コード例 #1
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ssygvdx
*/
int main( int argc, char** argv)
{

    TESTING_INIT_MGPU();

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

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

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

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

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

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

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


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

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

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



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

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

            if ( opts.warmup ) {

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

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

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

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

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

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

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

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

    /* Shutdown */
    TESTING_FINALIZE_MGPU();
    return status;
}
コード例 #2
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zhegvdx
*/
int main( int argc, char** argv)
{

    TESTING_INIT();

    real_Double_t gpu_time;

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

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

    /* Matrix size */
    double *w1, *w2, result[2]={0,0};
    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_int_t status = 0;

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

    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: itype = %d, jobz = %s, range = %s, uplo = %s, opts.check = %d, fraction = %6.4f\n",
           (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   GPU 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_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;

            /* Allocate host memory for the matrix */
            TESTING_MALLOC_CPU( h_A,    magmaDoubleComplex, n2 );
            TESTING_MALLOC_CPU( h_B,    magmaDoubleComplex, n2 );
            TESTING_MALLOC_CPU( w1,     double, N );
            TESTING_MALLOC_CPU( w2,     double, N );
            TESTING_MALLOC_CPU( iwork,  magma_int_t, liwork );
            
            TESTING_MALLOC_PIN( h_R,    magmaDoubleComplex, n2 );
            TESTING_MALLOC_PIN( h_S,    magmaDoubleComplex, n2 );
            TESTING_MALLOC_PIN( h_work, magmaDoubleComplex, lwork );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_MALLOC_PIN( rwork,  double, lrwork);
            #endif

            /* Initialize the matrix */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            lapackf77_zlarnv( &ione, ISEED, &n2, h_B );
            magma_zmake_hpd( N, h_B, N );
            magma_zmake_hermitian( N, h_A, N );

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

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

            // ==================================================================
            // Warmup using MAGMA
            // ==================================================================
            if (opts.warmup) {
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
                lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );

                magma_zhegvdx_2stage(opts.itype, opts.jobz, range, opts.uplo,
                                     N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                                     h_work, lwork,
                                     #if defined(PRECISION_z) || defined(PRECISION_c)
                                     rwork, lrwork,
                                     #endif
                                     iwork, liwork,
                                     &info);
            }
            // ===================================================================
            // Performs operation using MAGMA
            // ===================================================================
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_B, &N, h_S, &N );

            gpu_time = magma_wtime();
            magma_zhegvdx_2stage(opts.itype, opts.jobz, range, opts.uplo,
                                 N, h_R, N, h_S, N, vl, vu, il, iu, &m1, w1,
                                 h_work, lwork,
                                 #if defined(PRECISION_z) || defined(PRECISION_c)
                                 rwork, lrwork,
                                 #endif
                                 iwork, liwork,
                                 &info);
            gpu_time = magma_wtime() - gpu_time;


            if ( 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)    | S(with V) - S(w/o V) | / | S |
                   =================================================================== */
                #if defined(PRECISION_d) || defined(PRECISION_s)
                double *rwork = h_work + N*N;
                #endif

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

                if (opts.itype == 1) {
                    blasf77_zhemm("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_zdscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_zhemm("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_zlange("1", &N, &m1, h_work, &N, rwork)/N;
                }
                else if (opts.itype == 2) {
                    blasf77_zhemm("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_zdscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_zhemm("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_zlange("1", &N, &m1, h_R, &N, rwork)/N;
                }
                else if (opts.itype == 3) {
                    blasf77_zhemm("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_zdscal(&N, &w1[i], &h_R[i*N], &ione);
                    blasf77_zhemm("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_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_int_t m2 = m1;
                lapackf77_zhegvd(&opts.itype, "N", lapack_uplo_const(opts.uplo), &N,
                              h_R, &N, h_S, &N, w2,
                              h_work, &lwork,
                              #if defined(PRECISION_z) || defined(PRECISION_c)
                              rwork, &lrwork,
                              #endif
                              iwork, &liwork,
                              &info);

                double 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 );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_FREE_PIN( rwork );
            #endif
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    /* Shutdown */
    TESTING_FINALIZE();
    return status;
}
コード例 #3
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;
}
コード例 #4
0
ファイル: cheevx_gpu.cpp プロジェクト: cjy7117/FT-MAGMA
/**
    Purpose
    -------
    CHEEVX computes selected eigenvalues and, optionally, eigenvectors
    of a complex Hermitian matrix A.  Eigenvalues and eigenvectors can
    be selected by specifying either a range of values or a range of
    indices for the desired eigenvalues.

    Arguments
    ---------
    @param[in]
    jobz    magma_vec_t
      -     = MagmaNoVec:  Compute eigenvalues only;
      -     = MagmaVec:    Compute eigenvalues and eigenvectors.

    @param[in]
    range   magma_range_t
      -     = MagmaRangeAll: all eigenvalues will be found.
      -     = MagmaRangeV:   all eigenvalues in the half-open interval (VL,VU]
                   will be found.
      -     = MagmaRangeI:   the IL-th through IU-th eigenvalues will be found.

    @param[in]
    uplo    magma_uplo_t
      -     = MagmaUpper:  Upper triangle of A is stored;
      -     = MagmaLower:  Lower triangle of A is stored.

    @param[in]
    n       INTEGER
            The order of the matrix A.  N >= 0.

    @param[in,out]
    dA      COMPLEX array, dimension (LDDA, N)
            On entry, the Hermitian matrix A.  If UPLO = MagmaUpper, the
            leading N-by-N upper triangular part of A contains the
            upper triangular part of the matrix A.  If UPLO = MagmaLower,
            the leading N-by-N lower triangular part of A contains
            the lower triangular part of the matrix A.
            On exit, the lower triangle (if UPLO=MagmaLower) or the upper
            triangle (if UPLO=MagmaUpper) of A, including the diagonal, is
            destroyed.

    @param[in]
    ldda    INTEGER
            The leading dimension of the array DA.  LDDA >= max(1,N).

    @param[in]
    vl      REAL
    @param[in]
    vu      REAL
            If RANGE=MagmaRangeV, the lower and upper bounds of the interval to
            be searched for eigenvalues. VL < VU.
            Not referenced if RANGE = MagmaRangeAll or MagmaRangeI.

    @param[in]
    il      INTEGER
    @param[in]
    iu      INTEGER
            If RANGE=MagmaRangeI, the indices (in ascending order) of the
            smallest and largest eigenvalues to be returned.
            1 <= IL <= IU <= N, if N > 0; IL = 1 and IU = 0 if N = 0.
            Not referenced if RANGE = MagmaRangeAll or MagmaRangeV.

    @param[in]
    abstol  REAL
            The absolute error tolerance for the eigenvalues.
            An approximate eigenvalue is accepted as converged
            when it is determined to lie in an interval [a,b]
            of width less than or equal to

                    ABSTOL + EPS * max( |a|,|b| ),
    \n
            where EPS is the machine precision.  If ABSTOL is less than
            or equal to zero, then  EPS*|T|  will be used in its place,
            where |T| is the 1-norm of the tridiagonal matrix obtained
            by reducing A to tridiagonal form.
    \n
            Eigenvalues will be computed most accurately when ABSTOL is
            set to twice the underflow threshold 2*SLAMCH('S'), not zero.
            If this routine returns with INFO > 0, indicating that some
            eigenvectors did not converge, try setting ABSTOL to
            2*SLAMCH('S').
    \n
            See "Computing Small Singular Values of Bidiagonal Matrices
            with Guaranteed High Relative Accuracy," by Demmel and
            Kahan, LAPACK Working Note #3.

