Example #1
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cunmbr
*/
int main( int argc, char** argv )
{
    TESTING_INIT();
    
    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float error, dwork[1];
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione = 1;
    magma_int_t m, n, k, mi, ni, mm, nn, nq, size, info;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t nb, ldc, lda, lwork, lwork_max;
    magmaFloatComplex *C, *R, *A, *work, *tau, *tauq, *taup;
    float *d, *e;
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    // need slightly looser bound (60*eps instead of 30*eps) for some tests
    opts.tolerance = max( 60., opts.tolerance );
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    // test all combinations of input parameters
    magma_vect_t  vect [] = { MagmaQ,          MagmaP       };
    magma_side_t  side [] = { MagmaLeft,       MagmaRight   };
    magma_trans_t trans[] = { Magma_ConjTrans, MagmaNoTrans };

    printf("    M     N     K   vect side   trans   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||QC||_F\n");
    printf("===============================================================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
      for( int ivect = 0; ivect < 2; ++ivect ) {
      for( int iside = 0; iside < 2; ++iside ) {
      for( int itran = 0; itran < 2; ++itran ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            m = opts.msize[itest];
            n = opts.nsize[itest];
            k = opts.ksize[itest];
            nb  = magma_get_cgebrd_nb( m );
            ldc = m;
            // A is nq x k (vect=Q) or k x nq (vect=P)
            // where nq=m (left) or nq=n (right)
            nq  = (side[iside] == MagmaLeft ? m  : n );
            mm  = (vect[ivect] == MagmaQ    ? nq : k );
            nn  = (vect[ivect] == MagmaQ    ? k  : nq);
            lda = mm;
            
            // MBR calls either MQR or MLQ in various ways
            if ( vect[ivect] == MagmaQ ) {
                if ( nq >= k ) {
                    gflops = FLOPS_CUNMQR( m, n, k, side[iside] ) / 1e9;
                }
                else {
                    if ( side[iside] == MagmaLeft ) {
                        mi = m - 1;
                        ni = n;
                    }
                    else {
                        mi = m;
                        ni = n - 1;
                    }
                    gflops = FLOPS_CUNMQR( mi, ni, nq-1, side[iside] ) / 1e9;
                }
            }
            else {
                if ( nq > k ) {
                    gflops = FLOPS_CUNMLQ( m, n, k, side[iside] ) / 1e9;
                }
                else {
                    if ( side[iside] == MagmaLeft ) {
                        mi = m - 1;
                        ni = n;
                    }
                    else {
                        mi = m;
                        ni = n - 1;
                    }
                    gflops = FLOPS_CUNMLQ( mi, ni, nq-1, side[iside] ) / 1e9;
                }
            }
            
            // workspace for gebrd is (mm + nn)*nb
            // workspace for unmbr is m*nb or n*nb, depending on side
            lwork_max = max( (mm + nn)*nb, max( m*nb, n*nb ));
            
            TESTING_MALLOC_CPU( C,    magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( R,    magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( A,    magmaFloatComplex, lda*nn );
            TESTING_MALLOC_CPU( work, magmaFloatComplex, lwork_max );
            TESTING_MALLOC_CPU( d,    float,             min(mm,nn) );
            TESTING_MALLOC_CPU( e,    float,             min(mm,nn) );
            TESTING_MALLOC_CPU( tauq, magmaFloatComplex, min(mm,nn) );
            TESTING_MALLOC_CPU( taup, magmaFloatComplex, min(mm,nn) );
            
            // C is full, m x n
            size = ldc*n;
            lapackf77_clarnv( &ione, ISEED, &size, C );
            lapackf77_clacpy( "Full", &m, &n, C, &ldc, R, &ldc );
            
            size = lda*nn;
            lapackf77_clarnv( &ione, ISEED, &size, A );
            
