Ejemplo n.º 1
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zhetrd_he2hb
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t    gpu_time, gpu_perf, gflops;
    magmaDoubleComplex *h_A, *h_R, *h_work, *dT1;
    magmaDoubleComplex *tau;
    double *D, *E;

    /* Matrix size */
    magma_int_t N, n2, lda, lwork, lwork0;  //ldt

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

#if defined(CHECKEIG)
#if defined(PRECISION_z)  || defined(PRECISION_d)
    magma_int_t WANTZ=0;
    magma_int_t THREADS=1;
#endif
#endif

    magma_int_t NE = 0;
    magma_int_t NB = 0;
    magma_int_t ngpu = 1;
    
    magma_opts opts;
    opts.parse_opts( argc, argv );
    
    NB = opts.nb;
    if (NB < 1)
        NB  = 64; //64; //magma_get_zhetrd_he2hb_nb(N);

    // what is NE ?
    if (NE < 1)
        NE  = 64; //N;  //magma_get_zhetrd_he2hb_nb(N);  // N not yet initialized

    printf("%% N    GPU GFlop/s   \n");
    printf("%%====================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[itest];
            lda = N;
            //ldt = N;
            n2  = lda*N;
            gflops = FLOPS_ZHETRD( N ) / 1e9;
            
            /* We suppose the magma NB is bigger than lapack NB */
            lwork0 = N*NB;
        
            /* Allocate host memory for the matrix */
            TESTING_MALLOC_CPU( h_A,    magmaDoubleComplex, lda*N  );
            TESTING_MALLOC_CPU( tau,    magmaDoubleComplex, N-1    );
            
            TESTING_MALLOC_PIN( h_R,    magmaDoubleComplex, lda*N  );
            TESTING_MALLOC_PIN( h_work, magmaDoubleComplex, lwork0 );
            TESTING_MALLOC_PIN( D, double, N );
            TESTING_MALLOC_PIN( E, double, N );
            
            //TESTING_MALLOC_DEV( dT1, magmaDoubleComplex, (2*min(N,N) + roundup( N, 32 ))*NB );
            TESTING_MALLOC_DEV( dT1, magmaDoubleComplex, (N*NB) );
        
            // if (WANTZ) gflops = 2.0*gflops;
    
            /* ====================================================================
               Initialize the matrix
               =================================================================== */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            magma_zmake_hermitian( N, h_A, lda );
            
            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );
    
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            magma_device_t cdev;
            magma_getdevice( &cdev );
    
            gpu_time = magma_wtime();
            /*
            magma_zhetrd_he2hb( opts.uplo, N, NB, h_R, lda, tau, h_work, lwork0, dT1, THREADS, &info);
            tband = magma_wtime - gpu_time();
            printf("  Finish BAND  N %d  NB %d  ngpu %d timing= %f\n", N, NB, ngpu, tband);
            magma_zhetrd_bhe2trc_v5(THREADS, WANTZ, opts.uplo, NE, N, NB, h_R, lda, D, E, dT1, ldt);
            */
    
            /*
            magma_zhetrd_he2hb( opts.uplo, N, NB, h_R, lda, tau, h_work, lwork, dT1, THREADS, &info);
            tband = magma_wtime - gpu_time();
            printf("  Finish BAND  N %d  NB %d  ngpu %d timing= %f\n", N, NB, ngpu, tband);
            magma_zhetrd_bhe2trc(THREADS, WANTZ, opts.uplo, NE, N, NB, h_R, lda, D, E, dT1, ldt);
            */

            magma_range_t range = MagmaRangeAll;
            magma_int_t m1 = 0;
            double vl = 0;
            double 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) );
            }
            magmaDoubleComplex *hh_work;
            magma_int_t *iwork;
            magma_int_t /*nb,*/ /*lwork,*/ liwork;
            magma_int_t threads = magma_get_parallel_numthreads();

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

            magma_zheevdx_getworksize(N, threads, (opts.jobz == MagmaVec), 
                                     &lwork, 
                                     #ifdef COMPLEX
                                     &lrwork, 
                                     #endif
                                     &liwork);

