo, &N, h_A, &lda, rwork);
                result[0] /= lapackf77_zlange("1", &N, &N, h_R, &lda, rwork);
                
                if ( opts.itype == 1 ) {
                    blasf77_zhemm("L", &opts.uplo, &N, &N, &c_one, h_A, &lda, h_R, &lda, &c_zero, h_work, &N);
                    for(int i=0; i<N; ++i)
                        blasf77_zdscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_zhemm("L", &opts.uplo, &N, &N, &c_neg_one, h_B, &lda, h_R, &lda, &c_one, h_work, &N);
                    result[0] *= lapackf77_zlange("1", &N, &N, h_work, &lda, rwork)/N;
                }
                else if ( opts.itype == 2 ) {
                    blasf77_zhemm("L", &opts.uplo, &N, &N, &c_one, h_B, &lda, h_R, &lda, &c_zero, h_work, &N);
                    for(int i=0; i<N; ++i)
                        blasf77_zdscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_zhemm("L", &opts.uplo, &N, &N, &c_one, h_A, &lda, h_work, &N, &c_neg_one, h_R, &lda);
                    result[0] *= lapackf77_zlange("1", &N, &N, h_R, &lda, rwork)/N;
                }
                else if ( opts.itype == 3 ) {
                    blasf77_zhemm("L", &opts.uplo, &N, &N, &c_one, h_A, &lda, h_R, &lda, &c_zero, h_work, &N);
                    for(int i=0; i<N; ++i)
                        blasf77_zdscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_zhemm("L", &opts.uplo, &N, &N, &c_one, h_B, &lda, h_work, &N, &c_neg_one, h_R, &lda);
                    result[0] *= lapackf77_zlange("1", &N, &N, h_R, &lda, rwork)/N;
                }
                
                /*
                lapackf77_zhet21( &ione, &opts.uplo, &N, &izero,
                                  h_A, &lda,
                                  w1, w1,
                                  h_R, &lda,
                                  h_R, &lda,
                                  tau, h_work, rwork, &result[0] );
                */
                
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &lda, h_S, &lda );
                
                magma_zhegvd( opts.itype, MagmaNoVec, opts.uplo,
                              N, h_R, lda, h_S, lda, w2,
                              h_work, lwork,
                              rwork, lrwork,
                              iwork, liwork,
                              &info );
                if (info != 0)
                    printf("magma_zhegvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                temp1 = 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]));
                }
                result[2] = temp2 / (((double)N)*temp1);
            }
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_zhegvd( &opts.itype, &opts.jobz, &opts.uplo,
                                  &N, h_A, &lda, h_B, &lda, w2,
                                  h_work, &lwork,
                                  rwork, &lrwork,
                                  iwork, &liwork,
                                  &info );
                cpu_time = magma_wtime() - cpu_time;
                if (info != 0)
                    printf("lapackf77_zhegvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                printf("%5d     %7.2f         %7.2f\n",
                       (int) N, cpu_time, gpu_time);
            }
            else {
                printf("%5d       ---           %7.2f\n",
                       (int) N, gpu_time);
            }
            
            /* =====================================================================
               Print execution 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") );
                if ( opts.itype==1 || opts.itype==2 )
                    printf("(2)    | I -   Z Z' B | /  N         = %8.2e%s\n", result[1], (result[1] < tol ? "" : "  failed") );
                else
                    printf("(2)    | B -  Z Z' | / (|B| N)       = %8.2e%s\n", result[1], (result[1] < tol ? "" : "  failed") );
                printf(    "(3)    | D(w/ Z) - D(w/o Z) | / |D|  = %8.2e%s\n\n", result[2], (result[2] < tolulp ? "" : "  failed") );
            }
            
            TESTING_FREE( h_A );
            TESTING_FREE( h_B );
            TESTING_FREE( w1  );
            TESTING_FREE( w2  );
            TESTING_FREE( rwork );
            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;
}
Exemplo n.º 14
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zgehrd2
*/
int main( int argc, char** argv)
{
    TESTING_CUDA_INIT();

    magma_timestr_t       start, end;
    double           eps, flops, gpu_perf, cpu_perf;
    cuDoubleComplex *h_A, *h_R, *h_Q, *h_work, *tau, *twork, *dT;
    double          *rwork;
    double           result[2] = {0., 0.};

