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

    /* Constants */
    const magmaFloatComplex c_zero    = MAGMA_C_ZERO;
    const magmaFloatComplex c_one     = MAGMA_C_ONE;
    const magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    const magma_int_t ione = 1;
    
    /* Local variables */
    real_Double_t gpu_time;

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

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

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

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

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

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

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

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

            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            lapackf77_clarnv( &ione, ISEED, &n2, h_B );
            magma_cmake_hpd( N, h_B, lda );
            magma_cmake_hermitian( N, h_A, lda );

            lapackf77_clacpy( MagmaFullStr, &N, &N, h_A, &lda, h_R, &lda );
            lapackf77_clacpy( MagmaFullStr, &N, &N, h_B, &lda, h_S, &lda );

            // ===================================================================
            // Performs operation using MAGMA
            // ===================================================================
            gpu_time = magma_wtime();
            if (opts.ngpu == 1) {
                magma_chegvdx_2stage( opts.itype, opts.jobz, range, opts.uplo,
                                      N, h_R, lda, h_S, lda, vl, vu, il, iu, &m1, w1,
                                      h_work, lwork,
                                      #ifdef COMPLEX
                                      rwork, lrwork,
                                      #endif
                                      iwork, liwork,
                                      &info );
            }
            else {
                magma_chegvdx_2stage_m( abs_ngpu, opts.itype, opts.jobz, range, opts.uplo,
                                        N, h_R, lda, h_S, lda, vl, vu, il, iu, &m1, w1,
                                        h_work, lwork,
                                        #ifdef COMPLEX
                                        rwork, lrwork,
                                        #endif
                                        iwork, liwork,
                                        &info );
            }
            gpu_time = magma_wtime() - gpu_time;
            if (info != 0) {
                printf("magma_chegvdx_2stage returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            if ( opts.check ) {
                /* =====================================================================
                   Check the results following the LAPACK's [zc]hegvdx routine.
                   A x = lambda B x is solved
                   and the following 3 tests computed:
                   (1)    | A Z - B Z D | / ( |A| |Z| N )  (itype = 1)
                          | A B Z - Z D | / ( |A| |Z| N )  (itype = 2)
                          | B A Z - Z D | / ( |A| |Z| N )  (itype = 3)
                   (2)    | D(with V, magma) - D(w/o V, lapack) | / | D |
                   =================================================================== */
                #ifdef REAL
                float *rwork = h_work + N*N;
                #endif
                
                if ( opts.jobz != MagmaNoVec ) {
                    result[0] = 1.;
                    result[0] /= safe_lapackf77_clanhe("1", lapack_uplo_const(opts.uplo), &N, h_A, &lda, rwork);
                    result[0] /= lapackf77_clange("1", &N, &m1, h_R, &lda, rwork);
                    
                    if (opts.itype == 1) {
                        blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &lda, h_R, &lda, &c_zero, h_work, &N);
                        for (int i=0; i < m1; ++i)
                            blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
                        blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_neg_one, h_B, &lda, h_R, &lda, &c_one, h_work, &N);
                        result[0] *= lapackf77_clange("1", &N, &m1, h_work, &N, rwork)/N;
                    }
                    else if (opts.itype == 2) {
                        blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_B, &lda, h_R, &lda, &c_zero, h_work, &N);
                        for (int i=0; i < m1; ++i)
                            blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
                        blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &lda, h_work, &N, &c_neg_one, h_R, &lda);
                        result[0] *= lapackf77_clange("1", &N, &m1, h_R, &lda, rwork)/N;
                    }
                    else if (opts.itype == 3) {
                        blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &lda, h_R, &lda, &c_zero, h_work, &N);
                        for (int i=0; i < m1; ++i)
                            blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
                        blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_B, &lda, h_work, &N, &c_neg_one, h_R, &lda);
                        result[0] *= lapackf77_clange("1", &N, &m1, h_R, &lda, rwork)/N;
                    }
                }
                
                lapackf77_clacpy( MagmaFullStr, &N, &N, h_A, &lda, h_R, &lda );
                lapackf77_clacpy( MagmaFullStr, &N, &N, h_B, &lda, h_S, &lda );
                
                lapackf77_chegvd( &opts.itype, "N", lapack_uplo_const(opts.uplo), &N,
                                  h_R, &lda, h_S, &lda, w2,
                                  h_work, &lwork,
                                  #ifdef COMPLEX
                                  rwork, &lrwork,
                                  #endif
                                  iwork, &liwork,
                                  &info );
                if (info != 0) {
                    printf("lapackf77_chegvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                }
                
                float maxw=0, diff=0;
                for (int j=0; j < m1; j++) {
                    maxw = max(maxw, fabs(w1[j]));
                    maxw = max(maxw, fabs(w2[j]));
                    diff = max(diff, fabs(w1[j] - w2[j]));
                }
                result[1] = diff / (m1*maxw);
            }
            