    @param[out]
    m       INTEGER
            The total number of eigenvalues found.  0 <= M <= N.
            If RANGE = MagmaRangeAll, M = N, and if RANGE = MagmaRangeI, M = IU-IL+1.

    @param[out]
    w       REAL array, dimension (N)
            On normal exit, the first M elements contain the selected
            eigenvalues in ascending order.

    @param[out]
    dZ      COMPLEX array, dimension (LDDZ, max(1,M))
            If JOBZ = MagmaVec, then if INFO = 0, the first M columns of Z
            contain the orthonormal eigenvectors of the matrix A
            corresponding to the selected eigenvalues, with the i-th
            column of Z holding the eigenvector associated with W(i).
            If an eigenvector fails to converge, then that column of Z
            contains the latest approximation to the eigenvector, and the
            index of the eigenvector is returned in IFAIL.
            If JOBZ = MagmaNoVec, then Z is not referenced.
            Note: the user must ensure that at least max(1,M) columns are
            supplied in the array Z; if RANGE = MagmaRangeV, the exact value of M
            is not known in advance and an upper bound must be used.
*********   (workspace) If FAST_HEMV is defined DZ should be (LDDZ, max(1,N)) in both cases.

    @param[in]
    lddz    INTEGER
            The leading dimension of the array DZ.  LDDZ >= 1, and if
            JOBZ = MagmaVec, LDDZ >= max(1,N).

    @param
    wA      (workspace) COMPLEX array, dimension (LDWA, N)

    @param[in]
    ldwa    INTEGER
            The leading dimension of the array wA.  LDWA >= max(1,N).

    @param
    wZ      (workspace) COMPLEX array, dimension (LDWZ, max(1,M))

    @param[in]
    ldwz    INTEGER
            The leading dimension of the array wZ.  LDWZ >= 1, and if
            JOBZ = MagmaVec, LDWZ >= max(1,N).

    @param[out]
    work    (workspace) COMPLEX array, dimension (LWORK)
            On exit, if INFO = 0, WORK[0] returns the optimal LWORK.

    @param[in]
    lwork   INTEGER
            The length of the array WORK.  LWORK >= (NB+1)*N,
            where NB is the max of the blocksize for CHETRD.
    \n
            If LWORK = -1, then a workspace query is assumed; the routine
            only calculates the optimal size of the WORK array, returns
            this value as the first entry of the WORK array, and no error
            message related to LWORK is issued by XERBLA.

    @param
    rwork   (workspace) REAL array, dimension (7*N)

    @param
    iwork   (workspace) INTEGER array, dimension (5*N)

    @param[out]
    ifail   INTEGER array, dimension (N)
            If JOBZ = MagmaVec, then if INFO = 0, the first M elements of
            IFAIL are zero.  If INFO > 0, then IFAIL contains the
            indices of the eigenvectors that failed to converge.
            If JOBZ = MagmaNoVec, then IFAIL is not referenced.

    @param[out]
    info    INTEGER
      -     = 0:  successful exit
      -     < 0:  if INFO = -i, the i-th argument had an illegal value
      -     > 0:  if INFO = i, then i eigenvectors failed to converge.
                  Their indices are stored in array IFAIL.

    @ingroup magma_cheev_driver
    ********************************************************************/
extern "C" magma_int_t
magma_cheevx_gpu(
    magma_vec_t jobz, magma_range_t range, magma_uplo_t uplo, magma_int_t n,
    magmaFloatComplex_ptr dA, magma_int_t ldda,
    float vl, float vu,
    magma_int_t il, magma_int_t iu, float abstol, magma_int_t *m,
    float *w,
    magmaFloatComplex_ptr dZ, magma_int_t lddz,
    magmaFloatComplex *wA,    magma_int_t ldwa,
    magmaFloatComplex *wZ,    magma_int_t ldwz,
    magmaFloatComplex *work,  magma_int_t lwork,
    float *rwork, magma_int_t *iwork, magma_int_t *ifail,
    magma_int_t *info)
{
    const char* uplo_  = lapack_uplo_const( uplo  );
    const char* jobz_  = lapack_vec_const( jobz  );
    const char* range_ = lapack_range_const( range );
    
    magma_int_t ione = 1;
    
    const char* order_;
    magma_int_t indd, inde;
    magma_int_t imax;
    magma_int_t lopt, itmp1, indee;
    magma_int_t lower, wantz;
    magma_int_t i, j, jj, i__1;
    magma_int_t alleig, valeig, indeig;
    magma_int_t iscale, indibl;
    magma_int_t indiwk, indisp, indtau;
    magma_int_t indrwk, indwrk;
    magma_int_t llwork, nsplit;
    magma_int_t lquery;
    magma_int_t iinfo;
    float safmin;
    float bignum;
    float smlnum;
    float eps, tmp1;
    float anrm;
    float sigma, d__1;
    float rmin, rmax;
    
    magmaFloat_ptr dwork;
    
    /* Function Body */
    lower  = (uplo  == MagmaLower);
    wantz  = (jobz  == MagmaVec);
    alleig = (range == MagmaRangeAll);
    valeig = (range == MagmaRangeV);
    indeig = (range == MagmaRangeI);
    lquery = (lwork == -1);
    
    *info = 0;
    if (! (wantz || (jobz == MagmaNoVec))) {
        *info = -1;
    } else if (! (alleig || valeig || indeig)) {
        *info = -2;
    } else if (! (lower || (uplo == MagmaUpper))) {
        *info = -3;
    } else if (n < 0) {
        *info = -4;
    } else if (ldda < max(1,n)) {
        *info = -6;
    } else if (lddz < 1 || (wantz && lddz < n)) {
        *info = -15;
    } else if (ldwa < max(1,n)) {
        *info = -17;
    } else if (ldwz < 1 || (wantz && ldwz < n)) {
        *info = -19;
    } else {
        if (valeig) {
            if (n > 0 && vu <= vl) {
                *info = -8;
            }
        } else if (indeig) {
            if (il < 1 || il > max(1,n)) {
                *info = -9;
            } else if (iu < min(n,il) || iu > n) {
                *info = -10;
            }
        }
    }
    
    magma_int_t nb = magma_get_chetrd_nb(n);
    
    lopt = n * (nb + 1);
    
    work[0] = MAGMA_C_MAKE( lopt, 0 );
    
    if (lwork < lopt && ! lquery) {
        *info = -21;
    }
    
    if (*info != 0) {
        magma_xerbla( __func__, -(*info));
        return *info;
    } else if (lquery) {
        return *info;
    }
    
    *m = 0;
    /* Check if matrix is very small then just call LAPACK on CPU, no need for GPU */
    if (n <= 128) {
        #ifdef ENABLE_DEBUG
        printf("--------------------------------------------------------------\n");
        printf("  warning matrix too small N=%d NB=%d, calling lapack on CPU  \n", (int) n, (int) nb);
        printf("--------------------------------------------------------------\n");
        #endif
        magmaFloatComplex *a;
        magma_cmalloc_cpu( &a, n*n );
        magma_cgetmatrix(n, n, dA, ldda, a, n);
        lapackf77_cheevx(jobz_, range_, uplo_,
                         &n, a, &n, &vl, &vu, &il, &iu, &abstol, m,
                         w, wZ, &ldwz, work, &lwork,
                         rwork, iwork, ifail, info);
        magma_csetmatrix( n,  n,  a,    n, dA, ldda);
        magma_csetmatrix( n, *m, wZ, ldwz, dZ, lddz);
        magma_free_cpu(a);
        return *info;
    }

    if (MAGMA_SUCCESS != magma_smalloc( &dwork, n )) {
        fprintf (stderr, "!!!! device memory allocation error (magma_cheevx_gpu)\n");
        *info = MAGMA_ERR_DEVICE_ALLOC;
        return *info;
    }
    