    /* Matrix size */
    magma_int_t N=0, n2, lda, nb, lwork, ltwork, once = 0;
    magma_int_t size[10] = {1024,2048,3072,4032,5184,6016,7040,8064,9088,10112};

    magma_int_t i, info, checkres;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    
    if (argc != 1){
        for(i = 1; i<argc; i++){
            if (strcmp("-N", argv[i])==0) {
                N = atoi(argv[++i]);
                once = true;
            }
        }
        if ( N > 0 )
            printf("  testing_zgehrd -N %d\n\n", (int) N);
        else
        {
            printf("\nUsage: \n");
            printf("  testing_zgehrd -N %d\n\n", 1024);
            exit(1);
        }
    }
    else {
        printf("\nUsage: \n");
        printf("  testing_zgehrd -N %d\n\n", 1024);
        N = size[9];
    }

    checkres = getenv("MAGMA_TESTINGS_CHECK") != NULL;

    eps   = lapackf77_dlamch( "E" );
    lda   = N;
    n2    = N*lda;
    nb    = magma_get_zgehrd_nb(N);
    /* We suppose the magma nb is bigger than lapack nb */
    lwork = N*nb;
    
    TESTING_MALLOC   ( h_A   , cuDoubleComplex, n2    );
    TESTING_MALLOC   ( tau   , cuDoubleComplex, N     );
    TESTING_HOSTALLOC( h_R   , cuDoubleComplex, n2    );
    TESTING_HOSTALLOC( h_work, cuDoubleComplex, lwork );
    TESTING_DEVALLOC ( dT    , cuDoubleComplex, nb*N  );

    /* To avoid uninitialized variable warning */
    h_Q   = NULL;
    twork = NULL;
    rwork = NULL; 

    if ( checkres ) {
        ltwork = 2*(N*N);
        TESTING_HOSTALLOC( h_Q,   cuDoubleComplex, lda*N  );
        TESTING_MALLOC(    twork, cuDoubleComplex, ltwork );
#if defined(PRECISION_z) || defined(PRECISION_c) 
        TESTING_MALLOC(    rwork, double,          N      );
#endif
    }

    printf("  N    CPU GFlop/s    GPU GFlop/s   |A-QHQ'|/N|A|  |I-QQ'|/N \n");
    printf("=============================================================\n");
    for(i=0; i<10; i++){
        if ( !once ) {
            N = size[i];
        }
        lda = N;
        n2  = lda*N;
        flops = FLOPS( (double)N ) / 1e6;

        /* Initialize the matrices */
        lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
        lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );

        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        start = get_current_time();
        magma_zgehrd ( N, ione, N, h_R, lda, tau, h_work, lwork, dT, &info);
        end = get_current_time();
        if ( info < 0 )
            printf("Argument %d of magma_zgehrd had an illegal value\n", (int) -info);

        gpu_perf = flops / GetTimerValue(start,end);

        /* =====================================================================
           Check the factorization
           =================================================================== */
        if ( checkres ) {

            lapackf77_zlacpy(MagmaUpperLowerStr, &N, &N, h_R, &lda, h_Q, &lda);
            { 
                int i, j;
                for(j=0; j<N-1; j++)
                    for(i=j+2; i<lda; i++)
                        h_R[i+j*lda] = MAGMA_Z_ZERO;
            }

            nb = magma_get_zgehrd_nb(N);
            magma_zunghr(N, ione, N, h_Q, lda, tau, dT, nb, &info);
#if defined(PRECISION_z) || defined(PRECISION_c) 
            lapackf77_zhst01(&N, &ione, &N, 
                             h_A, &lda, h_R, &lda, 
                             h_Q, &lda, twork, &ltwork, rwork, result);
#else
            lapackf77_zhst01(&N, &ione, &N, 
                             h_A, &lda, h_R, &lda, 
                             h_Q, &lda, twork, &ltwork, result);
#endif
        }

        /* =====================================================================
           Performs operation using LAPACK
           =================================================================== */
        start = get_current_time();
        lapackf77_zgehrd(&N, &ione, &N, h_R, &lda, tau, h_work, &lwork, &info);
        end = get_current_time();
        if (info < 0)
            printf("Argument %d of lapack_zgehrd had an illegal value.\n", (int) -info);

        cpu_perf = flops / GetTimerValue(start,end);

        /* =====================================================================
           Print performance and error.
           =================================================================== */
        if ( checkres ) {
            printf("%5d    %6.2f         %6.2f      %e %e\n",
                   (int) N, cpu_perf, gpu_perf,
                   result[0]*eps, result[1]*eps );
        } else {
            printf("%5d    %6.2f         %6.2f\n",
                   (int) N, cpu_perf, gpu_perf );
        }

        if ( once )
            break;
    }

    /* Memory clean up */
    TESTING_FREE    ( h_A  );
    TESTING_FREE    ( tau  );
    TESTING_HOSTFREE( h_work);
    TESTING_HOSTFREE( h_R  );
    TESTING_DEVFREE ( dT   );

    if ( checkres ) {
        TESTING_HOSTFREE( h_Q );
        TESTING_FREE( twork );
#if defined(PRECISION_z) || defined(PRECISION_c) 
        TESTING_FREE( rwork );
#endif
    }