            /* =====================================================================
               Print execution time
               =================================================================== */
            printf("%5d %5d   %9.4f     ",
                   (int) N, (int) m1, gpu_time);
            if ( opts.check ) {
                bool okay = (result[1] < tolulp);
                if ( opts.jobz != MagmaNoVec ) {
                    okay = okay && (result[0] < tol);
                    printf("   %8.2e", result[0] );
                }
                else {
                    printf("     ---   ");
                }
                printf("        %8.2e  %s\n", result[1], (okay ? "ok" : "failed"));
                status += ! okay;
            }
            else {
                printf("     ---\n");
            }
            
            TESTING_FREE_CPU( h_A   );
            TESTING_FREE_CPU( h_B   );
            TESTING_FREE_CPU( w1    );
            TESTING_FREE_CPU( w2    );
            TESTING_FREE_CPU( iwork );
            
            TESTING_FREE_PIN( h_R );
            TESTING_FREE_PIN( h_S );
            TESTING_FREE_PIN( h_work );
            #ifdef COMPLEX
            TESTING_FREE_PIN( rwork );
            #endif
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    opts.cleanup();
    TESTING_FINALIZE();
    return status;
}
Пример #2
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cposv_gpu
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, cpu_perf, cpu_time, gpu_perf, gpu_time;
    float          error, Rnorm, Anorm, Xnorm, *work;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_B, *h_X;
    magmaFloatComplex_ptr d_A, d_B;
    magma_int_t N, lda, ldb, ldda, lddb, info, sizeA, sizeB;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    printf("uplo = %s\n", lapack_uplo_const(opts.uplo) );
    printf("    N  NRHS   CPU Gflop/s (sec)   GPU GFlop/s (sec)   ||B - AX|| / N*||A||*||X||\n");
    printf("================================================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N   = opts.nsize[itest];
            lda = ldb = N;
            ldda = ((N+31)/32)*32;
            lddb = ldda;
            gflops = ( FLOPS_CPOTRF( N ) + FLOPS_CPOTRS( N, opts.nrhs ) ) / 1e9;
            
            TESTING_MALLOC_CPU( h_A, magmaFloatComplex, lda*N         );
            TESTING_MALLOC_CPU( h_B, magmaFloatComplex, ldb*opts.nrhs );
            TESTING_MALLOC_CPU( h_X, magmaFloatComplex, ldb*opts.nrhs );
            TESTING_MALLOC_CPU( work, float, N );
            
            TESTING_MALLOC_DEV( d_A, magmaFloatComplex, ldda*N         );
            TESTING_MALLOC_DEV( d_B, magmaFloatComplex, lddb*opts.nrhs );
            
            /* ====================================================================
               Initialize the matrix
               =================================================================== */
            sizeA = lda*N;
            sizeB = ldb*opts.nrhs;
            lapackf77_clarnv( &ione, ISEED, &sizeA, h_A );
            lapackf77_clarnv( &ione, ISEED, &sizeB, h_B );
            magma_cmake_hpd( N, h_A, lda );
            
            magma_csetmatrix( N, N,         h_A, N, d_A, ldda );
            magma_csetmatrix( N, opts.nrhs, h_B, N, d_B, lddb );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_cposv_gpu( opts.uplo, N, opts.nrhs, d_A, ldda, d_B, lddb, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cpotrf_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));

            /* =====================================================================
               Residual
               =================================================================== */
            magma_cgetmatrix( N, opts.nrhs, d_B, lddb, h_X, ldb );
            
            Anorm = lapackf77_clange("I", &N, &N,         h_A, &lda, work);
            Xnorm = lapackf77_clange("I", &N, &opts.nrhs, h_X, &ldb, work);
            
            blasf77_cgemm( MagmaNoTransStr, MagmaNoTransStr, &N, &opts.nrhs, &N,
                           &c_one,     h_A, &lda,
                                       h_X, &ldb,
                           &c_neg_one, h_B, &ldb );
            
            Rnorm = lapackf77_clange("I", &N, &opts.nrhs, h_B, &ldb, work);
            error = Rnorm/(N*Anorm*Xnorm);
            status += ! (error < tol);
            
            /* ====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_cposv( lapack_uplo_const(opts.uplo), &N, &opts.nrhs, h_A, &lda, h_B, &ldb, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cposv returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                printf( "%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e   %s\n",
                        (int) N, (int) opts.nrhs, cpu_perf, cpu_time, gpu_perf, gpu_time,
                        error, (error < tol ? "ok" : "failed"));
            }
            else {
                printf( "%5d %5d     ---   (  ---  )   %7.2f (%7.2f)   %8.2e   %s\n",
                        (int) N, (int) opts.nrhs, gpu_perf, gpu_time,
                        error, (error < tol ? "ok" : "failed"));
            }
            
            TESTING_FREE_CPU( h_A  );
            TESTING_FREE_CPU( h_B  );
            TESTING_FREE_CPU( h_X  );
            TESTING_FREE_CPU( work );
            
            TESTING_FREE_DEV( d_A  );
            TESTING_FREE_DEV( d_B  );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Пример #3
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cpotrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    magmaFloatComplex *h_A, *h_R;
    magma_int_t N, n2, lda, info;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    float      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)
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    printf("ngpu = %d, uplo = %s\n", (int) opts.ngpu, lapack_uplo_const(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 itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N     = opts.nsize[itest];
            lda   = N;
            n2    = lda*N;
            gflops = FLOPS_CPOTRF( N ) / 1e9;
            