    --w;
    --work;
    --rwork;
    --iwork;
    --ifail;
    
    /* Get machine constants. */
    safmin = lapackf77_slamch("Safe minimum");
    eps = lapackf77_slamch("Precision");
    smlnum = safmin / eps;
    bignum = 1. / smlnum;
    rmin = magma_ssqrt(smlnum);
    rmax = magma_ssqrt(bignum);
    
    /* Scale matrix to allowable range, if necessary. */
    anrm = magmablas_clanhe(MagmaMaxNorm, uplo, n, dA, ldda, dwork);
    iscale = 0;
    sigma  = 1;
    if (anrm > 0. && anrm < rmin) {
        iscale = 1;
        sigma = rmin / anrm;
    } else if (anrm > rmax) {
        iscale = 1;
        sigma = rmax / anrm;
    }
    if (iscale == 1) {
        d__1 = 1.;
        magmablas_clascl(uplo, 0, 0, 1., sigma, n, n, dA,
                         ldda, info);
        
        if (abstol > 0.) {
            abstol *= sigma;
        }
        if (valeig) {
            vl *= sigma;
            vu *= sigma;
        }
    }
    
    /* Call CHETRD to reduce Hermitian matrix to tridiagonal form. */
    indd = 1;
    inde = indd + n;
    indrwk = inde + n;
    indtau = 1;
    indwrk = indtau + n;
    llwork = lwork - indwrk + 1;
    
#ifdef FAST_HEMV
    magma_chetrd2_gpu(uplo, n, dA, ldda, &rwork[indd], &rwork[inde],
                      &work[indtau], wA, ldwa, &work[indwrk], llwork, dZ, lddz*n, &iinfo);
#else
    magma_chetrd_gpu (uplo, n, dA, ldda, &rwork[indd], &rwork[inde],
                      &work[indtau], wA, ldwa, &work[indwrk], llwork, &iinfo);
#endif

    lopt = n + (magma_int_t)MAGMA_C_REAL(work[indwrk]);
    
    /* If all eigenvalues are desired and ABSTOL is less than or equal to
       zero, then call SSTERF or CUNGTR and CSTEQR.  If this fails for
       some eigenvalue, then try SSTEBZ. */
    if ((alleig || (indeig && il == 1 && iu == n)) && abstol <= 0.) {
        blasf77_scopy(&n, &rwork[indd], &ione, &w[1], &ione);
        indee = indrwk + 2*n;
        if (! wantz) {
            i__1 = n - 1;
            blasf77_scopy(&i__1, &rwork[inde], &ione, &rwork[indee], &ione);
            lapackf77_ssterf(&n, &w[1], &rwork[indee], info);
        }
        else {
            lapackf77_clacpy("A", &n, &n, wA, &ldwa, wZ, &ldwz);
            lapackf77_cungtr(uplo_, &n, wZ, &ldwz, &work[indtau], &work[indwrk], &llwork, &iinfo);
            i__1 = n - 1;
            blasf77_scopy(&i__1, &rwork[inde], &ione, &rwork[indee], &ione);
            lapackf77_csteqr(jobz_, &n, &w[1], &rwork[indee], wZ, &ldwz, &rwork[indrwk], info);
            if (*info == 0) {
                for (i = 1; i <= n; ++i) {
                    ifail[i] = 0;
                }
                magma_csetmatrix( n, n, wZ, ldwz, dZ, lddz );
            }
        }
        if (*info == 0) {
            *m = n;
        }
    }
    
    /* Otherwise, call SSTEBZ and, if eigenvectors are desired, CSTEIN. */
    if (*m == 0) {
        *info = 0;
        if (wantz) {
            order_ = "B";
        } else {
            order_ = "E";
        }
        indibl = 1;
        indisp = indibl + n;
        indiwk = indisp + n;

        lapackf77_sstebz(range_, order_, &n, &vl, &vu, &il, &iu, &abstol, &rwork[indd], &rwork[inde], m,
                         &nsplit, &w[1], &iwork[indibl], &iwork[indisp], &rwork[indrwk], &iwork[indiwk], info);
        
        if (wantz) {
            
            lapackf77_cstein(&n, &rwork[indd], &rwork[inde], m, &w[1], &iwork[indibl], &iwork[indisp],
                             wZ, &ldwz, &rwork[indrwk], &iwork[indiwk], &ifail[1], info);
            
            magma_csetmatrix( n, *m, wZ, ldwz, dZ, lddz );
            
            /* Apply unitary matrix used in reduction to tridiagonal
               form to eigenvectors returned by CSTEIN. */
            magma_cunmtr_gpu(MagmaLeft, uplo, MagmaNoTrans, n, *m, dA, ldda, &work[indtau],
                             dZ, lddz, wA, ldwa, &iinfo);
        }
    }
    /* If matrix was scaled, then rescale eigenvalues appropriately. */
    if (iscale == 1) {
        if (*info == 0) {
            imax = *m;
        } else {
            imax = *info - 1;
        }
        d__1 = 1. / sigma;
        blasf77_sscal(&imax, &d__1, &w[1], &ione);
    }
    
    /* If eigenvalues are not in order, then sort them, along with
       eigenvectors. */
    if (wantz) {
        for (j = 1; j <= *m-1; ++j) {
            i = 0;
            tmp1 = w[j];
            for (jj = j + 1; jj <= *m; ++jj) {
                if (w[jj] < tmp1) {
                    i = jj;
                    tmp1 = w[jj];
                }
            }
            
            if (i != 0) {
                itmp1 = iwork[indibl + i - 1];
                w[i] = w[j];
                iwork[indibl + i - 1] = iwork[indibl + j - 1];
                w[j] = tmp1;
                iwork[indibl + j - 1] = itmp1;
                magma_cswap(n, dZ + (i-1)*lddz, ione, dZ + (j-1)*lddz, ione);
                if (*info != 0) {
                    itmp1 = ifail[i];
                    ifail[i] = ifail[j];
                    ifail[j] = itmp1;
                }
            }
        }
    }
    
    /* Set WORK[0] to optimal complex workspace size. */
    work[1] = MAGMA_C_MAKE( lopt, 0 );
    
    return *info;
    
} /* magma_cheevx_gpu */
コード例 #5
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing dsygvdx
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t gpu_time;

    double *h_A, *h_R, *h_work;

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

    /* Matrix size */
    double *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_int_t status = 0;

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

    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: itype = %d, jobz = %s, range = %s, uplo = %s, check = %d, fraction = %6.4f\n",
           (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  GPU Time (sec)  ||I-Q'Q||/.  ||A-QDQ'||/.  ||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];
            n2     = N*N;
            #if defined(PRECISION_z) || defined(PRECISION_c)
            lwork  = magma_dbulge_get_lq2(N, threads) + 2*N + N*N;
            lrwork = 1 + 5*N +2*N*N;
            #else
            lwork  = magma_dbulge_get_lq2(N, threads) + 1 + 6*N + 2*N*N;
            #endif
            liwork = 3 + 5*N;