    /* Shutdown */
    TESTING_CUDA_FINALIZE();
    return EXIT_SUCCESS;
}
Exemplo n.º 15
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zgeqlf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t    gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    double           error, work[1];
    magmaDoubleComplex  c_neg_one = MAGMA_Z_NEG_ONE;
    magmaDoubleComplex *h_A, *h_R, *tau, *h_work, tmp[1];
    magma_int_t M, N, n2, lda, ldda, lwork, info, min_mn, nb;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||A||_F\n");
    printf("=======================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            M = opts.msize[i];
            N = opts.nsize[i];
            min_mn = min(M, N);
            lda    = M;
            n2     = lda*N;
            ldda   = ((M+31)/32)*32;
            nb     = magma_get_zgeqrf_nb(M);
            gflops = FLOPS_ZGEQLF( M, N ) / 1e9;
            
            // query for workspace size
            lwork = -1;
            lapackf77_zgeqlf(&M, &N, h_A, &M, tau, tmp, &lwork, &info);
            lwork = (magma_int_t)MAGMA_Z_REAL( tmp[0] );
            lwork = max( lwork, N*nb );
            
            TESTING_MALLOC(    tau, magmaDoubleComplex, min_mn );
            TESTING_MALLOC(    h_A, magmaDoubleComplex, n2     );
            TESTING_HOSTALLOC( h_R, magmaDoubleComplex, n2     );
            TESTING_MALLOC( h_work, magmaDoubleComplex, lwork );
            
            /* Initialize the matrix */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            lapackf77_zlacpy( MagmaUpperLowerStr, &M, &N, h_A, &lda, h_R, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_zgeqlf( M, N, h_R, lda, tau, h_work, lwork, &info);
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_zgeqlf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_zgeqlf(&M, &N, h_A, &lda, tau, h_work, &lwork, &info);
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0)
                printf("lapack_zgeqlf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Check the result compared to LAPACK
               =================================================================== */
            error = lapackf77_zlange("f", &M, &N, h_A, &lda, work);
            blasf77_zaxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
            error = lapackf77_zlange("f", &M, &N, h_R, &lda, work) / error;
            
            printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e\n",
                   (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time, error );
            
            TESTING_FREE( tau );
            TESTING_FREE( h_A );
            TESTING_HOSTFREE( h_R );
            TESTING_FREE( h_work );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return 0;
}
Exemplo n.º 16
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zpotf2_gpu
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    magmaDoubleComplex *h_A, *h_R;
    magmaDoubleComplex *d_A;
    magma_int_t N, n2, lda, ldda, info;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    double      work[1], error;

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    opts.lapack |= opts.check;  // check (-c) implies lapack (-l)
    
    printf("    N   CPU GFlop/s (ms)    GPU GFlop/s (ms)    ||R_magma - R_lapack||_F / ||R_lapack||_F\n");
    printf("========================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N   = opts.nsize[i];
            lda = N;
            n2  = lda*N;
            ldda = ((N+31)/32)*32;
            gflops = FLOPS_ZPOTRF( N ) / 1e9;
            
            TESTING_MALLOC(    h_A, magmaDoubleComplex, n2     );
            TESTING_HOSTALLOC( h_R, magmaDoubleComplex, n2     );
            TESTING_DEVALLOC(  d_A, magmaDoubleComplex, ldda*N );
            
            /* Initialize the matrix */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            magma_zmake_hpd( N, h_A, lda );
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
            magma_zsetmatrix( N, N, h_A, lda, d_A, ldda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_zpotf2_gpu( opts.uplo, N, d_A, ldda, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_zpotf2_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.lapack ) {
                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                lapackf77_zpotrf( &opts.uplo, &N, h_A, &lda, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_zpotrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                /* =====================================================================
                   Check the result compared to LAPACK
                   =================================================================== */
                magma_zgetmatrix( N, N, d_A, ldda, h_R, lda );
                error = lapackf77_zlange("f", &N, &N, h_A, &lda, work);
                blasf77_zaxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
                error = lapackf77_zlange("f", &N, &N, h_R, &lda, work) / error;
                
                printf("%5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e\n",
                       (int) N, cpu_perf, cpu_time*1000., gpu_perf, gpu_time*1000., error );
            }
            else {
                printf("%5d     ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                       (int) N, gpu_perf, gpu_time*1000. );
            }
            TESTING_FREE(     h_A );
            TESTING_HOSTFREE( h_R );
            TESTING_DEVFREE(  d_A );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return 0;
}
Exemplo n.º 17
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zgeqrf
*/
int main( magma_int_t argc, char** argv) 
{
    magma_int_t nquarkthreads=2;
    magma_int_t nthreads=2;
    magma_int_t num_gpus  = 1;
    TRACE = 0;

    //magma_qr_params mp;

    cuDoubleComplex *h_A, *h_R, *h_work, *tau;
    double gpu_perf, cpu_perf, flops;

    magma_timestr_t start, end;

    magma_qr_params *mp = (magma_qr_params*)malloc(sizeof(magma_qr_params));