            TESTING_MALLOC_PIN( hh_work, magmaDoubleComplex, lwork  );
            TESTING_MALLOC_CPU( iwork,   magma_int_t,        liwork );
            #ifdef COMPLEX
            TESTING_MALLOC_PIN( rwork, double, lrwork );
            #endif
    
            if (ngpu == 1) {
                printf("calling zheevdx_2stage 1 GPU\n");
                magma_zheevdx_2stage( opts.jobz, range, opts.uplo, N,
                                h_R, lda,
                                vl, vu, il, iu,
                                &m1, D,
                                hh_work, lwork,
                                #ifdef COMPLEX
                                rwork, lrwork,
                                #endif
                                iwork, liwork,
                                &info);
            } else {
                printf("calling zheevdx_2stage_m %d GPU\n", (int) ngpu);
                magma_zheevdx_2stage_m(ngpu, opts.jobz, range, opts.uplo, N,
                                h_R, lda,
                                vl, vu, il, iu,
                                &m1, D,
                                hh_work, lwork,
                                #ifdef COMPLEX
                                rwork, lrwork,
                                #endif
                                iwork, liwork,
                                &info);
            }
    
            magma_setdevice( cdev );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
    
            /* =====================================================================
               Check the factorization
               =================================================================== */
            /*
            if ( opts.check ) {
                FILE *fp;
    
                printf("Writing input matrix in matlab_i_mat.txt ...\n");
                fp = fopen ("matlab_i_mat.txt", "w");
                if ( fp == NULL ) {
                    printf("Couldn't open output file\n");
                    return -1;
                }
    
                for (j=0; j < N; j++) {
                    for (k=0; k < N; k++) {
                        #ifdef COMPLEX
                        fprintf(fp, "%5d %5d %11.8f %11.8f\n", k+1, j+1,
                                h_A[k+j*lda].x, h_A[k+j*lda].y);
                        #else
                        fprintf(fp, "%5d %5d %11.8f\n", k+1, j+1, h_A[k+j*lda]);
                        #endif
                    }
                }
                fclose( fp );
    
                printf("Writing output matrix in matlab_o_mat.txt ...\n");
                fp = fopen ("matlab_o_mat.txt", "w");
                if ( fp == NULL ) {
                    printf("Couldn't open output file\n");
                    return -1;
                }
    
                for (j=0; j < N; j++) {
                    for (k=0; k < N; k++) {
                        #ifdef COMPLEX
                        fprintf(fp, "%5d %5d %11.8f %11.8f\n", k+1, j+1,
                                h_R[k+j*lda].x, h_R[k+j*lda].y);
                        #else
                        fprintf(fp, "%5d %5d %11.8f\n", k+1, j+1, h_R[k+j*lda]);
                        #endif
                    }
                }
                fclose( fp );
            }
            */
    
            /* =====================================================================
               Print performance and error.
               =================================================================== */
#if defined(CHECKEIG)
#if defined(PRECISION_z)  || defined(PRECISION_d)
            if ( opts.check ) {
                printf("  Total N %5d  gflops %6.2f  timing %6.2f seconds\n", (int) N, gpu_perf, gpu_time );
                const char* JOBZ;
                if (WANTZ == 0)
                    JOBZ = MagmaNoVecStr;
                else
                    JOBZ = MagmaVecStr;
                double nrmI=0.0, nrm1=0.0, nrm2=0.0;
                int    lwork2 = 256*N;
                magmaDoubleComplex *work2, *AINIT;
                double *rwork2, *D2;
                // TODO free this memory !
                magma_zmalloc_cpu( &work2, lwork2 );
                magma_dmalloc_cpu( &rwork2, N );
                magma_dmalloc_cpu( &D2, N );
                magma_zmalloc_cpu( &AINIT, N*lda );
                memcpy(AINIT, h_A, N*lda*sizeof(magmaDoubleComplex));
                /* compute the eigenvalues using lapack routine to be able to compare to it and used as ref */
                cpu_time = magma_wtime();
                i= min(12, THREADS);
                
                magma_set_lapack_numthreads( i );
    
                lapackf77_zheev( "N", "L", &N, h_A, &lda, D2, work2, &lwork2,
                    #ifdef COMPLEX
                    rwork2,
                    #endif
                    &info );
                
                ///* call eigensolver for our resulting tridiag [D E] and for Q */
                //dstedc_withZ('V', N, D, E, h_R, lda);
                ////dsterf_( &N, D, E, &info);
                ////
                cpu_time = magma_wtime() - cpu_time;
                printf("  Finish CHECK - EIGEN   timing= %f  threads %d\n", cpu_time, i);
    
                /*
                for (i=0; i < 10; i++)
                    printf(" voici lpk D[%d] %8.2e\n", i, D2[i]);
                */
    
                //magmaDoubleComplex mydz=0.0, mydo=1.0;
                //magmaDoubleComplex *Z;
                // magma_zmalloc_cpu( &Z, N*lda );
                // dgemm_("N", "N", &N, &N, &N, &mydo, h_R, &lda, h_A, &lda, &mydz, Z, &lda);
    