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

            /* Initialize the matrix */
            lapackf77_dlarnv( &ione, ISEED, &n2, h_A );
            magma_dmake_symmetric( N, h_A, N );

            magma_int_t m1 = 0;
            double vl = 0;
            double 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
                // ==================================================================
                lapackf77_dlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
                if (opts.ngpu == 1) {
                    //printf("calling dsyevdx_2stage 1 GPU\n");
                    magma_dsyevdx_2stage(opts.jobz, range, opts.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 dsyevdx_2stage_m %d GPU\n", (int) opts.ngpu);
                    magma_dsyevdx_2stage_m(opts.ngpu, opts.jobz, range, opts.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_dlacpy( MagmaUpperLowerStr, &N, &N, h_A, &N, h_R, &N );
            gpu_time = magma_wtime();
            if (opts.ngpu == 1) {
                //printf("calling dsyevdx_2stage 1 GPU\n");
                magma_dsyevdx_2stage(opts.jobz, range, opts.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 dsyevdx_2stage_m %d GPU\n", (int) opts.ngpu);
                magma_dsyevdx_2stage_m(opts.ngpu, opts.jobz, range, opts.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);
            }
            gpu_time = magma_wtime() - gpu_time;
            
            printf("%5d %5d  %7.2f      ",
                   (int) N, (int) m1, gpu_time );

            if ( opts.check ) {
                double eps   = lapackf77_dlamch("E");
                //printf("\n");
                //printf("------ TESTS FOR MAGMA DSYEVD 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 (opts.jobz == MagmaVec) {
                    info_ortho = check_orthogonality(N, N, h_R, N, eps);
                    info_reduction = check_reduction(opts.uplo, N, 1, h_A, w1, N, h_R, eps);
                }
                //printf("------ CALLING LAPACK DSYEVD TO COMPUTE only eigenvalue and verify elementswise -------  \n");
                lapackf77_dsyevd("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("  ok\n");
                    //printf("***************************************************\n");
                    //printf(" ---- TESTING DSYEVD ...................... PASSED !\n");
                    //printf("***************************************************\n");
                }
                else {
                    printf("  failed\n");
                    status += 1;
                    //printf("************************************************\n");
                    //printf(" - TESTING DSYEVD ... FAILED !\n");
                    //printf("************************************************\n");
                }
            }

            TESTING_FREE_CPU( h_A   );
            TESTING_FREE_CPU( w1    );
            TESTING_FREE_CPU( w2    );
            TESTING_FREE_CPU( iwork );
            
            TESTING_FREE_PIN( h_R    );
            TESTING_FREE_PIN( h_work );
            #if defined(PRECISION_z) || defined(PRECISION_c)
            TESTING_FREE_PIN( rwork  );
            #endif
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    /* Shutdown */
    TESTING_FINALIZE();
    return status;
}
コード例 #6
0
ファイル: zheevr.cpp プロジェクト: xulunfan/magma
/**
    Purpose
    -------
    ZHEEVR computes selected eigenvalues and, optionally, eigenvectors
    of a complex Hermitian matrix T.  Eigenvalues and eigenvectors can
    be selected by specifying either a range of values or a range of
    indices for the desired eigenvalues.

    Whenever possible, ZHEEVR calls ZSTEGR to compute the
    eigenspectrum using Relatively Robust Representations.  ZSTEGR
    computes eigenvalues by the dqds algorithm, while orthogonal
    eigenvectors are computed from various "good" L D L^T representations
    (also known as Relatively Robust Representations). Gram-Schmidt
    orthogonalization is avoided as far as possible. More specifically,
    the various steps of the algorithm are as follows. For the i-th
    unreduced block of T,
       1.  Compute T - sigma_i = L_i D_i L_i^T, such that L_i D_i L_i^T
            is a relatively robust representation,
       2.  Compute the eigenvalues, lambda_j, of L_i D_i L_i^T to high
           relative accuracy by the dqds algorithm,
       3.  If there is a cluster of close eigenvalues, "choose" sigma_i
           close to the cluster, and go to step (a),
       4.  Given the approximate eigenvalue lambda_j of L_i D_i L_i^T,
           compute the corresponding eigenvector by forming a
           rank-revealing twisted factorization.
    The desired accuracy of the output can be specified by the input
    parameter ABSTOL.

    For more details, see "A new O(n^2) algorithm for the symmetric
    tridiagonal eigenvalue/eigenvector problem", by Inderjit Dhillon,
    Computer Science Division Technical Report No. UCB//CSD-97-971,
    UC Berkeley, May 1997.


    Note 1 : ZHEEVR calls ZSTEGR when the full spectrum is requested
    on machines which conform to the ieee-754 floating point standard.
    ZHEEVR calls DSTEBZ and ZSTEIN on non-ieee machines and
    when partial spectrum requests are made.

    Normal execution of ZSTEGR may create NaNs and infinities and
    hence may abort due to a floating point exception in environments
    which do not handle NaNs and infinities in the ieee standard default
    manner.

    Arguments
    ---------
    @param[in]
    jobz    magma_vec_t
      -     = MagmaNoVec:  Compute eigenvalues only;
      -     = MagmaVec:    Compute eigenvalues and eigenvectors.

    @param[in]
    range   magma_range_t
      -     = MagmaRangeAll: all eigenvalues will be found.
      -     = MagmaRangeV:   all eigenvalues in the half-open interval (VL,VU]
                   will be found.
      -     = MagmaRangeI:   the IL-th through IU-th eigenvalues will be found.

    @param[in]
    uplo    magma_uplo_t
      -     = MagmaUpper:  Upper triangle of A is stored;
      -     = MagmaLower:  Lower triangle of A is stored.

    @param[in]
    n       INTEGER
            The order of the matrix A.  N >= 0.

    @param[in,out]
    A       COMPLEX_16 array, dimension (LDA, N)
            On entry, the Hermitian matrix A.  If UPLO = MagmaUpper, the
            leading N-by-N upper triangular part of A contains the
            upper triangular part of the matrix A.  If UPLO = MagmaLower,
            the leading N-by-N lower triangular part of A contains
            the lower triangular part of the matrix A.
            On exit, the lower triangle (if UPLO=MagmaLower) or the upper
            triangle (if UPLO=MagmaUpper) of A, including the diagonal, is
            destroyed.

    @param[in]
    lda     INTEGER
            The leading dimension of the array A.  LDA >= max(1,N).

    @param[in]
    vl      DOUBLE PRECISION
    @param[in]
    vu      DOUBLE PRECISION
            If RANGE=MagmaRangeV, the lower and upper bounds of the interval to
            be searched for eigenvalues. VL < VU.
            Not referenced if RANGE = MagmaRangeAll or MagmaRangeI.

    @param[in]
    il      INTEGER
    @param[in]
    iu      INTEGER
            If RANGE=MagmaRangeI, the indices (in ascending order) of the
            smallest and largest eigenvalues to be returned.
            1 <= IL <= IU <= N, if N > 0; IL = 1 and IU = 0 if N = 0.
            Not referenced if RANGE = MagmaRangeAll or MagmaRangeV.