    /* Matrix size */
    magma_int_t M=0, N=0, n2;
    magma_int_t size[10] = {1024,2048,3072,4032,5184,6016,7040,8064,9088,10112};

    cublasStatus status;
    magma_int_t i, j, info;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};

    mp->nb=-1;
    mp->ob=-1;
    mp->fb=-1;
    mp->ib=32;

    magma_int_t loop = argc;
    magma_int_t accuracyflag = 1;

    char precision;

    magma_int_t nc = -1;
    magma_int_t ncps = -1;

    if (argc != 1)
      {
    for(i = 1; i<argc; i++){      
      if (strcmp("-N", argv[i])==0)
        N = atoi(argv[++i]);
      else if (strcmp("-M", argv[i])==0)
        M = atoi(argv[++i]);
      else if (strcmp("-F", argv[i])==0)
        mp->fb = atoi(argv[++i]);
      else if (strcmp("-O", argv[i])==0)
        mp->ob = atoi(argv[++i]);
      else if (strcmp("-B", argv[i])==0)
        mp->nb = atoi(argv[++i]);
      else if (strcmp("-b", argv[i])==0)
        mp->ib = atoi(argv[++i]);
      else if (strcmp("-A", argv[i])==0)
        accuracyflag = atoi(argv[++i]);
      else if (strcmp("-P", argv[i])==0)
        nthreads = atoi(argv[++i]);
      else if (strcmp("-Q", argv[i])==0)
        nquarkthreads = atoi(argv[++i]);
      else if (strcmp("-nc", argv[i])==0)
        nc = atoi(argv[++i]);
      else if (strcmp("-ncps", argv[i])==0)
        ncps = atoi(argv[++i]);
    }
    
    if ((M>0 && N>0) || (M==0 && N==0)) 
      {
        printf("  testing_zgeqrf-v2 -M %d -N %d\n\n", M, N);
        if (M==0 && N==0) {
          M = N = size[9];
          loop = 1;
        }
      } 
    else 
      {
        printf("\nUsage: \n");
        printf("  Make sure you set the number of BLAS threads to 1, e.g.,\n");
        printf("   > setenv MKL_NUM_THREADS 1\n");
        printf("   > testing_zgeqrf-v2 -M %d -N %d -B 128 -T 1\n\n", 1024, 1024);
        exit(1);
      }
      } 
    else 
      {
    printf("\nUsage: \n");
    printf("  Make sure you set the number of BLAS threads to 1, e.g.,\n");
        printf("   > setenv MKL_NUM_THREADS 1\n");
        printf("  Set number of cores per socket and number of cores.\n");
    printf("   > testing_zgeqrf-v2 -M %d -N %d -ncps 6 -nc 12\n\n", 1024, 1024);
        printf("  Alternatively, set:\n");
        printf("  Q:  Number of threads for panel factorization.\n");
        printf("  P:  Number of threads for trailing matrix update (CPU).\n");
        printf("  B:  Block size.\n");
        printf("  b:  Inner block size.\n");
        printf("  O:  Block size for trailing matrix update (CPU).\n");
    printf("   > testing_zgeqrf-v2 -M %d -N %d -Q 4 -P 4 -B 128 -b 32 -O 200\n\n", 10112, 10112);
    M = N = size[9];
      }

    /* Auto tune based on number of cores and number of cores per socket if provided */
    if ((nc > 0) && (ncps > 0)) {
      precision = 's';
      #if (defined(PRECISION_d))
        precision = 'd';
      #endif
      #if (defined(PRECISION_c))
        precision = 'c';
      #endif
      #if (defined(PRECISION_z))
        precision = 'z';
      #endif
            
      auto_tune('q', precision, nc, ncps, M, N,
                &(mp->nb), &(mp->ob), &(mp->ib), &nthreads, &nquarkthreads);
          
fprintf(stderr,"%d %d %d %d %d\n",mp->nb,mp->ob,mp->ib,nquarkthreads,nthreads);
          
    }       

    /* Initialize MAGMA hardware context, seeting how many CPU cores
       and how many GPUs to be used in the consequent computations  */
    mp->sync0 = 0;
    magma_context *context;
    context = magma_init((void*)(mp),cpu_thread, nthreads, nquarkthreads, num_gpus, argc, argv);
    context->params = (void *)(mp);

    mp->sync1 = (volatile magma_int_t *) malloc (sizeof(int)*nthreads);

    for (i = 0; i < nthreads; i++)
      mp->sync1[i] = 0;

    n2  = M * N;
    magma_int_t min_mn = min(M, N);
    magma_int_t nb = magma_get_zgeqrf_nb(min_mn);
    magma_int_t lwork = N*nb;