            TESTING_MALLOC_CPU( h_A, magmaFloatComplex, n2 );
            TESTING_MALLOC_PIN( h_R, magmaFloatComplex, n2 );
            
            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            magma_cmake_hpd( N, h_A, lda );
            lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_cpotrf( opts.uplo, N, h_R, lda, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cpotrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.lapack ) {
                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                lapackf77_cpotrf( lapack_uplo_const(opts.uplo), &N, h_A, &lda, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cpotrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                /* =====================================================================
                   Check the result compared to LAPACK
                   =================================================================== */
                error = lapackf77_clange("f", &N, &N, h_A, &lda, work);
                blasf77_caxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
                error = lapackf77_clange("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 ? "ok" : "failed") );
                status += ! (error < tol);
            }
            else {
                printf("%5d     ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                       (int) N, gpu_perf, gpu_time );
            }
            TESTING_FREE_CPU( h_A );
            TESTING_FREE_PIN( h_R );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Пример #4
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing chegst
*/
int main( int argc, char** argv)
{
    TESTING_INIT();
    
    // Constants
    const magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    const magma_int_t ione = 1;

    // Local variables
    real_Double_t gpu_time, cpu_time;
    magmaFloatComplex *h_A, *h_B, *h_R;
    magmaFloatComplex_ptr d_A, d_B;
    float      Anorm, error, work[1];
    magma_int_t N, n2, lda, ldda, info;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    magma_opts opts;
    opts.parse_opts( argc, argv );
    opts.lapack |= opts.check;  // check (-c) implies lapack (-l)
    
    float tol = opts.tolerance * lapackf77_slamch("E");

    printf("%% uplo = %s\n", lapack_uplo_const(opts.uplo) );
    printf("%% itype   N   CPU time (sec)   GPU time (sec)   |R|     \n");
    printf("%%=======================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[itest];
            lda    = N;
            ldda   = magma_roundup( lda, opts.align );
            n2     = N*lda;
            
            TESTING_MALLOC_CPU( h_A,     magmaFloatComplex, lda*N );
            TESTING_MALLOC_CPU( h_B,     magmaFloatComplex, lda*N );
            
            TESTING_MALLOC_PIN( h_R,     magmaFloatComplex, lda*N );
            
            TESTING_MALLOC_DEV( d_A,     magmaFloatComplex, ldda*N );
            TESTING_MALLOC_DEV( d_B,     magmaFloatComplex, ldda*N );
            
            /* ====================================================================
               Initialize the matrix
               =================================================================== */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            lapackf77_clarnv( &ione, ISEED, &n2, h_B );
            magma_cmake_hermitian( N, h_A, lda );
            magma_cmake_hpd(       N, h_B, lda );
            magma_cpotrf( opts.uplo, N, h_B, lda, &info );
            if (info != 0) {
                printf("magma_cpotrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            magma_csetmatrix( N, N, h_A, lda, d_A, ldda );
            magma_csetmatrix( N, N, h_B, lda, d_B, ldda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_chegst_gpu( opts.itype, opts.uplo, N, d_A, ldda, d_B, ldda, &info );
            gpu_time = magma_wtime() - gpu_time;
            if (info != 0) {
                printf("magma_chegst_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_chegst( &opts.itype, lapack_uplo_const(opts.uplo),
                                  &N, h_A, &lda, h_B, &lda, &info );
                cpu_time = magma_wtime() - cpu_time;
                if (info != 0) {
                    printf("lapackf77_chegst returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                }
                
                magma_cgetmatrix( N, N, d_A, ldda, h_R, lda );
                
                blasf77_caxpy( &n2, &c_neg_one, h_A, &ione, h_R, &ione );
                Anorm = safe_lapackf77_clanhe("f", lapack_uplo_const(opts.uplo), &N, h_A, &lda, work );
                error = safe_lapackf77_clanhe("f", lapack_uplo_const(opts.uplo), &N, h_R, &lda, work )
                      / Anorm;
                
                bool okay = (error < tol);
                status += ! okay;
                printf("%3d   %5d   %7.2f          %7.2f          %8.2e   %s\n",
                       (int) opts.itype, (int) N, cpu_time, gpu_time,
                       error, (okay ? "ok" : "failed"));
            }
            else {
                printf("%3d   %5d     ---            %7.2f\n",
                       (int) opts.itype, (int) N, gpu_time );
            }
            
            TESTING_FREE_CPU( h_A );
            TESTING_FREE_CPU( h_B );
            
            TESTING_FREE_PIN( h_R );
            
            TESTING_FREE_DEV( d_A );
            TESTING_FREE_DEV( d_B );
            
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    opts.cleanup();
    TESTING_FINALIZE();
    return status;
}
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing chegvdx
*/
int main( int argc, char** argv)
{

    TESTING_INIT_MGPU();