                /* compare result */
                cmp_vals(N, D2, D, &nrmI, &nrm1, &nrm2);
    
                magmaDoubleComplex *WORKAJETER;
                double *RWORKAJETER, *RESU;
                // TODO free this memory !
                magma_zmalloc_cpu( &WORKAJETER, (2* N * N + N)  );
                magma_dmalloc_cpu( &RWORKAJETER, N  );
                magma_dmalloc_cpu( &RESU, 10 );
                int MATYPE;
                memset(RESU, 0, 10*sizeof(double));
    
                MATYPE=3;
                double NOTHING=0.0;
                cpu_time = magma_wtime();
                // check results
                zcheck_eig_( JOBZ, &MATYPE, &N, &NB, AINIT, &lda, &NOTHING, &NOTHING, D2, D, h_R, &lda, WORKAJETER, RWORKAJETER, RESU );
                cpu_time = magma_wtime() - cpu_time;
                printf("  Finish CHECK - results timing= %f\n", cpu_time);
                magma_set_lapack_numthreads( 1 );
    
                printf("\n");
                printf(" ================================================================================================================\n");
                printf("   ==> INFO voici  threads=%d    N=%d    NB=%d   WANTZ=%d\n", (int) THREADS, (int) N, (int) NB, (int) WANTZ);
                printf(" ================================================================================================================\n");
                printf("            DSBTRD                : %15s \n", "STATblgv9withQ    ");
                printf(" ================================================================================================================\n");
                if (WANTZ > 0)
                    printf(" | A - U S U' | / ( |A| n ulp )   : %15.3E   \n", RESU[0]);
                if (WANTZ > 0)
                    printf(" | I - U U' | / ( n ulp )         : %15.3E   \n", RESU[1]);
                printf(" | D1 - EVEIGS | / (|D| ulp)      : %15.3E   \n",  RESU[2]);
                printf(" max | D1 - EVEIGS |              : %15.3E   \n",  RESU[6]);
                printf(" ================================================================================================================\n\n\n");
                
                printf(" ****************************************************************************************************************\n");
                printf(" * Hello here are the norm  Infinite (max)=%8.2e  norm one (sum)=%8.2e   norm2(sqrt)=%8.2e *\n", nrmI, nrm1, nrm2);
                printf(" ****************************************************************************************************************\n\n");
            }
#endif
#endif
            
            printf("  Total N %5d  gflops %6.2f        timing %6.2f seconds\n", (int) N, gpu_perf, gpu_time );
            printf("%%===========================================================================\n\n\n");
            
            /* Memory clean up */
            TESTING_FREE_CPU( h_A );
            TESTING_FREE_CPU( tau );
            
            TESTING_FREE_PIN( h_R    );
            TESTING_FREE_PIN( h_work );
            TESTING_FREE_PIN( D      );
            TESTING_FREE_PIN( E      );
            
            TESTING_FREE_DEV( dT1 );
            
            /* TODO - not all memory has been freed inside loop */
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return EXIT_SUCCESS;
}
Ejemplo n.º 2
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zhetrd_he2hb
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t gflops, gpu_time, gpu_perf;
    magmaDoubleComplex *h_A, *h_R, *h_work;
    magmaDoubleComplex *tau;
    double *D, *E;
    magma_int_t N, n2, lda, ldda, lwork, ldt, info, nstream;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

    // TODO add these options to parse_opts
    magma_int_t NE      = 0;
    magma_int_t distblk = 0;

    magma_opts opts;
    opts.parse_opts( argc, argv );
    
    magma_int_t WANTZ = (opts.jobz == MagmaVec);
    double tol = opts.tolerance * lapackf77_dlamch("E");
    if (opts.nb == 0)
        opts.nb = 64; //magma_get_zhetrd_he2hb_nb(N);

    if (NE < 1)
        NE = N; //64; //magma_get_zhetrd_he2hb_nb(N);

    nstream = max(3, opts.ngpu+2);
    magma_queue_t streams[MagmaMaxGPUs][20];
    magmaDoubleComplex_ptr da[MagmaMaxGPUs], dT1[MagmaMaxGPUs];
    if ((distblk == 0) || (distblk < opts.nb))
        distblk = max(256, opts.nb);
    printf("%% ngpu %d, distblk %d, NB %d, nstream %d\n",
           (int) opts.ngpu, (int) distblk, (int) opts.nb, (int) nstream);

    for( magma_int_t dev = 0; dev < opts.ngpu; ++dev ) {
        magma_setdevice( dev );
        for( int i = 0; i < nstream; ++i ) {
            magma_queue_create( &streams[dev][i] );
        }
    }
    magma_setdevice( 0 );

    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N     = opts.nsize[itest];
            lda   = N;
            ldt   = N;
            ldda  = magma_roundup( N, opts.align );  // multiple of 32 by default
            n2    = lda*N;
            /* We suppose the magma NB is bigger than lapack NB */
            lwork = N*opts.nb;
            //gflops = ....?