    /* Allocate host memory for the matrix */
    TESTING_MALLOC   ( h_A  , cuDoubleComplex, n2    );
    TESTING_MALLOC   ( tau  , cuDoubleComplex, min_mn);
    TESTING_HOSTALLOC( h_R  , cuDoubleComplex, n2    );
    TESTING_HOSTALLOC(h_work, cuDoubleComplex, lwork );

    printf("\n\n");
    printf("  M     N   CPU GFlop/s   GPU GFlop/s    ||R||_F / ||A||_F\n");
    printf("==========================================================\n");
    for(i=0; i<10; i++){
        if (loop==1){
            M = N = min_mn = size[i];
            n2 = M*N;
        }

        flops = FLOPS( (double)M, (double)N ) / 1000000;

        /* Initialize the matrix */
        lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
        lapackf77_zlacpy( MagmaUpperLowerStr, &M, &N, h_A, &M, h_R, &M );

        //magma_zgeqrf(M, N, h_R, M, tau, h_work, lwork, &info);

        for(j=0; j<n2; j++)
          h_R[j] = h_A[j];

        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        magma_qr_init(mp, M, N, h_R, nthreads);

        start = get_current_time();
        magma_zgeqrf3(context, M, N, h_R, M, tau, h_work, lwork, &info);
        end = get_current_time();

        gpu_perf = flops / GetTimerValue(start, end);

    /* =====================================================================
           Performs operation using LAPACK
           =================================================================== */
        start = get_current_time();
        if (accuracyflag == 1)
          lapackf77_zgeqrf(&M, &N, h_A, &M, tau, h_work, &lwork, &info);
        end = get_current_time();
        if (info < 0)
      printf("Argument %d of zgeqrf had an illegal value.\n", -info);

        cpu_perf = 4.*M*N*min_mn/(3.*1000000*GetTimerValue(start,end));
    
        /* =====================================================================
           Check the result compared to LAPACK
           =================================================================== */
        double work[1], matnorm = 1.;
        cuDoubleComplex mone = MAGMA_Z_NEG_ONE;
        magma_int_t one = 1;

        if (accuracyflag == 1){
          matnorm = lapackf77_zlange("f", &M, &N, h_A, &M, work);
          blasf77_zaxpy(&n2, &mone, h_A, &one, h_R, &one);
        }

        if (accuracyflag == 1){
          printf("%5d %5d  %6.2f         %6.2f        %e\n",
                 M, N, cpu_perf, gpu_perf,
                 lapackf77_zlange("f", &M, &N, h_R, &M, work) / matnorm);
        } else {
          printf("%5d %5d                %6.2f          \n",
                 M, N, gpu_perf);
        }

        if (loop != 1)
            break;
    }

    /* Memory clean up */
    TESTING_FREE    ( h_A  );
    TESTING_FREE    ( tau  );
    TESTING_HOSTFREE(h_work);
    TESTING_HOSTFREE( h_R  );

    /* Shut down the MAGMA context */
    magma_finalize(context);
}
Exemplo n.º 18
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgelqf
*/
int main( int argc, char** argv)
{
    TESTING_CUDA_INIT();

    magma_timestr_t       start, end;
    float           flops, gpu_perf, cpu_perf;
    float           matnorm, work[1];
    cuFloatComplex  c_neg_one = MAGMA_C_NEG_ONE;
    cuFloatComplex *h_A, *h_R, *tau, *h_work, tmp[1];

    /* Matrix size */
    magma_int_t M = 0, N = 0, n2, lda, lwork;
    magma_int_t size[10] = {1024,2048,3072,4032,5184,6016,7040,8064,9088,10112};

    magma_int_t i, info, min_mn, nb;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};

    if (argc != 1){
        for(i = 1; i<argc; i++){
            if (strcmp("-N", argv[i])==0)
                N = atoi(argv[++i]);
            else if (strcmp("-M", argv[i])==0)
                M = atoi(argv[++i]);
        }
        if ( M == 0 ) {
            M = N;
        }
        if ( N == 0 ) {
            N = M;
        }
        if (N>0 && M>0)
            printf("  testing_cgelqf -M %d -N %d\n\n", (int) M, (int) N);
        else
            {
                printf("\nUsage: \n");
                printf("  testing_cgelqf -M %d -N %d\n\n", (int) M, (int) N);
                exit(1);
            }
    }
    else {
        printf("\nUsage: \n");
        printf("  testing_cgelqf -M %d -N %d\n\n", 1024, 1024);
        M = N = size[9];
    }

    n2  = M * N;
    min_mn = min(M, N);
    nb = magma_get_cgeqrf_nb(M);

    TESTING_MALLOC(    tau, cuFloatComplex, min_mn );
    TESTING_MALLOC(    h_A, cuFloatComplex, n2     );
    TESTING_HOSTALLOC( h_R, cuFloatComplex, n2     );

    lwork = -1;
    lapackf77_cgelqf(&M, &N, h_A, &M, tau, tmp, &lwork, &info);
    lwork = (magma_int_t)MAGMA_C_REAL( tmp[0] );
    lwork = max( lwork, M*nb );