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

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

    float *w1, result=0;
    magma_int_t *iwork;
    magma_int_t N, n2, info, lwork, liwork;
    magmaFloatComplex c_zero    = MAGMA_C_ZERO;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

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

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

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

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


            //magma_int_t NB = 96;//magma_bulge_get_nb(N);
            //magma_int_t sizvblg = magma_cbulge_get_lq2(N, threads);        
            //magma_int_t siz = max(sizvblg,n2)+2*(N*NB+N)+24*N; 
            /* Allocate host memory for the matrix */
            TESTING_MALLOC_PIN( h_A,    magmaFloatComplex, n2 );
            TESTING_MALLOC_PIN( h_B,    magmaFloatComplex, n2 );
            TESTING_MALLOC_PIN( h_work, magmaFloatComplex, lwork );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_MALLOC_PIN( rwork,  float, lrwork);
            #endif

            TESTING_MALLOC_CPU( w1,     float, N );
            TESTING_MALLOC_CPU( iwork,  magma_int_t, liwork);
            
            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            lapackf77_clarnv( &ione, ISEED, &n2, h_B );
            magma_cmake_hpd( N, h_B, N );
            magma_cmake_hermitian( N, h_A, N );

            if ( opts.warmup || opts.check ) {
                TESTING_MALLOC_CPU( h_Ainit, magmaFloatComplex, n2 );
                TESTING_MALLOC_CPU( h_Binit, magmaFloatComplex, n2 );
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_Ainit, &N );
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_Binit, &N );
            }



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

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

            if ( opts.warmup ) {

                // ==================================================================
                // Warmup using MAGMA. I prefer to use smalltest to warmup A-
                // ==================================================================
                magma_chegvdx_2stage_m(opts.ngpu, opts.itype, opts.jobz, range, opts.uplo,
                                       N, h_A, N, h_B, N, vl, vu, il, iu, &m1, w1,
                                       h_work, lwork,
                                       #if defined(PRECISION_z) || defined(PRECISION_c)
                                       rwork, lrwork,
                                       #endif
                                       iwork, liwork,
                                       &info);
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_Binit, &N, h_B, &N );
            }

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

            mgpu_time = magma_wtime();
            magma_chegvdx_2stage_m(opts.ngpu, opts.itype, opts.jobz, range, opts.uplo,
                                   N, h_A, N, h_B, N, vl, vu, il, iu, &m1, w1,
                                   h_work, lwork,
                                       #if defined(PRECISION_z) || defined(PRECISION_c)
                                   rwork, lrwork,
                                       #endif
                                   iwork, liwork,
                                   &info);
            mgpu_time = magma_wtime() - mgpu_time;

            if ( opts.check ) {
                // ===================================================================
                // Check the results following the LAPACK's [zc]hegvdx routine.
                // A x = lambda B x is solved
                // and the following 3 tests computed:
                // (1)    | A Z - B Z D | / ( |A||Z| N )  (itype = 1)
                // | A B Z - Z D | / ( |A||Z| N )  (itype = 2)
                // | B A Z - Z D | / ( |A||Z| N )  (itype = 3)
                // ===================================================================
                #if defined(PRECISION_d) || defined(PRECISION_s)
                float *rwork = h_work + N*N;
                #endif
                result = 1.;
                result /= lapackf77_clanhe("1", lapack_uplo_const(opts.uplo), &N, h_Ainit, &N, rwork);
                result /= lapackf77_clange("1", &N , &m1, h_A, &N, rwork);

                if (opts.itype == 1) {
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_csscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_neg_one, h_Binit, &N, h_A, &N, &c_one, h_work, &N);
                    result *= lapackf77_clange("1", &N, &m1, h_work, &N, rwork)/N;
                }
                else if (opts.itype == 2) {
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Binit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_csscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Ainit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_clange("1", &N, &m1, h_A, &N, rwork)/N;
                }
                else if (opts.itype == 3) {
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Ainit, &N, h_A, &N, &c_zero, h_work, &N);
                    for(int i=0; i<m1; ++i)
                        blasf77_csscal(&N, &w1[i], &h_A[i*N], &ione);
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_Binit, &N, h_work, &N, &c_neg_one, h_A, &N);
                    result *= lapackf77_clange("1", &N, &m1, h_A, &N, rwork)/N;
                }
            }

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

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

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

    /* Shutdown */
    TESTING_FINALIZE_MGPU();
    return status;
}
Пример #6
0
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    magmaFloatComplex *h_A, *h_R;
    magmaFloatComplex *d_A;
    magma_int_t N, n2, lda, ldda, info;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    float      work[1], error;
    magma_int_t status = 0;
    magmaFloatComplex **d_A_array = NULL;
    magma_int_t *dinfo_magma;

    magma_int_t batchCount;

    magma_queue_t queue = magma_stream;
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    opts.lapack |= opts.check;  // check (-c) implies lapack (-l)
    batchCount = opts.batchcount;
    float tol = opts.tolerance * lapackf77_slamch("E");

    printf("BatchCount    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];
            ldda = lda = ((N+31)/32)*32;
            n2  = lda* N  * batchCount;

            gflops = batchCount * FLOPS_CPOTRF( N ) / 1e9 ;