    @param[in]
    abstol  DOUBLE PRECISION
            The absolute error tolerance for the eigenvalues.
            An approximate eigenvalue is accepted as converged
            when it is determined to lie in an interval [a,b]
            of width less than or equal to

                    ABSTOL + EPS * max( |a|,|b| ),
    \n
            where EPS is the machine precision.  If ABSTOL is less than
            or equal to zero, then  EPS*|T|  will be used in its place,
            where |T| is the 1-norm of the tridiagonal matrix obtained
            by reducing A to tridiagonal form.
    \n
            See "Computing Small Singular Values of Bidiagonal Matrices
            with Guaranteed High Relative Accuracy," by Demmel and
            Kahan, LAPACK Working Note #3.
    \n
            If high relative accuracy is important, set ABSTOL to
            DLAMCH( 'Safe minimum' ).  Doing so will guarantee that
            eigenvalues are computed to high relative accuracy when
            possible in future releases.  The current code does not
            make any guarantees about high relative accuracy, but
            furutre releases will. See J. Barlow and J. Demmel,
            "Computing Accurate Eigensystems of Scaled Diagonally
            Dominant Matrices", LAPACK Working Note #7, for a discussion
            of which matrices define their eigenvalues to high relative
            accuracy.

    @param[out]
    m       INTEGER
            The total number of eigenvalues found.  0 <= M <= N.
            If RANGE = MagmaRangeAll, M = N, and if RANGE = MagmaRangeI, M = IU-IL+1.

    @param[out]
    w       DOUBLE PRECISION array, dimension (N)
            The first M elements contain the selected eigenvalues in
            ascending order.

    @param[out]
    Z       COMPLEX_16 array, dimension (LDZ, max(1,M))
            If JOBZ = MagmaVec, then if INFO = 0, the first M columns of Z
            contain the orthonormal eigenvectors of the matrix A
            corresponding to the selected eigenvalues, with the i-th
            column of Z holding the eigenvector associated with W(i).
            If JOBZ = MagmaNoVec, then Z is not referenced.
            Note: the user must ensure that at least max(1,M) columns are
            supplied in the array Z; if RANGE = MagmaRangeV, the exact value of M
            is not known in advance and an upper bound must be used.

    @param[in]
    ldz     INTEGER
            The leading dimension of the array Z.  LDZ >= 1, and if
            JOBZ = MagmaVec, LDZ >= max(1,N).

    @param[out]
    isuppz  INTEGER ARRAY, dimension ( 2*max(1,M) )
            The support of the eigenvectors in Z, i.e., the indices
            indicating the nonzero elements in Z. The i-th eigenvector
            is nonzero only in elements ISUPPZ( 2*i-1 ) through
            ISUPPZ( 2*i ).
            __Implemented only for__ RANGE = MagmaRangeAll or MagmaRangeI and IU - IL = N - 1

    @param[out]
    work    (workspace) COMPLEX_16 array, dimension (LWORK)
            On exit, if INFO = 0, WORK[0] returns the optimal LWORK.

    @param[in]
    lwork   INTEGER
            The length of the array WORK.  LWORK >= max(1,2*N).
            For optimal efficiency, LWORK >= (NB+1)*N,
            where NB is the max of the blocksize for ZHETRD and for
            ZUNMTR as returned by ILAENV.
    \n
            If LWORK = -1, then a workspace query is assumed; the routine
            only calculates the optimal size of the WORK array, returns
            this value as the first entry of the WORK array, and no error
            message related to LWORK is issued by XERBLA.

    @param[out]
    rwork   (workspace) DOUBLE PRECISION array, dimension (LRWORK)
            On exit, if INFO = 0, RWORK[0] returns the optimal
            (and minimal) LRWORK.

    @param[in]
    lrwork  INTEGER
            The length of the array RWORK.  LRWORK >= max(1,24*N).
    \n
            If LRWORK = -1, then a workspace query is assumed; the routine
            only calculates the optimal size of the RWORK array, returns
            this value as the first entry of the RWORK array, and no error
            message related to LRWORK is issued by XERBLA.

    @param[out]
    iwork   (workspace) INTEGER array, dimension (LIWORK)
            On exit, if INFO = 0, IWORK[0] returns the optimal
            (and minimal) LIWORK.

    @param[in]
    liwork  INTEGER
            The dimension of the array IWORK.  LIWORK >= max(1,10*N).
    \n
            If LIWORK = -1, then a workspace query is assumed; the
            routine only calculates the optimal size of the IWORK array,
            returns this value as the first entry of the IWORK array, and
            no error message related to LIWORK is issued by XERBLA.

    @param[out]
    info    INTEGER
      -     = 0:  successful exit
      -     < 0:  if INFO = -i, the i-th argument had an illegal value
      -     > 0:  Internal error

    Further Details
    ---------------
    Based on contributions by
       Inderjit Dhillon, IBM Almaden, USA
       Osni Marques, LBNL/NERSC, USA
       Ken Stanley, Computer Science Division, University of
         California at Berkeley, USA

    @ingroup magma_zheev_driver
    ********************************************************************/
extern "C" magma_int_t
magma_zheevr(
    magma_vec_t jobz, magma_range_t range, magma_uplo_t uplo, magma_int_t n,
    magmaDoubleComplex *A, magma_int_t lda,
    double vl, double vu,
    magma_int_t il, magma_int_t iu, double abstol, magma_int_t *m,
    double *w,
    magmaDoubleComplex *Z, magma_int_t ldz,
    magma_int_t *isuppz,
    magmaDoubleComplex *work, magma_int_t lwork,
    double *rwork, magma_int_t lrwork,
    magma_int_t *iwork, magma_int_t liwork,
    magma_int_t *info)
{
    /* Constants */
    const magma_int_t izero = 0;
    const magma_int_t ione  = 1;
    const float szero = 0.;
    const float sone  = 1.;
    
    /* Local variables */
    const char* uplo_  = lapack_uplo_const( uplo  );
    const char* jobz_  = lapack_vec_const( jobz  );
    const char* range_ = lapack_range_const( range );
    
    magma_int_t indrd, indre;
    magma_int_t imax;
    magma_int_t lopt, itmp1, indree, indrdd;
    magma_int_t tryrac;
    magma_int_t i, j, jj, i__1;
    magma_int_t iscale, indibl, indifl;
    magma_int_t indiwo, indisp, indtau;
    magma_int_t indrwk, indwk;
    magma_int_t llwork, llrwork, nsplit;
    magma_int_t ieeeok;
    magma_int_t iinfo;
    magma_int_t lwmin, lrwmin, liwmin;
    double safmin;
    double bignum;
    double smlnum;
    double eps, tmp1;
    double anrm;
    double sigma, d__1;
    double rmin, rmax;
    
    bool lower  = (uplo == MagmaLower);
    bool wantz  = (jobz == MagmaVec);
    bool alleig = (range == MagmaRangeAll);
    bool valeig = (range == MagmaRangeV);
    bool indeig = (range == MagmaRangeI);
    bool lquery = (lwork == -1 || lrwork == -1 || liwork == -1);
    
    *info = 0;
    if (! (wantz || (jobz == MagmaNoVec))) {
        *info = -1;
    } else if (! (alleig || valeig || indeig)) {
        *info = -2;
    } else if (! (lower || (uplo == MagmaUpper))) {
        *info = -3;
    } else if (n < 0) {
        *info = -4;
    } else if (lda < max(1,n)) {
        *info = -6;
    } else if (ldz < 1 || (wantz && ldz < n)) {
        *info = -15;
    } else {
        if (valeig) {
            if (n > 0 && vu <= vl) {
                *info = -8;
            }
        } else if (indeig) {
            if (il < 1 || il > max(1,n)) {
                *info = -9;
            } else if (iu < min(n,il) || iu > n) {
                *info = -10;
            }
        }
    }
    
    magma_int_t nb = magma_get_zhetrd_nb(n);
    
    lwmin =  n * (nb + 1);
    lrwmin = 24 * n;
    liwmin = 10 * n;
    
    work[0] = magma_zmake_lwork( lwmin );
    rwork[0] = magma_dmake_lwork( lrwmin );
    iwork[0] = liwmin;
    
    if (lwork < lwmin && ! lquery) {
        *info = -18;
    } else if ((lrwork < lrwmin) && ! lquery) {
        *info = -20;
    } else if ((liwork < liwmin) && ! lquery) {
        *info = -22;
    }
    
    if (*info != 0) {
        magma_xerbla(__func__, -(*info));
        return *info;
    } else if (lquery) {
        return *info;
    }
    