    TESTING_HOSTALLOC( h_work, cuFloatComplex, lwork );

    printf("  M     N   CPU GFlop/s   GPU GFlop/s    ||R||_F / ||A||_F\n");
    printf("==========================================================\n");
    for(i=0; i<10; i++){
        if (argc == 1){
            M = N = size[i];
        }
        min_mn= min(M, N);
        lda   = M;
        n2    = lda*N;
        flops = FLOPS( (float)M, (float)N ) / 1000000;

        /* Initialize the matrix */
        lapackf77_clarnv( &ione, ISEED, &n2, h_A );
        lapackf77_clacpy( MagmaUpperLowerStr, &M, &N, h_A, &lda, h_R, &lda );

        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        start = get_current_time();
        magma_cgelqf( M, N, h_R, lda, tau, h_work, lwork, &info);
        end = get_current_time();
        if (info < 0)
            printf("Argument %d of magma_cgelqf had an illegal value.\n", (int) -info);
        
        gpu_perf = flops / GetTimerValue(start, end);

        /* =====================================================================
           Performs operation using LAPACK
           =================================================================== */
        start = get_current_time();
        lapackf77_cgelqf(&M, &N, h_A, &lda, tau, h_work, &lwork, &info);
        end = get_current_time();
        if (info < 0)
            printf("Argument %d of lapack_cgelqf had an illegal value.\n", (int) -info);
        
        cpu_perf = flops / GetTimerValue(start, end);

        /* =====================================================================
           Check the result compared to LAPACK
           =================================================================== */
        matnorm = lapackf77_clange("f", &M, &N, h_A, &lda, work);
        blasf77_caxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);

        printf("%5d %5d  %6.2f         %6.2f        %e\n",
               (int) M, (int) N, cpu_perf, gpu_perf,
               lapackf77_clange("f", &M, &N, h_R, &lda, work) / matnorm);

        if (argc != 1)
            break;
    }

    /* Memory clean up */
    TESTING_FREE( tau );
    TESTING_FREE( h_A );
    TESTING_HOSTFREE( h_R );
    TESTING_HOSTFREE( h_work );

    /* Shutdown */
    TESTING_CUDA_FINALIZE();
}
Exemplo n.º 19
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zpotrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    magmaDoubleComplex *h_A, *h_R;
    magma_int_t N, n2, lda, info;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    double      work[1], error;
    magma_int_t status = 0;

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    opts.lapack |= opts.check;  // check (-c) implies lapack (-l)
    
    double tol = opts.tolerance * lapackf77_dlamch("E");
    
    printf("ngpu %d, uplo %c\n", (int) opts.ngpu, opts.uplo );
    printf("    N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R_magma - R_lapack||_F / ||R_lapack||_F\n");
    printf("========================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N     = opts.nsize[i];
            lda   = N;
            n2    = lda*N;
            gflops = FLOPS_ZPOTRF( N ) / 1e9;
            
            TESTING_MALLOC(    h_A, magmaDoubleComplex, n2 );
            TESTING_HOSTALLOC( h_R, magmaDoubleComplex, n2 );
            
            /* Initialize the matrix */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            magma_zmake_hpd( N, h_A, lda );
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_zpotrf( opts.uplo, N, h_R, lda, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_zpotrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.lapack ) {
                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                lapackf77_zpotrf( &opts.uplo, &N, h_A, &lda, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_zpotrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                /* =====================================================================
                   Check the result compared to LAPACK
                   =================================================================== */
                error = lapackf77_zlange("f", &N, &N, h_A, &lda, work);
                blasf77_zaxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
                error = lapackf77_zlange("f", &N, &N, h_R, &lda, work) / error;
                
                printf("%5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e%s\n",
                       (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time,
                       error, (error < tol ? "" : "  failed") );
                status |= ! (error < tol);
            }
            else {
                printf("%5d     ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                       (int) N, gpu_perf, gpu_time );
            }
            TESTING_FREE(     h_A );
            TESTING_HOSTFREE( h_R );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Exemplo n.º 20
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing chegvd
*/
int main( int argc, char** argv) 
{
    TESTING_CUDA_INIT();

    cuFloatComplex *h_A, *h_R, *h_B, *h_S, *h_work;
    float *rwork, *w1, *w2;
    magma_int_t *iwork;
    float gpu_time, cpu_time;

    magma_timestr_t start, end;