            /* Allocate host memory for the matrix */
            TESTING_MALLOC_CPU( tau,    magmaDoubleComplex, N-1   );

            TESTING_MALLOC_PIN( h_A,    magmaDoubleComplex, lda*N );
            TESTING_MALLOC_PIN( h_R,    magmaDoubleComplex, lda*N );
            TESTING_MALLOC_PIN( h_work, magmaDoubleComplex, lwork );
            TESTING_MALLOC_PIN( D, double, N );
            TESTING_MALLOC_PIN( E, double, N );

            for( magma_int_t dev = 0; dev < opts.ngpu; ++dev ) {
                magma_int_t mlocal = ((N / distblk) / opts.ngpu + 1) * distblk;
                magma_setdevice( dev );
                TESTING_MALLOC_DEV( da[dev],  magmaDoubleComplex, ldda*mlocal );
                TESTING_MALLOC_DEV( dT1[dev], magmaDoubleComplex, N*opts.nb        );
            }
            
            /* ====================================================================
               Initialize the matrix
               =================================================================== */
            lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
            magma_zmake_hermitian( N, h_A, lda );

            lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );

            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            /* Copy the matrix to the GPU */
            magma_zsetmatrix_1D_col_bcyclic( N, N, h_R, lda, da, ldda, opts.ngpu, distblk);
            //magmaDoubleComplex_ptr dabis;
            //TESTING_MALLOC_DEV( dabis,  magmaDoubleComplex, ldda*N );
            //magma_zsetmatrix(N, N, h_R, lda, dabis, ldda);

            for (int count=0; count < 1; ++count) {
                magma_setdevice(0);
                gpu_time = magma_wtime();
                if (opts.version == 30) {
                    // see src/obsolete and magmablas/obsolete
                    printf( "magma_zhetrd_he2hb_mgpu_spec not compiled\n" );
                    //magma_zhetrd_he2hb_mgpu_spec(
                    //    opts.uplo, N, opts.nb, h_R, lda, tau, h_work, lwork,
                    //    da, ldda, dT1, opts.nb, opts.ngpu, distblk,
                    //    streams, nstream, opts.nthread, &info);
                } else {
                    nstream = 3;
                    magma_zhetrd_he2hb_mgpu(
                        opts.uplo, N, opts.nb, h_R, lda, tau, h_work, lwork,
                        da, ldda, dT1, opts.nb, opts.ngpu, distblk,
                        streams, nstream, opts.nthread, &info);
                }
                // magma_zhetrd_he2hb(opts.uplo, N, opts.nb, h_R, lda, tau, h_work, lwork, dT1[0], &info);
                gpu_time = magma_wtime() - gpu_time;
                printf("  Finish BAND  N %d  NB %d  dist %d  ngpu %d version %d timing= %f\n",
                       N, opts.nb, distblk, opts.ngpu, opts.version, gpu_time);
            }
            magma_setdevice(0);

            for( magma_int_t dev = 0; dev < opts.ngpu; ++dev ) {
                magma_setdevice(dev);
                magma_device_sync();
            }
            magma_setdevice(0);
            magmablasSetKernelStream( NULL );

            // todo neither of these is declared in headers
            // magma_zhetrd_bhe2trc_v5(opts.nthread, WANTZ, opts.uplo, NE, N, opts.nb, h_R, lda, D, E, dT1[0], ldt);
            // magma_zhetrd_bhe2trc(opts.nthread, WANTZ, opts.uplo, NE, N, opts.nb, h_R, lda, D, E, dT1[0], ldt);
            
            // todo where is this timer started?
            // gpu_time = magma_wtime() - gpu_time;
            