            TESTING_MALLOC_CPU( h_A, magmaFloatComplex, n2);
            TESTING_MALLOC_PIN( h_R, magmaFloatComplex, n2);
            TESTING_MALLOC_DEV(  d_A, magmaFloatComplex, ldda * N * batchCount);
            TESTING_MALLOC_DEV(  dinfo_magma,  magma_int_t, batchCount);
            
            magma_malloc((void**)&d_A_array, batchCount * sizeof(*d_A_array));

            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            for(int i=0; i<batchCount; i++)
            {
               magma_cmake_hpd( N, h_A + i * lda * N, lda );// need modification
            }
            
            magma_int_t columns = N * batchCount;
            lapackf77_clacpy( MagmaUpperLowerStr, &N, &(columns), h_A, &lda, h_R, &lda );
            magma_csetmatrix( N, columns, h_A, lda, d_A, ldda );


            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            cset_pointer(d_A_array, d_A, ldda, 0, 0, ldda * N, batchCount, queue);
            gpu_time = magma_sync_wtime(NULL);
            info = magma_cpotrf_batched( opts.uplo, N, d_A_array, ldda, dinfo_magma, batchCount, queue);
            gpu_time = magma_sync_wtime(NULL) - gpu_time;
            gpu_perf = gflops / gpu_time;
            magma_int_t *cpu_info = (magma_int_t*) malloc(batchCount*sizeof(magma_int_t));
            magma_getvector( batchCount, sizeof(magma_int_t), dinfo_magma, 1, cpu_info, 1);
            for(int i=0; i<batchCount; i++)
            {
                if(cpu_info[i] != 0 ){
                    printf("magma_cpotrf_batched matrix %d returned internal error %d\n",i, (int)cpu_info[i] );
                }
            }
            if (info != 0)
                printf("magma_cpotrf_batched returned argument error %d: %s.\n", (int) info, magma_strerror( info ));

            if ( opts.lapack ) {

                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                for(int i=0; i<batchCount; i++)
                {
                   lapackf77_cpotrf( lapack_uplo_const(opts.uplo), &N, h_A + i * lda * N, &lda, &info );
                }
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cpotrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));

                /* =====================================================================
                   Check the result compared to LAPACK
                   =================================================================== */
                 magma_cgetmatrix( N, columns, d_A, ldda, h_R, lda );
                 magma_int_t NN = lda*N;
                 char const uplo = 'l'; // lapack_uplo_const(opts.uplo)
                 float err = 0.0;
                 for(int i=0; i<batchCount; i++)
                 { 
                     error = lapackf77_clanhe("f", &uplo, &N, h_A + i * lda*N, &lda, work);                
                     blasf77_caxpy(&NN, &c_neg_one, h_A + i * lda*N, &ione, h_R + i  * lda*N, &ione);
                     error = lapackf77_clanhe("f", &uplo, &N, h_R + i * lda*N, &lda, work) / error;
                     if ( isnan(error) || isinf(error) ) {
                         err = error;
                         break;
                     }
                     err = max(fabs(error),err);
                 }
              

                printf("%5d      %5d    %7.2f (%7.2f)     %7.2f (%7.2f)     %8.2e   %s\n",
                       (int)batchCount, (int) N, cpu_perf, cpu_time*1000., gpu_perf, gpu_time*1000., err,  (error < tol ? "ok" : "failed"));
                status += ! (err < tol);
                
            }
            else {
                printf("%5d      %5d    ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                       (int)batchCount, (int) N, gpu_perf, gpu_time*1000. );
            }
            TESTING_FREE_CPU( h_A );
            TESTING_FREE_PIN( h_R );
            TESTING_FREE_DEV( d_A );
            TESTING_FREE_DEV( d_A_array );
            TESTING_FREE_DEV( dinfo_magma );
            free(cpu_info);
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;

}
Пример #7
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing chegvd
*/
int main( int argc, char** argv)
{
    TESTING_INIT_MGPU();

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

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

    magma_int_t info;
    magma_int_t ione = 1;

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

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

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

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

    printf("using: ngpu = %d, itype = %d, jobz = %s, uplo = %s, check = %d\n",
           (int) opts.ngpu, (int) opts.itype,
           lapack_vec_const(opts.jobz), lapack_uplo_const(opts.uplo), (int) opts.check);

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

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

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

            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            lapackf77_clarnv( &ione, ISEED, &n2, h_B );
            magma_cmake_hpd( N, h_B, N );
            magma_cmake_hermitian( N, h_A, N );

            if ( opts.warmup || opts.check ) {
                TESTING_MALLOC_CPU( h_Ainit, magmaFloatComplex, n2 );
                TESTING_MALLOC_CPU( h_Binit, magmaFloatComplex, n2 );
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_Ainit, &N );
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_Binit, &N );
            }

            if (opts.warmup) {
                // ==================================================================
                // Warmup using MAGMA.
                // ==================================================================
                magma_chegvd_m( opts.ngpu, opts.itype, opts.jobz, opts.uplo,
                                N, h_A, N, h_B, N, w1,
                                h_work, lwork,
                                #if defined(PRECISION_z) || defined(PRECISION_c)
                                rwork, lrwork,
                                #endif
                                iwork, liwork,
                                &info);
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_Binit, &N, h_B, &N );
            }