    /* Matrix size */
    magma_int_t N=0, n2;
    magma_int_t size[4] = {1024,2048,4100,6001};

    magma_int_t i, itype, info;
    magma_int_t ione = 1, izero = 0;
    magma_int_t five = 5;

    cuFloatComplex c_zero    = MAGMA_C_ZERO;
    cuFloatComplex c_one     = MAGMA_C_ONE;
    cuFloatComplex c_neg_one = MAGMA_C_NEG_ONE;

    float d_one     =  1.;
    float d_neg_one = -1.;
    float d_ten     = 10.;
    magma_int_t ISEED[4] = {0,0,0,1};

    const char *uplo = MagmaLowerStr;
    const char *jobz = MagmaVectorsStr;
    itype = 1;

    magma_int_t checkres;
    float result[4];

    int flagN = 0;

    if (argc != 1){
        for(i = 1; i<argc; i++){
            if (strcmp("-N", argv[i])==0){
                N = atoi(argv[++i]);
                if (N>0){
                   printf("  testing_chegvd -N %d\n\n", (int) N);
                   flagN=1;
                }
                else {
                   printf("\nUsage: \n");
                   printf("  testing_chegvd -N %d\n\n", (int) N);
                   exit(1);
                }
            }
            if (strcmp("-itype", argv[i])==0){
                itype = atoi(argv[++i]);
                if (itype>0 && itype <= 3){
                   printf("  testing_chegvd -itype %d\n\n", (int) itype);
                }
                else {
                   printf("\nUsage: \n");
                   printf("  testing_chegvd -itype %d\n\n", (int) itype);
                   exit(1);
                }
            }
            if (strcmp("-L", argv[i])==0){
              uplo = MagmaLowerStr;
              printf("  testing_chegvd -L");
            }
            if (strcmp("-U", argv[i])==0){
              uplo = MagmaUpperStr;
              printf("  testing_chegvd -U");              
            }
          
        }
      
    } else {
        printf("\nUsage: \n");
        printf("  testing_chegvd -L/U -N %d -itype %d\n\n", 1024, 1);
    }

    if(!flagN)
        N = size[3];

    checkres  = getenv("MAGMA_TESTINGS_CHECK") != NULL;
    n2  = N * N;

    /* Allocate host memory for the matrix */
    TESTING_MALLOC(   h_A, cuFloatComplex, n2);
    TESTING_MALLOC(   h_B, cuFloatComplex, n2);
    TESTING_MALLOC(    w1, float         ,  N);
    TESTING_MALLOC(    w2, float         ,  N);
    TESTING_HOSTALLOC(h_R, cuFloatComplex, n2);
    TESTING_HOSTALLOC(h_S, cuFloatComplex, n2);

    magma_int_t nb = magma_get_chetrd_nb(N);
    magma_int_t lwork = 2*N*nb + N*N;
    magma_int_t lrwork = 1 + 5*N +2*N*N;
    magma_int_t liwork = 3 + 5*N;

    TESTING_HOSTALLOC(h_work, cuFloatComplex,  lwork);
    TESTING_MALLOC(    rwork,          float, lrwork);
    TESTING_MALLOC(    iwork,     magma_int_t, liwork);
    
    printf("  N     CPU Time(s)    GPU Time(s) \n");
    printf("===================================\n");
    for(i=0; i<4; i++){
        if (!flagN){
            N = size[i];
            n2 = N*N;
        }

        /* Initialize the matrix */
        lapackf77_clarnv( &ione, ISEED, &n2, h_A );
        //lapackf77_clatms( &N, &N, "U", ISEED, "P", w1, &five, &d_ten,
        //                 &d_one, &N, &N, uplo, h_B, &N, h_work, &info);
        //lapackf77_claset( "A", &N, &N, &c_zero, &c_one, h_B, &N);
        lapackf77_clarnv( &ione, ISEED, &n2, h_B );
        /* increase the diagonal */
        {
          magma_int_t i, j;
          for(i=0; i<N; i++) {
            MAGMA_C_SET2REAL( h_B[i*N+i], MAGMA_C_REAL(h_B[i*N+i]) + 1.*N );
            MAGMA_C_SET2REAL( h_A[i*N+i], MAGMA_C_REAL(h_A[i*N+i]) );
          }
        }
        lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
        lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );

        magma_chegvd(itype, jobz[0], uplo[0],
                     N, h_R, N, h_S, N, w1,
                     h_work, lwork, 
                     rwork, lrwork, 
                     iwork, liwork, 
                     &info);
        
        lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
        lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );


        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        start = get_current_time();
        magma_chegvd(itype, jobz[0], uplo[0],
                     N, h_R, N, h_S, N, w1,
                     h_work, lwork,
                     rwork, lrwork,
                     iwork, liwork,
                     &info);
        end = get_current_time();

        gpu_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)
             (2)    | I - V V' B | / ( N )           (itype = 1,2)
                    | B - V V' | / ( |B| N )         (itype = 3)
             (3)    | S(with V) - S(w/o V) | / | S |
             =================================================================== */
          float temp1, temp2;
          cuFloatComplex *tau;

          if (itype == 1 || itype == 2){
            lapackf77_claset( "A", &N, &N, &c_zero, &c_one, h_S, &N);
            blasf77_cgemm("N", "C", &N, &N, &N, &c_one, h_R, &N, h_R, &N, &c_zero, h_work, &N);
            blasf77_chemm("R", uplo, &N, &N, &c_neg_one, h_B, &N, h_work, &N, &c_one, h_S, &N);
            result[1]= lapackf77_clange("1", &N, &N, h_S, &N, rwork) / N;
          }
          else if (itype == 3){
            lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N);
            blasf77_cherk(uplo, "N", &N, &N, &d_neg_one, h_R, &N, &d_one, h_S, &N); 
            result[1]= lapackf77_clanhe("1",uplo, &N, h_S, &N, rwork) / N / lapackf77_clanhe("1",uplo, &N, h_B, &N, rwork);
          }

          result[0] = 1.;
          result[0] /= lapackf77_clanhe("1",uplo, &N, h_A, &N, rwork);
          result[0] /= lapackf77_clange("1",&N , &N, h_R, &N, rwork);

          if (itype == 1){
            blasf77_chemm("L", uplo, &N, &N, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
            for(int i=0; i<N; ++i)
              blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
            blasf77_chemm("L", uplo, &N, &N, &c_neg_one, h_B, &N, h_R, &N, &c_one, h_work, &N);
            result[0] *= lapackf77_clange("1", &N, &N, h_work, &N, rwork)/N;
          }
          else if (itype == 2){
            blasf77_chemm("L", uplo, &N, &N, &c_one, h_B, &N, h_R, &N, &c_zero, h_work, &N);
            for(int i=0; i<N; ++i)
              blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
            blasf77_chemm("L", uplo, &N, &N, &c_one, h_A, &N, h_work, &N, &c_neg_one, h_R, &N);
            result[0] *= lapackf77_clange("1", &N, &N, h_R, &N, rwork)/N;
          }
          else if (itype == 3){
            blasf77_chemm("L", uplo, &N, &N, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
            for(int i=0; i<N; ++i)
              blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
            blasf77_chemm("L", uplo, &N, &N, &c_one, h_B, &N, h_work, &N, &c_neg_one, h_R, &N);
            result[0] *= lapackf77_clange("1", &N, &N, h_R, &N, rwork)/N;
          }

/*          lapackf77_chet21(&ione, uplo, &N, &izero,
                           h_A, &N,
                           w1, w1,
                           h_R, &N,
                           h_R, &N,
                           tau, h_work, rwork, &result[0]);
*/          
          lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
          lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );
 
          magma_chegvd(itype, 'N', uplo[0],
                       N, h_R, N, h_S, N, w2,
                       h_work, lwork,
                       rwork, lrwork,
                       iwork, liwork,
                       &info);

          temp1 = 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]));
          }
          result[2] = temp2 / temp1;
        }

        /* =====================================================================
           Performs operation using LAPACK
           =================================================================== */
        start = get_current_time();
        lapackf77_chegvd(&itype, jobz, uplo,
                         &N, h_A, &N, h_B, &N, w2,
                         h_work, &lwork,
                         rwork, &lrwork,
                         iwork, &liwork,
                         &info);
        end = get_current_time();
        if (info < 0)
          printf("Argument %d of chegvd had an illegal value.\n", (int) -info);

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


        /* =====================================================================
           Print execution time
           =================================================================== */
        printf("%5d     %6.2f         %6.2f\n",
               (int) N, cpu_time, gpu_time);
        if ( checkres ){
          printf("Testing the eigenvalues and eigenvectors for correctness:\n");
          if(itype==1)
             printf("(1)    | A Z - B Z D | / (|A| |Z| N) = %e\n", result[0]);
          else if(itype==2)
             printf("(1)    | A B Z - Z D | / (|A| |Z| N) = %e\n", result[0]);
          else if(itype==3)
             printf("(1)    | B A Z - Z D | / (|A| |Z| N) = %e\n", result[0]);
          if(itype==1 || itype ==2)
             printf("(2)    | I -   Z Z' B | /  N         = %e\n", result[1]);
          else
             printf("(2)    | B -  Z Z' | / (|B| N)       = %e\n", result[1]);
          printf("(3)    | D(w/ Z)-D(w/o Z)|/ |D|      = %e\n\n", result[2]);
        }

        if (flagN)
            break;
    }
 
    /* Memory clean up */
    TESTING_FREE(       h_A);
    TESTING_FREE(       h_B);
    TESTING_FREE(        w1);
    TESTING_FREE(        w2);
    TESTING_FREE(     rwork);
    TESTING_FREE(     iwork);
    TESTING_HOSTFREE(h_work);
    TESTING_HOSTFREE(   h_R);
    TESTING_HOSTFREE(   h_S);

    /* Shutdown */
    TESTING_CUDA_FINALIZE();
}