    *m = 0;
    /* Check if matrix is very small then just call LAPACK on CPU, no need for GPU */
    if (n <= 128) {
        #ifdef ENABLE_DEBUG
        printf("--------------------------------------------------------------\n");
        printf("  warning matrix too small N=%d NB=%d, calling lapack on CPU  \n", (int) n, (int) nb);
        printf("--------------------------------------------------------------\n");
        #endif
        lapackf77_zheevr(jobz_, range_, uplo_,
                         &n, A, &lda, &vl, &vu, &il, &iu, &abstol, m,
                         w, Z, &ldz, isuppz, work, &lwork,
                         rwork, &lrwork, iwork, &liwork, info);
        return *info;
    }
    
    --w;
    --work;
    --rwork;
    --iwork;
    --isuppz;
    
    /* Get machine constants. */
    safmin = lapackf77_dlamch("Safe minimum");
    eps = lapackf77_dlamch("Precision");
    smlnum = safmin / eps;
    bignum = 1. / smlnum;
    rmin = magma_dsqrt(smlnum);
    rmax = magma_dsqrt(bignum);
    
    /* Scale matrix to allowable range, if necessary. */
    anrm = lapackf77_zlanhe("M", uplo_, &n, A, &lda, &rwork[1]);
    iscale = 0;
    if (anrm > 0. && anrm < rmin) {
        iscale = 1;
        sigma = rmin / anrm;
    } else if (anrm > rmax) {
        iscale = 1;
        sigma = rmax / anrm;
    }
    if (iscale == 1) {
        d__1 = 1.;
        lapackf77_zlascl(uplo_, &izero, &izero, &d__1, &sigma, &n, &n, A,
                         &lda, info);
        
        if (abstol > 0.) {
            abstol *= sigma;
        }
        if (valeig) {
            vl *= sigma;
            vu *= sigma;
        }
    }
    
    /* Call ZHETRD to reduce Hermitian matrix to tridiagonal form. */
    indtau = 1;
    indwk = indtau + n;
    
    indre = 1;
    indrd = indre + n;
    indree = indrd + n;
    indrdd = indree + n;
    indrwk = indrdd + n;
    llwork = lwork - indwk + 1;
    llrwork = lrwork - indrwk + 1;
    
    indifl = 1;
    indibl = indifl + n;
    indisp = indibl + n;
    indiwo = indisp + n;
    
    magma_zhetrd(uplo, n, A, lda, &rwork[indrd], &rwork[indre], &work[indtau], &work[indwk], llwork, &iinfo);
    
    lopt = n + (magma_int_t)MAGMA_Z_REAL(work[indwk]);
    
    /* If all eigenvalues are desired and ABSTOL is less than or equal to
       zero, then call DSTERF
       or ZUNGTR and ZSTEQR.  If this fails for
       some eigenvalue, then try DSTEBZ. */
    ieeeok = lapackf77_ieeeck( &ione, &szero, &sone);
    
    /* If only the eigenvalues are required call DSTERF for all or DSTEBZ for a part */
    if (! wantz) {
        blasf77_dcopy(&n, &rwork[indrd], &ione, &w[1], &ione);
        i__1 = n - 1;
        if (alleig || (indeig && il == 1 && iu == n)) {
            lapackf77_dsterf(&n, &w[1], &rwork[indre], info);
            *m = n;
        } else {
            lapackf77_dstebz(range_, "E", &n, &vl, &vu, &il, &iu, &abstol,
                             &rwork[indrd], &rwork[indre], m,
                             &nsplit, &w[1], &iwork[indibl], &iwork[indisp],
                             &rwork[indrwk], &iwork[indiwo], info);
        }
        
        /* Otherwise call ZSTEMR if infinite and NaN arithmetic is supported */
    }
    else if (ieeeok == 1) {
        i__1 = n - 1;
        
        blasf77_dcopy(&i__1, &rwork[indre], &ione, &rwork[indree], &ione);
        blasf77_dcopy(&n, &rwork[indrd], &ione, &rwork[indrdd], &ione);
        
        if (abstol < 2*n*eps)
            tryrac = 1;
        else
            tryrac = 0;
        
        lapackf77_zstemr(jobz_, range_, &n, &rwork[indrdd], &rwork[indree], &vl, &vu, &il,
                         &iu, m, &w[1], Z, &ldz, &n, &isuppz[1], &tryrac, &rwork[indrwk],
                         &llrwork, &iwork[1], &liwork, info);
        
        if (*info == 0 && wantz) {
            magma_zunmtr(MagmaLeft, uplo, MagmaNoTrans, n, *m, A, lda, &work[indtau],
                         Z, ldz, &work[indwk], llwork, &iinfo);
        }
    }
    
    
    /* Call DSTEBZ and ZSTEIN if infinite and NaN arithmetic is not supported or ZSTEMR didn't converge. */
    if (wantz && (ieeeok == 0 || *info != 0)) {
        *info = 0;
        
        lapackf77_dstebz(range_, "B", &n, &vl, &vu, &il, &iu, &abstol, &rwork[indrd], &rwork[indre], m,
                         &nsplit, &w[1], &iwork[indibl], &iwork[indisp], &rwork[indrwk], &iwork[indiwo], info);
        
        lapackf77_zstein(&n, &rwork[indrd], &rwork[indre], m, &w[1], &iwork[indibl], &iwork[indisp],
                         Z, &ldz, &rwork[indrwk], &iwork[indiwo], &iwork[indifl], info);
        
        /* Apply unitary matrix used in reduction to tridiagonal
           form to eigenvectors returned by ZSTEIN. */
        magma_zunmtr(MagmaLeft, uplo, MagmaNoTrans, n, *m, A, lda, &work[indtau],
                     Z, ldz, &work[indwk], llwork, &iinfo);
    }
    
    /* If matrix was scaled, then rescale eigenvalues appropriately. */
    if (iscale == 1) {
        if (*info == 0) {
            imax = *m;
        } else {
            imax = *info - 1;
        }
        d__1 = 1. / sigma;
        blasf77_dscal(&imax, &d__1, &w[1], &ione);
    }
    
    /* If eigenvalues are not in order, then sort them, along with
       eigenvectors. */
    if (wantz) {
        for (j = 1; j <= *m-1; ++j) {
            i = 0;
            tmp1 = w[j];
            for (jj = j + 1; jj <= *m; ++jj) {
                if (w[jj] < tmp1) {
                    i = jj;
                    tmp1 = w[jj];
                }
            }
            
            if (i != 0) {
                itmp1 = iwork[indibl + i - 1];
                w[i] = w[j];
                iwork[indibl + i - 1] = iwork[indibl + j - 1];
                w[j] = tmp1;
                iwork[indibl + j - 1] = itmp1;
                blasf77_zswap(&n, Z + (i-1)*ldz, &ione, Z + (j-1)*ldz, &ione);
            }
        }
    }
    