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

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

            if (info != 0)
                printf("magma_chegvd_m 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)
                   =================================================================== */

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

                result = 1.;
                result /= lapackf77_clanhe("1", lapack_uplo_const(opts.uplo), &N, h_Ainit, &N, rwork);
                result /= lapackf77_clange("1", &N, &N, h_A, &N, rwork);

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

                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_Ainit, &N, h_A, &N );
                lapackf77_clacpy( MagmaUpperLowerStr, &N, &N, h_Binit, &N, h_B, &N );

                /* ====================================================================
                   Performs operation using MAGMA
                   =================================================================== */
                gpu_time = magma_wtime();
                magma_chegvd(opts.itype, opts.jobz, opts.uplo,
                             N, h_A, N, h_B, N, w2,
                             h_work, lwork,
                             #if defined(PRECISION_z) || defined(PRECISION_c)
                             rwork, lrwork,
                             #endif
                             iwork, liwork,
                             &info);
                gpu_time = magma_wtime() - gpu_time;

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

                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                lapackf77_chegvd(&opts.itype, lapack_vec_const(opts.jobz), lapack_uplo_const(opts.uplo),
                                 &N, h_Ainit, &N, h_Binit, &N, w2,
                                 h_work, &lwork,
                                 #if defined(PRECISION_z) || defined(PRECISION_c)
                                 rwork, &lrwork,
                                 #endif
                                 iwork, &liwork,
                                 &info);
                cpu_time = magma_wtime() - cpu_time;
                if (info != 0)
                    printf("lapackf77_chegvd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));

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

                /* =====================================================================
                   Print execution time
                   =================================================================== */
                printf("%5d   %7.2f          %7.2f          %7.2f\n",
                       (int) N, cpu_time, gpu_time, mgpu_time);
                printf("Testing the eigenvalues and eigenvectors for correctness:\n");
                if (opts.itype==1) {
                    printf("(1)    | A Z - B Z D | / (|A| |Z| N) = %8.2e   %s\n",   result,  (result  < tol    ? "ok" : "failed") );
                }
                else if (opts.itype==2) {
                    printf("(1)    | A B Z - Z D | / (|A| |Z| N) = %8.2e   %s\n",   result,  (result  < tol    ? "ok" : "failed") );
                }
                else if (opts.itype==3) {
                    printf("(1)    | B A Z - Z D | / (|A| |Z| N) = %8.2e   %s\n",   result,  (result  < tol    ? "ok" : "failed") );
                }
                printf(    "(3)    | D(MGPU)-D(LAPACK) |/ |D|    = %8.2e   %s\n\n", result2, (result2 < tolulp ? "ok" : "failed") );
                status += ! (result < tol && result2 < tolulp);
            }
            else {
                printf("%5d     ---              ---            %7.2f\n",
                       (int) N, mgpu_time);
            }

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

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

    /* Shutdown */
    TESTING_FINALIZE_MGPU();
    return status;
}
Пример #8
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing chegvdx
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gpu_time /*cpu_time*/;
    magmaFloatComplex *h_A, *h_R, *h_B, *h_S, *h_work;
    float *w1, *w2, vl=0, vu=0;
    float result[2] = {0};
    magma_int_t *iwork;
    magma_int_t N, n2, info, il, iu, m1, nb, lwork, liwork;
    magmaFloatComplex c_zero    = MAGMA_C_ZERO;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    #ifdef COMPLEX
    float *rwork;
    magma_int_t lrwork;
    #endif
    //float d_one         =  1.;
    //float d_ten         = 10.;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

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

    float tol    = opts.tolerance * lapackf77_slamch("E");
    //float tolulp = opts.tolerance * lapackf77_slamch("P");
    
    // TODO: how to check NoVec? This doesn't have an equivalent call to LAPACK.
    if ( opts.check && opts.jobz == MagmaNoVec ) {
        fprintf( stderr, "WARNING: cannot currently check results when not computing vectors (option -JN).\n" );
    }
    
    printf("using: itype = %d, jobz = %s, uplo = %s, check = %d, fraction = %6.4f\n",
           (int) opts.itype, lapack_vec_const(opts.jobz), lapack_uplo_const(opts.uplo),
           (int) opts.check, opts.fraction);

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

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

            TESTING_MALLOC_CPU( h_A,    magmaFloatComplex, n2     );
            TESTING_MALLOC_CPU( h_B,    magmaFloatComplex, n2     );
            TESTING_MALLOC_CPU( w1,     float,             N      );
            TESTING_MALLOC_CPU( w2,     float,             N      );
            TESTING_MALLOC_CPU( iwork,  magma_int_t,        liwork );
            