            // todo what are the gflops?
            gpu_perf = gflops / gpu_time;
            
            if (info != 0)
                printf("magma_zhetrd_he2hb returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Print performance and error.
               =================================================================== */
#if defined(CHECKEIG)
#if defined(PRECISION_z) || defined(PRECISION_d)
            if ( opts.check ) {
                printf("  Total N %5d  flops %6.2f  timing %6.2f seconds\n", (int) N, gpu_perf, gpu_time );
                double nrmI=0.0, nrm1=0.0, nrm2=0.0;
                int    lwork2 = 256*N;
                magmaDoubleComplex *work2, *AINIT;
                double *rwork2, *D2;
                // TODO free this memory !
                magma_zmalloc_cpu( &work2, lwork2 );
                magma_dmalloc_cpu( &rwork2, N );
                magma_dmalloc_cpu( &D2, N );
                magma_zmalloc_cpu( &AINIT, N*lda );
                memcpy(AINIT, h_A, N*lda*sizeof(magmaDoubleComplex));
                
                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                int nt = min(12, opts.nthread);

                magma_set_lapack_numthreads(nt);

                lapackf77_zheev( "N", "L", &N, h_A, &lda, D2, work2, &lwork2,
                                 #ifdef COMPLEX
                                 rwork2,
                                 #endif
                                 &info );
                ///* call eigensolver for our resulting tridiag [D E] and for Q */
                //dstedc_withZ('V', N, D, E, h_R, lda);
                ////dsterf_( &N, D, E, &info);
                
                cpu_time = magma_wtime() - cpu_time;
                printf("  Finish CHECK - EIGEN   timing= %f  threads %d\n", cpu_time, nt);

                /* compare result */
                cmp_vals(N, D2, D, &nrmI, &nrm1, &nrm2);

                magmaDoubleComplex *WORKAJETER;
                double *RWORKAJETER, *RESU;
                // TODO free this memory !
                magma_zmalloc_cpu( &WORKAJETER, (2* N * N + N)  );
                magma_dmalloc_cpu( &RWORKAJETER, N  );
                magma_dmalloc_cpu( &RESU, 10 );
                int MATYPE;
                memset(RESU, 0, 10*sizeof(double));

                MATYPE=3;
                double NOTHING=0.0;
                cpu_time = magma_wtime();
                // check results
                zcheck_eig_( lapack_vec_const(opts.jobz), &MATYPE, &N, &opts.nb,
                             AINIT, &lda, &NOTHING, &NOTHING, D2, D,
                             h_R, &lda, WORKAJETER, RWORKAJETER, RESU );
                cpu_time = magma_wtime() - cpu_time;
                printf("  Finish CHECK - results timing= %f\n", cpu_time);
                magma_set_lapack_numthreads(1);

                printf("\n");
                printf(" ================================================================================================================\n");
                printf("   ==> INFO voici  threads=%d    N=%d    NB=%d   WANTZ=%d\n", (int) opts.nthread, (int) N, (int) opts.nb, (int) WANTZ);
                printf(" ================================================================================================================\n");
                printf("            DSBTRD                : %15s \n", "STATblgv9withQ    ");
                printf(" ================================================================================================================\n");
                if (WANTZ > 0)
                    printf(" | A - U S U' | / ( |A| n ulp )   : %15.3E   \n", RESU[0]);
                if (WANTZ > 0)
                    printf(" | I - U U' | / ( n ulp )         : %15.3E   \n", RESU[1]);
                printf(" | D1 - EVEIGS | / (|D| ulp)      : %15.3E   \n",  RESU[2]);
                printf(" max | D1 - EVEIGS |              : %15.3E   \n",  RESU[6]);
                printf(" ================================================================================================================\n\n\n");

                printf(" ****************************************************************************************************************\n");
                printf(" * Hello here are the norm  Infinite (max)=%8.2e  norm one (sum)=%8.2e   norm2(sqrt)=%8.2e *\n", nrmI, nrm1, nrm2);
                printf(" ****************************************************************************************************************\n\n");
            }
#endif  // PRECISION_z || PRECISION_d
#endif  // CHECKEIG

            printf("  Total N %5d  flops %6.2f        timing %6.2f seconds\n", (int) N, 0.0, gpu_time );
            printf("%%===========================================================================\n\n\n");

            TESTING_FREE_CPU( tau    );

            TESTING_FREE_PIN( h_A    );
            TESTING_FREE_PIN( h_R    );
            TESTING_FREE_PIN( h_work );
            TESTING_FREE_PIN( D      );
            TESTING_FREE_PIN( E      );

            for( magma_int_t dev = 0; dev < opts.ngpu; ++dev ) {
                magma_setdevice( dev );
                TESTING_FREE_DEV( da[dev]  );
                TESTING_FREE_DEV( dT1[dev] );
            }
            magma_setdevice( 0 );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    for( magma_int_t dev = 0; dev < opts.ngpu; ++dev ) {
        for( int i = 0; i < nstream; ++i ) {
            magma_queue_destroy( streams[dev][i] );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Ejemplo n.º 3
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing zhetrd_he2hb
*/
int main( int argc, char** argv)
{
    TESTING_INIT_MGPU();

    magma_timestr_t       start, end;
    double           eps, flops, gpu_perf, gpu_time;
    magmaDoubleComplex *h_A, *h_R, *h_work;
    magmaDoubleComplex *tau;
    double *D, *E;