    /* Set WORK[0] to optimal complex workspace size. */
    work[1] = magma_zmake_lwork( lopt );
    rwork[1] = magma_dmake_lwork( lrwmin );
    iwork[1] = liwmin;
    
    return *info;
} /* magma_zheevr */
コード例 #7
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cheevd
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    /* Constants */
    const float d_zero = 0;
    const magma_int_t izero = 0;
    const magma_int_t ione  = 1;
    
    /* Local variables */
    real_Double_t   gpu_time, cpu_time;
    magmaFloatComplex *h_A, *h_R, *h_Z, *h_work, aux_work[1];
    #ifdef COMPLEX
    float *rwork, aux_rwork[1];
    magma_int_t lrwork;
    #endif
    float *w1, *w2, result[4]={0, 0, 0, 0}, eps, abstol;
    magma_int_t *iwork, *isuppz, *ifail, aux_iwork[1];
    magma_int_t N, n2, info, lwork, liwork, lda;
    magma_int_t ISEED[4] = {0,0,0,1};
    eps = lapackf77_slamch( "E" );
    magma_int_t status = 0;

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

    // checking NoVec requires LAPACK
    opts.lapack |= (opts.check && opts.jobz == MagmaNoVec);
    
    magma_range_t range = MagmaRangeAll;
    if (opts.fraction != 1)
        range = MagmaRangeI;
    
    #ifdef REAL
    if (opts.version == 3 || opts.version == 4) {
        printf("%% magma_cheevr and magma_cheevx are not available for real precisions (single, float).\n");
        return status;
    }
    #endif
    
    float tol    = opts.tolerance * lapackf77_slamch("E");
    float tolulp = opts.tolerance * lapackf77_slamch("P");
    
    // pass ngpu = -1 to test multi-GPU code using 1 gpu
    magma_int_t abs_ngpu = abs( opts.ngpu );
    
    printf("%% jobz = %s, range = %s, uplo = %s, fraction = %6.4f, ngpu = %d\n",
           lapack_vec_const(opts.jobz), lapack_range_const(range), lapack_uplo_const(opts.uplo),
           opts.fraction, int(abs_ngpu) );

    printf("%%   N   CPU Time (sec)   GPU Time (sec)   |S-S_magma|   |A-USU^H|   |I-U^H U|\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;
            lda = N;
            abstol = 0;  // auto, in cheevr
            
            // 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) );
            }

            // query for workspace sizes
            if ( opts.version == 1 || opts.version == 2 ) {
                magma_cheevd( opts.jobz, opts.uplo,
                              N, NULL, lda, NULL,  // A, w
                              aux_work,  -1,
                              #ifdef COMPLEX
                              aux_rwork, -1,
                              #endif
                              aux_iwork, -1,
                              &info );
            }
            else if ( opts.version == 3 ) {
                #ifdef COMPLEX
                magma_cheevr( opts.jobz, range, opts.uplo,
                              N, NULL, lda,      // A
                              vl, vu, il, iu, abstol,
                              &m1, NULL,         // w
                              NULL, lda, NULL,   // Z, isuppz
                              aux_work,  -1,
                              #ifdef COMPLEX
                              aux_rwork, -1,
                              #endif
                              aux_iwork, -1,
                              &info );
                #endif
            }
            else if ( opts.version == 4 ) {
                #ifdef COMPLEX
                magma_cheevx( opts.jobz, range, opts.uplo,
                              N, NULL, lda,      // A
                              vl, vu, il, iu, abstol,
                              &m1, NULL,         // w
                              NULL, lda,         // Z
                              aux_work,  -1,
                              #ifdef COMPLEX
                              aux_rwork,
                              #endif
                              aux_iwork,
                              NULL,              // ifail
                              &info );
                // cheevx doesn't query rwork, iwork; set them for consistency
                aux_rwork[0] = float(7*N);
                aux_iwork[0] = float(5*N);
                #endif
            }
            lwork  = (magma_int_t) MAGMA_C_REAL( aux_work[0] );
            #ifdef COMPLEX
            lrwork = (magma_int_t) aux_rwork[0];
            #endif
            liwork = aux_iwork[0];
            
            /* Allocate host memory for the matrix */
            TESTING_MALLOC_CPU( h_A,    magmaFloatComplex, N*lda  );
            TESTING_MALLOC_CPU( w1,     float,             N      );
            TESTING_MALLOC_CPU( w2,     float,             N      );
            #ifdef COMPLEX
            TESTING_MALLOC_CPU( rwork,  float,             lrwork );
            #endif
            TESTING_MALLOC_CPU( iwork,  magma_int_t,        liwork );
            
            TESTING_MALLOC_PIN( h_R,    magmaFloatComplex, N*lda  );
            TESTING_MALLOC_PIN( h_work, magmaFloatComplex, lwork  );
            
            if (opts.version == 3) {
                TESTING_MALLOC_CPU( h_Z,    magmaFloatComplex, N*lda      );
                TESTING_MALLOC_CPU( isuppz, magma_int_t,        2*max(1,N) );
            }
            if (opts.version == 4) {
                TESTING_MALLOC_CPU( h_Z,    magmaFloatComplex, N*lda      );
                TESTING_MALLOC_CPU( ifail,  magma_int_t,        N          );
            }
            
            /* Clear eigenvalues, for |S-S_magma| check when fraction < 1. */
            lapackf77_slaset( "Full", &N, &ione, &d_zero, &d_zero, w1, &N );
            lapackf77_slaset( "Full", &N, &ione, &d_zero, &d_zero, w2, &N );
            
            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            magma_cmake_hermitian( N, h_A, lda );
            