            TESTING_MALLOC_PIN( h_R,    magmaFloatComplex, n2     );
            TESTING_MALLOC_PIN( h_S,    magmaFloatComplex, n2     );
            TESTING_MALLOC_PIN( h_work, magmaFloatComplex, lwork  );
            #ifdef COMPLEX
            TESTING_MALLOC_PIN( rwork, float, lrwork);
            #endif
            
            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            lapackf77_clarnv( &ione, ISEED, &n2, h_B );
            magma_cmake_hpd( N, h_B, N );
            magma_cmake_hermitian( N, h_A, N );

            // ==================================================================
            // Warmup using MAGMA
            // ==================================================================
            if ( opts.warmup ) {
                lapackf77_clacpy( MagmaFullStr, &N, &N, h_A, &N, h_R, &N );
                lapackf77_clacpy( MagmaFullStr, &N, &N, h_B, &N, h_S, &N );
                
                magma_chegvdx( opts.itype, opts.jobz, MagmaRangeI, opts.uplo,
                               N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                               h_work, lwork,
                               #ifdef COMPLEX
                               rwork, lrwork,
                               #endif      
                               iwork, liwork,
                               &info );
                if (info != 0)
                    printf("magma_chegvdx returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
            }
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            lapackf77_clacpy( MagmaFullStr, &N, &N, h_A, &N, h_R, &N );
            lapackf77_clacpy( MagmaFullStr, &N, &N, h_B, &N, h_S, &N );

            gpu_time = magma_wtime();
            magma_chegvdx( opts.itype, opts.jobz, MagmaRangeI, opts.uplo,
                           N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                           h_work, lwork,
                           #ifdef COMPLEX
                           rwork, lrwork,
                           #endif
                           iwork, liwork,
                           &info );
            gpu_time = magma_wtime() - gpu_time;
            if (info != 0)
                printf("magma_chegvdx returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.check && opts.jobz != MagmaNoVec ) {
                /* =====================================================================
                   Check the results following the LAPACK's [zc]hegvdx routine.
                   A x = lambda B x is solved
                   and the following 3 tests computed:
                   (1)    | A Z - B Z D | / ( |A||Z| N )  (itype = 1)
                          | A B Z - Z D | / ( |A||Z| N )  (itype = 2)
                          | B A Z - Z D | / ( |A||Z| N )  (itype = 3)
                   (2)    | D(with V) - D(w/o V) | / | D |
                   =================================================================== */
                #ifdef REAL
                float *rwork = h_work + N*N;
                #endif
                
                result[0] = 1.;
                result[0] /= lapackf77_clanhe("1", lapack_uplo_const(opts.uplo), &N, h_A, &N, rwork);
                result[0] /= lapackf77_clange("1", &N, &m1, h_R, &N, rwork);
                
                if (opts.itype == 1) {
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
                    for(int i=0; i < m1; ++i)
                        blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_neg_one, h_B, &N, h_R, &N, &c_one, h_work, &N);
                    result[0] *= lapackf77_clange("1", &N, &m1, h_work, &N, rwork)/N;
                }
                else if (opts.itype == 2) {
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_B, &N, h_R, &N, &c_zero, h_work, &N);
                    for(int i=0; i < m1; ++i)
                        blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &N, h_work, &N, &c_neg_one, h_R, &N);
                    result[0] *= lapackf77_clange("1", &N, &m1, h_R, &N, rwork)/N;
                }
                else if (opts.itype == 3) {
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_A, &N, h_R, &N, &c_zero, h_work, &N);
                    for(int i=0; i < m1; ++i)
                        blasf77_csscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_chemm("L", lapack_uplo_const(opts.uplo), &N, &m1, &c_one, h_B, &N, h_work, &N, &c_neg_one, h_R, &N);
                    result[0] *= lapackf77_clange("1", &N, &m1, h_R, &N, rwork)/N;
                }
                
                // Disable eigenvalue check which calls routine again --
                // it obscures whether error occurs in first call above or in this call.
                // TODO: add comparison to LAPACK, as in testing_chegvd.cpp?
                //
                //lapackf77_clacpy( MagmaFullStr, &N, &N, h_A, &N, h_R, &N );
                //lapackf77_clacpy( MagmaFullStr, &N, &N, h_B, &N, h_S, &N );
                //
                //magma_int_t m2;
                //magma_chegvdx( opts.itype, MagmaNoVec, MagmaRangeI, opts.uplo,
                //               N, h_R, N, h_S, N, vl, vu, il, iu, &m2, w2,
                //               h_work, lwork,
                //               #ifdef COMPLEX
                //               rwork, lrwork,
                //               #endif
                //               iwork, liwork,
                //               &info );
                //if (info != 0)
                //    printf("magma_chegvdx returned error %d: %s.\n",
                //           (int) info, magma_strerror( info ));
                //
                //float maxw=0, diff=0;
                //for(int j=0; j < m2; j++) {
                //    maxw = max(maxw, fabs(w1[j]));
                //    maxw = max(maxw, fabs(w2[j]));
                //    diff = max(diff, fabs(w1[j]-w2[j]));
                //}
                //result[1] = diff / (m2*maxw);
            }
            