            // compute BRD factorization to get Householder vectors in A, tauq, taup
            //lapackf77_cgebrd( &mm, &nn, A, &lda, d, e, tauq, taup, work, &lwork_max, &info );
            magma_cgebrd( mm, nn, A, lda, d, e, tauq, taup, work, lwork_max, &info );
            if (info != 0)
                printf("magma_cgebrd returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( vect[ivect] == MagmaQ ) {
                tau = tauq;
            } else {
                tau = taup;
            }
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_cunmbr( lapack_vect_const( vect[ivect] ),
                              lapack_side_const( side[iside] ),
                              lapack_trans_const( trans[itran] ),
                              &m, &n, &k,
                              A, &lda, tau, C, &ldc, work, &lwork_max, &info );
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0)
                printf("lapackf77_cunmbr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            // query for workspace size
            lwork = -1;
            magma_cunmbr( vect[ivect], side[iside], trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, work, lwork, &info );
            if (info != 0)
                printf("magma_cunmbr (lwork query) returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            lwork = (magma_int_t) MAGMA_C_REAL( work[0] );
            if ( lwork < 0 || lwork > lwork_max ) {
                printf("optimal lwork %d > lwork_max %d\n", (int) lwork, (int) lwork_max );
                lwork = lwork_max;
            }
            
            gpu_time = magma_wtime();
            magma_cunmbr( vect[ivect], side[iside], trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, work, lwork, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cunmbr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               compute relative error |QC_magma - QC_lapack| / |QC_lapack|
               =================================================================== */
            error = lapackf77_clange( "Fro", &m, &n, C, &ldc, dwork );
            size = ldc*n;
            blasf77_caxpy( &size, &c_neg_one, C, &ione, R, &ione );
            error = lapackf77_clange( "Fro", &m, &n, R, &ldc, dwork ) / error;
            
            printf( "%5d %5d %5d   %c   %4c   %5c   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e   %s\n",
                    (int) m, (int) n, (int) k,
                    lapacke_vect_const( vect[ivect] ),
                    lapacke_side_const( side[iside] ),
                    lapacke_trans_const( trans[itran] ),
                    cpu_perf, cpu_time, gpu_perf, gpu_time,
                    error, (error < tol ? "ok" : "failed") );
            status += ! (error < tol);
            
            TESTING_FREE_CPU( C );
            TESTING_FREE_CPU( R );
            TESTING_FREE_CPU( A );
            TESTING_FREE_CPU( work );
            TESTING_FREE_CPU( d );
            TESTING_FREE_CPU( e );
            TESTING_FREE_CPU( taup );
            TESTING_FREE_CPU( tauq );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
      }}}  // end ivect, iside, itran
      printf( "\n" );
    }
    
    TESTING_FINALIZE();
    return status;
}
Example #2
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cunmqr
*/
int main( int argc, char** argv )
{
    TESTING_CUDA_INIT();
    
    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;    
    float error, work[1];
    cuFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione =  1;
    
    /* Matrix size */
    magma_int_t m, n, k;
    const int MAXTESTS = 10;
    magma_int_t msize[MAXTESTS] = { 1024, 2048, 3072, 4032, 5184, 6016, 7040, 8064, 9088, 10112 };
    magma_int_t nsize[MAXTESTS] = { 1024, 2048, 3072, 4032, 5184, 6016, 7040, 8064, 9088, 10112 };
    magma_int_t ksize[MAXTESTS] = { 1024, 2048, 3072, 4032, 5184, 6016, 7040, 8064, 9088, 10112 };
    magma_int_t size;
    
    magma_int_t info;
    magma_int_t iseed[4] = {0,0,0,1};
    
    printf( "Usage: %s -N m,n,k -c\n"
            "    -N can be repeated %d times. m > 0, n > 0, k > 0 is required.\n"
            "    If only m,n is given, then n=k. If only m is given, then m=n=k.\n"
            "    -c or setting $MAGMA_TESTINGS_CHECK runs LAPACK and checks result.\n\n",
            argv[0], MAXTESTS );