            lapackf77_clacpy( MagmaFullStr, &N, &N, h_A, &lda, h_R, &lda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            if (opts.version == 1) {
                if (opts.ngpu == 1) {
                    magma_cheevd( opts.jobz, opts.uplo,
                                  N, h_R, lda, w1,
                                  h_work, lwork,
                                  #ifdef COMPLEX
                                  rwork, lrwork,
                                  #endif
                                  iwork, liwork,
                                  &info );
                }
                else {
                    //printf( "magma_cheevd_m, ngpu %d (%d)\n", opts.ngpu, abs_ngpu );
                    magma_cheevd_m( abs_ngpu, opts.jobz, opts.uplo,
                                    N, h_R, lda, w1,
                                    h_work, lwork,
                                    #ifdef COMPLEX
                                    rwork, lrwork,
                                    #endif
                                    iwork, liwork,
                                    &info );
                }
            }
            else if ( opts.version == 2 ) {  // version 2: cheevdx computes selected eigenvalues/vectors
                if (opts.ngpu == 1) {
                    magma_cheevdx( opts.jobz, range, opts.uplo,
                                   N, h_R, lda,
                                   vl, vu, il, iu,
                                   &m1, w1,
                                   h_work, lwork,
                                   #ifdef COMPLEX
                                   rwork, lrwork,
                                   #endif
                                   iwork, liwork,
                                   &info );
                }
                else {
                    //printf( "magma_cheevdx_m, ngpu %d (%d)\n", opts.ngpu, abs_ngpu );
                    magma_cheevdx_m( abs_ngpu, opts.jobz, range, opts.uplo,
                                     N, h_R, lda,
                                     vl, vu, il, iu,
                                     &m1, w1,
                                     h_work, lwork,
                                     #ifdef COMPLEX
                                     rwork, lrwork,
                                     #endif
                                     iwork, liwork,
                                     &info );
                }
                //printf( "il %d, iu %d, m1 %d\n", il, iu, m1 );
            }
            else if ( opts.version == 3 ) {  // version 3: MRRR, computes selected eigenvalues/vectors
                // only complex version available
                #ifdef COMPLEX
                magma_cheevr( opts.jobz, range, opts.uplo,
                              N, h_R, lda,
                              vl, vu, il, iu, abstol,
                              &m1, w1,
                              h_Z, lda, isuppz,
                              h_work, lwork,
                              #ifdef COMPLEX
                              rwork, lrwork,
                              #endif
                              iwork, liwork,
                              &info );
                lapackf77_clacpy( "Full", &N, &N, h_Z, &lda, h_R, &lda );
                #endif
            }
            else if ( opts.version == 4 ) {  // version 3: cheevx (QR iteration), computes selected eigenvalues/vectors
                // only complex version available
                #ifdef COMPLEX
                magma_cheevx( opts.jobz, range, opts.uplo,
                              N, h_R, lda,
                              vl, vu, il, iu, abstol,
                              &m1, w1,
                              h_Z, lda,
                              h_work, lwork,
                              #ifdef COMPLEX
                              rwork, /*lrwork,*/
                              #endif
                              iwork, /*liwork,*/
                              ifail,
                              &info );
                lapackf77_clacpy( "Full", &N, &N, h_Z, &lda, h_R, &lda );
                #endif
            }
            gpu_time = magma_wtime() - gpu_time;
            if (info != 0) {
                printf("magma_cheevd returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            bool okay = true;
            if ( opts.check && opts.jobz != MagmaNoVec ) {
                /* =====================================================================
                   Check the results following the LAPACK's [zcds]drvst routine.
                   A is factored as A = U S U^H and the following 3 tests computed:
                   (1)    | A - U S U^H | / ( |A| N )
                   (2)    | I - U^H U   | / ( N )
                   (3)    | S(with U) - S(w/o U) | / | S |    // currently disabled, but compares to LAPACK
                   =================================================================== */
                magmaFloatComplex *work;
                TESTING_MALLOC_CPU( work, magmaFloatComplex, 2*N*N );
                
                // e=NULL is unused since kband=0; tau=NULL is unused since itype=1
                lapackf77_chet21( &ione, lapack_uplo_const(opts.uplo), &N, &izero,
                                  h_A, &lda,
                                  w1, NULL,
                                  h_R, &lda,
                                  h_R, &lda,
                                  NULL, work,
                                  #ifdef COMPLEX
                                  rwork,
                                  #endif
                                  &result[0] );
                result[0] *= eps;
                result[1] *= eps;
                
                TESTING_FREE_CPU( work );  work=NULL;
                
                // Disable third eigenvalue check that calls routine again --
                // it obscures whether error occurs in first call above or in this call.
                // But see comparison to LAPACK below.
                //
                //lapackf77_clacpy( MagmaFullStr, &N, &N, h_A, &lda, h_R, &lda );
                //magma_cheevd( MagmaNoVec, opts.uplo,
                //              N, h_R, lda, w2,
                //              h_work, lwork,
                //              #ifdef COMPLEX
                //              rwork, lrwork,
                //              #endif
                //              iwork, liwork,
                //              &info );
                //if (info != 0) {
                //    printf("magma_cheevd returned error %d: %s.\n",
                //           (int) info, magma_strerror( info ));
                //}
                //
                //float maxw=0, diff=0;
                //for( int j=0; j < N; j++ ) {
                //    maxw = max(maxw, fabs(w1[j]));
                //    maxw = max(maxw, fabs(w2[j]));
                //    diff = max(diff, fabs(w1[j]-w2[j]));
                //}
                //result[2] = diff / (N*maxw);
            }
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                if ( opts.version == 1 || opts.version == 2 ) {
                    lapackf77_cheevd( lapack_vec_const(opts.jobz), lapack_uplo_const(opts.uplo),
                                      &N, h_A, &lda, w2,
                                      h_work, &lwork,
                                      #ifdef COMPLEX
                                      rwork, &lrwork,
                                      #endif
                                      iwork, &liwork,
                                      &info );
                }
                else if ( opts.version == 3 ) {
                    lapackf77_cheevr( lapack_vec_const(opts.jobz),
                                      lapack_range_const(range),
                                      lapack_uplo_const(opts.uplo),
                                      &N, h_A, &lda,
                                      &vl, &vu, &il, &iu, &abstol,
                                      &m1, w2,
                                      h_Z, &lda, isuppz,
                                      h_work, &lwork,
                                      #ifdef COMPLEX
                                      rwork, &lrwork,
                                      #endif
                                      iwork, &liwork,
                                      &info );
                    lapackf77_clacpy( "Full", &N, &N, h_Z, &lda, h_A, &lda );
                }
                else if ( opts.version == 4 ) {
                    lapackf77_cheevx( lapack_vec_const(opts.jobz),
                                      lapack_range_const(range),
                                      lapack_uplo_const(opts.uplo),
                                      &N, h_A, &lda,
                                      &vl, &vu, &il, &iu, &abstol,
                                      &m1, w2,
                                      h_Z, &lda,
                                      h_work, &lwork,
                                      #ifdef COMPLEX
                                      rwork,
                                      #endif
                                      iwork,
                                      ifail,
                                      &info );
                    lapackf77_clacpy( "Full", &N, &N, h_Z, &lda, h_A, &lda );
                }
                cpu_time = magma_wtime() - cpu_time;
                if (info != 0) {
                    printf("lapackf77_cheevd returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                }
                
                // compare eigenvalues
                float maxw=0, diff=0;
                for( int j=0; j < N; j++ ) {
                    maxw = max(maxw, fabs(w1[j]));
                    maxw = max(maxw, fabs(w2[j]));
                    diff = max(diff, fabs(w1[j] - w2[j]));
                }
                result[3] = diff / (N*maxw);
                
                okay = okay && (result[3] < tolulp);
                printf("%5d   %9.4f        %9.4f         %8.2e  ",
                       (int) N, cpu_time, gpu_time, result[3] );
            }
            else {
                printf("%5d      ---           %9.4f           ---     ",
                       (int) N, gpu_time);
            }
            
            // print error checks
            if ( opts.check && opts.jobz != MagmaNoVec ) {
                okay = okay && (result[0] < tol) && (result[1] < tol);
                printf("    %8.2e    %8.2e", result[0], result[1] );
            }
            else {
                printf("      ---         ---   ");
            }
            printf("   %s\n", (okay ? "ok" : "failed"));
            status += ! okay;
            
            TESTING_FREE_CPU( h_A   );
            TESTING_FREE_CPU( w1    );
            TESTING_FREE_CPU( w2    );
            #ifdef COMPLEX
            TESTING_FREE_CPU( rwork );
            #endif
            TESTING_FREE_CPU( iwork );
            
            TESTING_FREE_PIN( h_R    );
            TESTING_FREE_PIN( h_work );
            
            if ( opts.version == 3 ) {
                TESTING_FREE_CPU( h_Z    );
                TESTING_FREE_CPU( isuppz );
            }
            if ( opts.version == 4 ) {
                TESTING_FREE_CPU( h_Z    );
                TESTING_FREE_CPU( ifail  );
            }
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }
    
    opts.cleanup();
    TESTING_FINALIZE();
    return status;
}