            /* =====================================================================
               Print execution time
               =================================================================== */
            printf("%5d %5d   %7.2f\n",
                   (int) N, (int) m1, gpu_time);
            if ( opts.check && opts.jobz != MagmaNoVec ) {
                printf("Testing the eigenvalues and eigenvectors for correctness:\n");
                if (opts.itype == 1) {
                    printf("    | A Z - B Z D | / (|A| |Z| N) = %8.2e   %s\n",   result[0], (result[0] < tol    ? "ok" : "failed"));
                }
                else if (opts.itype == 2) {
                    printf("    | A B Z - Z D | / (|A| |Z| N) = %8.2e   %s\n",   result[0], (result[0] < tol    ? "ok" : "failed"));
                }
                else if (opts.itype == 3) {
                    printf("    | B A Z - Z D | / (|A| |Z| N) = %8.2e   %s\n",   result[0], (result[0] < tol    ? "ok" : "failed"));
                }
                //printf(    "    | D(w/ Z) - D(w/o Z) | / |D|  = %8.2e   %s\n\n", result[1], (result[1] < tolulp ? "ok" : "failed"));
                status += ! (result[0] < tol);  // && result[1] < tolulp);
            }
            
            TESTING_FREE_CPU( h_A );
            TESTING_FREE_CPU( h_B );
            TESTING_FREE_CPU( w1  );
            TESTING_FREE_CPU( w2  );
            TESTING_FREE_CPU( iwork );
            
            TESTING_FREE_PIN( h_R    );
            TESTING_FREE_PIN( h_S    );
            TESTING_FREE_PIN( h_work );
            #ifdef COMPLEX
            TESTING_FREE_PIN( rwork );
            #endif
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Пример #9
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cposv
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, cpu_perf, cpu_time, gpu_perf, gpu_time;
    float          error, Rnorm, Anorm, Xnorm, *work;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_R, *h_B, *h_X;
    magma_int_t N, lda, ldb, info, sizeA, sizeB;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    printf("ngpu %d, uplo %c\n", (int) opts.ngpu, opts.uplo );
    printf("    N  NRHS   CPU Gflop/s (sec)   GPU GFlop/s (sec)   ||B - AX|| / N*||A||*||X||\n");
    printf("================================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N   = opts.nsize[i];
            lda = ldb = N;
            gflops = ( FLOPS_CPOTRF( N ) + FLOPS_CPOTRS( N, opts.nrhs ) ) / 1e9;
            
            TESTING_MALLOC( h_A, magmaFloatComplex, lda*N         );
            TESTING_MALLOC( h_R, magmaFloatComplex, lda*N         );
            TESTING_MALLOC( h_B, magmaFloatComplex, ldb*opts.nrhs );
            TESTING_MALLOC( h_X, magmaFloatComplex, ldb*opts.nrhs );
            TESTING_MALLOC( work, float,         N             );
            
            /* ====================================================================
               Initialize the matrix
               =================================================================== */
            sizeA = lda*N;
            sizeB = ldb*opts.nrhs;
            lapackf77_clarnv( &ione, ISEED, &sizeA, h_A );
            lapackf77_clarnv( &ione, ISEED, &sizeB, h_B );
            magma_cmake_hpd( N, h_A, lda );
            
            // copy A to R and B to X; save A and B for residual
            lapackf77_clacpy( MagmaUpperLowerStr, &N, &N,         h_A, &lda, h_R, &lda );
            lapackf77_clacpy( MagmaUpperLowerStr, &N, &opts.nrhs, h_B, &ldb, h_X, &ldb );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_cposv( opts.uplo, N, opts.nrhs, h_R, lda, h_X, ldb, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cpotrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Residual
               =================================================================== */
            Anorm = lapackf77_clange("I", &N, &N,         h_A, &lda, work);
            Xnorm = lapackf77_clange("I", &N, &opts.nrhs, h_X, &ldb, work);
            
            blasf77_cgemm( MagmaNoTransStr, MagmaNoTransStr, &N, &opts.nrhs, &N,
                           &c_one,     h_A, &lda,
                                       h_X, &ldb,
                           &c_neg_one, h_B, &ldb );
            
            Rnorm = lapackf77_clange("I", &N, &opts.nrhs, h_B, &ldb, work);
            error = Rnorm/(N*Anorm*Xnorm);
            status |= ! (error < tol);
            
            /* ====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_cposv( &opts.uplo, &N, &opts.nrhs, h_A, &lda, h_B, &ldb, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cposv returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                printf( "%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e%s\n",
                        (int) N, (int) opts.nrhs, cpu_perf, cpu_time, gpu_perf, gpu_time,
                        error, (error < tol ? "" : "  failed"));
            }
            else {
                printf( "%5d %5d     ---   (  ---  )   %7.2f (%7.2f)   %8.2e%s\n",
                        (int) N, (int) opts.nrhs, gpu_perf, gpu_time,
                        error, (error < tol ? "" : "  failed"));
            }
            
            TESTING_FREE( h_A );
            TESTING_FREE( h_R );
            TESTING_FREE( h_B );
            TESTING_FREE( h_X );
            TESTING_FREE( work );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}