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

    magma_int_t i, info, checkres, once = 0;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    char *uplo = (char *)MagmaLowerStr;

    magma_int_t ngpu    = magma_num_gpus();
    magma_int_t nstream = max(3,ngpu+1);
    magma_int_t WANTZ=0;
    magma_int_t THREADS=1;
    magma_int_t NE = 0;
    magma_int_t NB = 0;
    magma_int_t distblk =0;
    magma_int_t ver =0;

    checkres  = 0; //getenv("MAGMA_TESTINGS_CHECK") != NULL;

    if (argc != 1){
        for(i = 1; i<argc; i++){
            if (strcmp("-N", argv[i])==0) {
                N = atoi(argv[++i]);
                once = 1;
            }
            else if (strcmp("-NB", argv[i])==0) {
                NB = atoi(argv[++i]);
            }
            else if (strcmp("-D", argv[i])==0) {
                distblk = atoi(argv[++i]);
            }
            else if (strcmp("-threads", argv[i])==0) {
                THREADS = atoi(argv[++i]);
            }
            else if (strcmp("-wantz", argv[i])==0) {
                WANTZ = atoi(argv[++i]);
            }
            else if (strcmp("-NE", argv[i])==0) {
                NE = atoi(argv[++i]);
            }
            else if ( strcmp("-c", argv[i]) == 0 ) {
                checkres = 1;
            }
            else if ( strcmp("-v", argv[i]) == 0 && i+1 < argc ) {
                ver = atoi( argv[++i] );
            }
            else if ( strcmp("-nstream", argv[i]) == 0 && i+1 < argc ) {
                nstream = atoi( argv[++i] );
                magma_assert( nstream > 0 && nstream <= 20,
                        "error: -nstream %s is invalid; must be > 0 and <= 20.\n", argv[i] );
            }
            else if ( strcmp("-ngpu", argv[i]) == 0 && i+1 < argc ) {
                ngpu = atoi( argv[++i] );
                magma_assert( ngpu > 0 || ngpu > MagmaMaxGPUs, "error: -ngpu %s is invalid; must be > 0.\n", argv[i] );
            }
            else if (strcmp("-U", argv[i])==0)
                uplo = (char *)MagmaUpperStr;
            else if (strcmp("-L", argv[i])==0)
                uplo = (char *)MagmaLowerStr;
        }
        if ( N > 0 )
            printf("  testing_zhetrd_he2hb -L|U -N %d -NB %d   -wantz %d   -threads %d    check %d \n\n", N, NB, WANTZ, THREADS, checkres);
        else
        {
            printf("\nUsage: \n");
            printf("  testing_zhetrd_he2hb -L|U -N %d -NB  -wantz -threads \n\n", 1024);
            exit(1);
        }
    }
    else {
        printf("\nUsage: \n");
        printf("  testing_zhetrd_he2hb -L|U -N %d\n\n", 1024);
        N = size[9];
    }
        
    
    eps = lapackf77_dlamch( "E" );
    lda = N;
    ldt = N;
    n2  = lda * N;
    if(NB<1)
        NB  = 64; //64; //magma_get_zhetrd_he2hb_nb(N);

    if(NE<1)
        NE  = N; //64; //magma_get_zhetrd_he2hb_nb(N);

    /* We suppose the magma NB is bigger than lapack NB */
    lwork = N*NB;

    /* Allocate host memory for the matrix */
    TESTING_MALLOC_CPU( tau,    magmaDoubleComplex, N-1   );
    
    TESTING_MALLOC_PIN( h_A,    magmaDoubleComplex, lda*N );
    TESTING_MALLOC_PIN( h_R,    magmaDoubleComplex, lda*N );
    TESTING_MALLOC_PIN( h_work, magmaDoubleComplex, lwork );
    TESTING_MALLOC_PIN( D, double, N );
    TESTING_MALLOC_PIN( E, double, N );

    nstream = max(3,ngpu+2);
    magma_queue_t streams[MagmaMaxGPUs][20];
    magmaDoubleComplex *da[MagmaMaxGPUs],*dT1[MagmaMaxGPUs];
    magma_int_t ldda = ((N+31)/32)*32;
    if((distblk==0)||(distblk<NB))
        distblk = max(256,NB);
    printf("voici ngpu %d distblk %d NB %d nstream %d\n ",ngpu,distblk,NB,nstream);
    