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

    int ntest = 0;
    magma_int_t nmax = 0;
    magma_int_t mmax = 0;
    magma_int_t kmax = 0;
    for( int i = 1; i < argc; i++ ) {
        if ( strcmp("-N", argv[i]) == 0 && i+1 < argc ) {
            magma_assert( ntest < MAXTESTS, "error: -N repeated more than maximum %d tests\n", MAXTESTS );
            info = sscanf( argv[++i], "%d,%d,%d", &m, &n, &k );
            if ( info == 3 && m > 0 && n > 0 && k > 0 ) {
                msize[ ntest ] = m;
                nsize[ ntest ] = n;
                ksize[ ntest ] = k;
            }
            else if ( info == 2 && m > 0 && n > 0 ) {
                msize[ ntest ] = m;
                nsize[ ntest ] = n;
                ksize[ ntest ] = n;  // implicitly
            }
            else if ( info == 1 && m > 0 ) {
                msize[ ntest ] = m;
                nsize[ ntest ] = m;  // implicitly
                ksize[ ntest ] = m;  // implicitly
            }
            else {
                printf( "error: -N %s is invalid; ensure m > 0, n > 0, k > 0.\n", argv[i] );
                exit(1);
            }
            mmax = max( mmax, msize[ntest] );
            nmax = max( nmax, nsize[ntest] );
            kmax = max( kmax, ksize[ntest] );
            ntest++;
        }
        else if ( strcmp("-c", argv[i]) == 0 ) {
            checkres = true;
        }
        else {
            printf( "invalid argument: %s\n", argv[i] );
            exit(1);
        }
    }
    if ( ntest == 0 ) {
        ntest = MAXTESTS;
        nmax = nsize[ntest-1];
        mmax = msize[ntest-1];
        kmax = ksize[ntest-1];
    }
    m = mmax;
    n = nmax;
    k = kmax;
    assert( n > 0 && m > 0 && k > 0 );
    
    magma_int_t nb = magma_get_cgeqrf_nb( m );
    magma_int_t ldc = m;
    magma_int_t lda = max(m,n);
    ldc = ((ldc+31)/32)*32;
    lda = ((lda+31)/32)*32;
    
    // Allocate memory for matrices
    cuFloatComplex *C, *R, *A, *W, *tau;
    magma_int_t lwork = max( m*nb, n*nb );
    magma_int_t lwork_max = lwork;
    TESTING_MALLOC( C, cuFloatComplex, ldc*n );
    TESTING_MALLOC( R, cuFloatComplex, ldc*n );
    TESTING_MALLOC( A, cuFloatComplex, lda*k );
    TESTING_MALLOC( W, cuFloatComplex, lwork_max );
    TESTING_MALLOC( tau, cuFloatComplex, k   );
    
    // test all combinations of input parameters
    const char* side[]   = { MagmaLeftStr,      MagmaRightStr   };
    const char* trans[]  = { MagmaConjTransStr, MagmaNoTransStr };

    printf("    M     N     K  side   trans      CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||QC||_F\n");
    printf("===============================================================================================\n");
    for( int i = 0; i < ntest; ++i ) {
        for( int iside = 0; iside < 2; ++iside ) {
        for( int itran = 0; itran < 2; ++itran ) {
            m = msize[i];
            n = nsize[i];
            k = ksize[i];
            
            if ( *side[iside] == 'L' && m < k ) {
                printf( "%5d %5d %5d  %-5s  %-9s   skipping because side=left and m < k\n",
                        (int) m, (int) n, (int) k, side[iside], trans[itran] );
                continue;
            }
            if ( *side[iside] == 'R' && n < k ) {
                printf( "%5d %5d %5d  %-5s  %-9s   skipping because side=right and n < k\n",
                        (int) m, (int) n, (int) k, side[iside], trans[itran] );
                continue;
            }
            
            gflops = FLOPS_CUNMQR( m, n, k, *side[iside] ) / 1e9;
            
            // C is full, m x n
            size = ldc*n;
            lapackf77_clarnv( &ione, iseed, &size, C );
            lapackf77_clacpy( "Full", &m, &n, C, &ldc, R, &ldc );
            //magma_csetmatrix( m,   n, C, ldc, dC, ldc );
            
            // A is m x k (left) or n x k (right)
            lda = (*side[iside] == 'L' ? m : n);
            size = lda*k;
            lapackf77_clarnv( &ione, iseed, &size, A );
            
            // compute QR factorization to get Householder vectors in A, tau
            magma_cgeqrf( lda, k, A, lda, tau, W, lwork_max, &info );
            if ( info != 0 )
                printf("magma_cgeqrf returned error %d\n", info);
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_cunmqr( side[iside], trans[itran],
                              &m, &n, &k,
                              A, &lda, tau, C, &ldc, W, &lwork_max, &info );
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0)
                printf("lapackf77_cunmqr returned error %d.\n", (int) info);
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            // query for work size
            lwork = -1;
            magma_cunmqr( *side[iside], *trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, W, lwork, &info );
            if (info != 0)
                printf("magma_cunmqr returned error %d (lwork query).\n", (int) info);
            lwork = (magma_int_t) MAGMA_C_REAL( W[0] );
            if ( lwork < 0 || lwork > lwork_max )
                printf("invalid lwork %d, lwork_max %d\n", lwork, lwork_max );
            
            gpu_time = magma_wtime();
            magma_cunmqr( *side[iside], *trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, W, lwork, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cunmqr returned error %d.\n", (int) info);
            