    for( magma_int_t dev = 0; dev < ngpu; ++dev ) {
        magma_int_t mlocal = ((N / distblk) / ngpu + 1) * distblk;
        magma_setdevice( dev );
        TESTING_MALLOC_DEV( da[dev],  magmaDoubleComplex, ldda*mlocal );
        TESTING_MALLOC_DEV( dT1[dev], magmaDoubleComplex, N*NB        );
        for( int i = 0; i < nstream; ++i ) {
            magma_queue_create( &streams[dev][i] );
        }
    }
    magma_setdevice( 0 );


    for(i=0; i<10; i++){
        if ( !once ) {
            N = size[i];
        }
        lda  = N;
        n2   = N*lda;
        /* ====================================================================
           Initialize the matrix
           =================================================================== */
        lapackf77_zlarnv( &ione, ISEED, &n2, h_A );
        magma_zmake_hermitian( N, h_A, lda );

        lapackf77_zlacpy( MagmaUpperLowerStr, &N, &N, h_A, &lda, h_R, &lda );


        
        /* ====================================================================
           Performs operation using MAGMA
           =================================================================== */
        /* Copy the matrix to the GPU */
        magma_zsetmatrix_1D_col_bcyclic( N, N, h_R, lda, da, ldda, ngpu, distblk);
//magmaDoubleComplex *dabis;
//       TESTING_MALLOC_DEV( dabis,  magmaDoubleComplex, ldda*N );
//       magma_zsetmatrix(N,N,h_R,lda,dabis,ldda);
    
    for (int count=0; count<1;++count){
       magma_setdevice(0);
       start = get_current_time();
       if(ver==30){
           magma_zhetrd_he2hb_mgpu_spec(uplo[0], N, NB, h_R, lda, tau, h_work, lwork, da, ldda, dT1, NB, ngpu, distblk, streams, nstream, THREADS, &info);
       }else{
           nstream =3;
           magma_zhetrd_he2hb_mgpu(uplo[0], N, NB, h_R, lda, tau, h_work, lwork, da, ldda, dT1, NB, ngpu, distblk, streams, nstream, THREADS, &info);
       }
       // magma_zhetrd_he2hb(uplo[0], N, NB, h_R, lda, tau, h_work, lwork, dT1[0], &info);
       end = get_current_time();
       printf("  Finish BAND  N %d  NB %d  dist %d  ngpu %d version %d timing= %f\n", N, NB, distblk, ngpu, ver, GetTimerValue(start,end) / 1000.);
    }
       magma_setdevice(0);

//goto fin;
//return 0;
        for( magma_int_t dev = 0; dev < ngpu; ++dev ) {
            magma_setdevice(dev);
            cudaDeviceSynchronize();
        }
        magma_setdevice(0);
        magmablasSetKernelStream( NULL );

        magma_zhetrd_bhe2trc_v5(THREADS, WANTZ, uplo[0], NE, N, NB, h_R, lda, D, E, dT1[0], ldt);
        //  magma_zhetrd_bhe2trc(THREADS, WANTZ, uplo[0], NE, N, NB, h_R, lda, D, E, dT1[0], ldt);
        end = get_current_time();
        if (info != 0)
            printf("magma_zhetrd_he2hb returned error %d: %s.\n",
                   (int) info, magma_strerror( info ));

        gpu_perf = flops / GetTimerValue(start,end);
        gpu_time = GetTimerValue(start,end) / 1000.;
        /* =====================================================================
           Print performance and error.
           =================================================================== */

#if defined(CHECKEIG)
#if defined(PRECISION_z)  || defined(PRECISION_d)
        if ( checkres ) {
            printf("  Total N %5d  flops %6.2f  timing %6.2f seconds\n", (int) N, gpu_perf, gpu_time );
            char JOBZ;
            if(WANTZ==0)
                    JOBZ='N';
            else
                    JOBZ = 'V';
            double nrmI=0.0, nrm1=0.0, nrm2=0.0;
            int    lwork2 = 256*N;
            magmaDoubleComplex *work2     = (magmaDoubleComplex *) malloc (lwork2*sizeof(magmaDoubleComplex));
            double *rwork2     = (double *) malloc (N*sizeof(double));
            double *D2          = (double *) malloc (N*sizeof(double));
            magmaDoubleComplex *AINIT    = (magmaDoubleComplex *) malloc (N*lda*sizeof(magmaDoubleComplex));
            memcpy(AINIT, h_A, N*lda*sizeof(magmaDoubleComplex));
            /* compute the eigenvalues using lapack routine to be able to compare to it and used as ref */
            start = get_current_time();
            i= min(12,THREADS);

#if defined(USEMKL)
            mkl_set_num_threads( i );
#endif
#if defined(USEACML)
            omp_set_num_threads(i);
#endif

#if defined(PRECISION_z) || defined (PRECISION_c)
            lapackf77_zheev( "N", "L", &N, h_A, &lda, D2, work2, &lwork2, rwork2, &info );
#else
            lapackf77_dsyev( "N", "L", &N, h_A, &lda, D2, work2, &lwork2, &info );
#endif
            ///* call eigensolver for our resulting tridiag [D E] and for Q */
            //dstedc_withZ('V', N, D, E, h_R, lda);
            ////dsterf_( &N, D, E, &info);
            ////
            end = get_current_time();
            printf("  Finish CHECK - EIGEN   timing= %f  threads %d\n", GetTimerValue(start,end) / 1000., i);

            /* compare result */
            cmp_vals(N, D2, D, &nrmI, &nrm1, &nrm2);


           magmaDoubleComplex *WORKAJETER;
           double *RWORKAJETER, *RESU;
           WORKAJETER  = (magmaDoubleComplex *) malloc( (2* N * N + N) * sizeof(magmaDoubleComplex) );
           RWORKAJETER = (double *) malloc( N * sizeof(double) );
           RESU        = (double *) malloc(10*sizeof(double));
           int MATYPE;
           memset(RESU,0,10*sizeof(double));

           
           MATYPE=3;
           double NOTHING=0.0;
           start = get_current_time();
           // check results
           zcheck_eig_(&JOBZ, &MATYPE, &N, &NB, AINIT, &lda, &NOTHING, &NOTHING, D2 , D, h_R, &lda, WORKAJETER, RWORKAJETER, RESU );
           end = get_current_time();
           printf("  Finish CHECK - results timing= %f\n", GetTimerValue(start,end) / 1000.);
#if defined(USEMKL)
           mkl_set_num_threads( 1 );
#endif
#if defined(USEACML)
           omp_set_num_threads(1);
#endif

           printf("\n");
           printf(" ================================================================================================================\n");
           printf("   ==> INFO voici  threads=%d    N=%d    NB=%d   WANTZ=%d\n", (int) THREADS, (int) N, (int) NB, (int) WANTZ);
           printf(" ================================================================================================================\n");
           printf("            DSBTRD                : %15s \n", "STATblgv9withQ    ");
           printf(" ================================================================================================================\n");
           if(WANTZ>0)
              printf(" | A - U S U' | / ( |A| n ulp )   : %15.3E   \n",RESU[0]);
           if(WANTZ>0)
              printf(" | I - U U' | / ( n ulp )         : %15.3E   \n", RESU[1]);
           printf(" | D1 - EVEIGS | / (|D| ulp)      : %15.3E   \n",  RESU[2]);
           printf(" max | D1 - EVEIGS |              : %15.3E   \n",  RESU[6]);
           printf(" ================================================================================================================\n\n\n");
           
           printf(" ****************************************************************************************************************\n");
           printf(" * Hello here are the norm  Infinite (max)=%8.2e  norm one (sum)=%8.2e   norm2(sqrt)=%8.2e *\n", nrmI, nrm1, nrm2);
           printf(" ****************************************************************************************************************\n\n");

        }
#endif
#endif

      printf("  Total N %5d  flops %6.2f        timing %6.2f seconds\n", (int) N, 0.0, gpu_time );
      printf("============================================================================\n\n\n");

      if ( once )
          break;
    }

//fin:

    /* Memory clean up */
    TESTING_FREE_CPU( tau    );
    
    TESTING_FREE_PIN( h_A    );
    TESTING_FREE_PIN( h_R    );
    TESTING_FREE_PIN( h_work );
    TESTING_FREE_PIN( D      );
    TESTING_FREE_PIN( E      );

    for( magma_int_t dev = 0; dev < ngpu; ++dev ) {
        magma_setdevice( dev );
        TESTING_FREE_DEV( da[dev]  );
        TESTING_FREE_DEV( dT1[dev] );
        for( int i = 0; i < nstream; ++i ) {
            magma_queue_destroy( streams[dev][i] );
        }
    }
    magma_setdevice( 0 );
    
    /* Shutdown */    
    TESTING_FINALIZE_MGPU();
    return EXIT_SUCCESS;
}