            //magma_cgetmatrix( m, n, dC, ldc, R, ldc );
            
            /* =====================================================================
               compute relative error |QC_magma - QC_lapack| / |QC_lapack|
               =================================================================== */
            error = lapackf77_clange( "Fro", &m, &n, C, &ldc, work );
            size = ldc*n;
            blasf77_caxpy( &size, &c_neg_one, C, &ione, R, &ione );
            error = lapackf77_clange( "Fro", &m, &n, R, &ldc, work ) / error;
            
            printf( "%5d %5d %5d  %-5s  %-9s  %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e\n",
                    (int) m, (int) n, (int) k, side[iside], trans[itran],
                    cpu_perf, cpu_time, gpu_perf, gpu_time, error );
        }}  // end iside, itran
        printf( "\n" );
    }  // end i
    
    // Memory clean up
    TESTING_FREE( C );
    TESTING_FREE( R );
    TESTING_FREE( A );
    TESTING_FREE( W );
    TESTING_FREE( tau );
    
    // Shutdown
    TESTING_CUDA_FINALIZE();
    return 0;
}
Example #3
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cunmqr_gpu
*/
int main( int argc, char** argv )
{
    TESTING_INIT();
    
    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float error, work[1];
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione = 1;
    magma_int_t m, n, k, size, info;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t nb, ldc, lda, lwork, lwork_max, dt_size;
    magmaFloatComplex *C, *R, *A, *W, *tau;
    magmaFloatComplex_ptr dC, dA, dT;
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = 2. * opts.tolerance * lapackf77_slamch("E");
    
    // test all combinations of input parameters
    magma_side_t  side [] = { MagmaLeft,       MagmaRight   };
    magma_trans_t trans[] = { Magma_ConjTrans, MagmaNoTrans };

    printf("    M     N     K   side   trans   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||QC||_F\n");
    printf("===============================================================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
      for( int iside = 0; iside < 2; ++iside ) {
      for( int itran = 0; itran < 2; ++itran ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {        
            m = opts.msize[itest];
            n = opts.nsize[itest];
            k = opts.ksize[itest];
            nb  = magma_get_cgeqrf_nb( m );
            ldc = ((m + 31)/32)*32;
            lda = ((max(m,n) + 31)/32)*32;
            gflops = FLOPS_CUNMQR( m, n, k, side[iside] ) / 1e9;
            
            if ( side[iside] == MagmaLeft && m < k ) {
                printf( "%5d %5d %5d   %4c   %5c   skipping because side=left  and m < k\n",
                        (int) m, (int) n, (int) k,
                        lapacke_side_const( side[iside] ),
                        lapacke_trans_const( trans[itran] ) );
                continue;
            }
            if ( side[iside] == MagmaRight && n < k ) {
                printf( "%5d %5d %5d   %4c   %5c   skipping because side=right and n < k\n",
                        (int) m, (int) n, (int) k,
                        lapacke_side_const( side[iside] ),
                        lapacke_trans_const( trans[itran] ) );
                continue;
            }
            
            if ( side[iside] == MagmaLeft ) {
                // side = left
                lwork_max = (m - k + nb)*(n + nb) + n*nb;
                dt_size = ( 2*min(m,k) + ((max(m,n) + 31)/32)*32 )*nb;
            }
            else {
                // side = right
                lwork_max = (n - k + nb)*(m + nb) + m*nb;
                dt_size = ( 2*min(n,k) + ((max(m,n) + 31)/32)*32 )*nb;
            }
            
            TESTING_MALLOC_CPU( C,   magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( R,   magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( A,   magmaFloatComplex, lda*k );
            TESTING_MALLOC_CPU( W,   magmaFloatComplex, lwork_max );
            TESTING_MALLOC_CPU( tau, magmaFloatComplex, k );
            
            TESTING_MALLOC_DEV( dC, magmaFloatComplex, ldc*n );
            TESTING_MALLOC_DEV( dA, magmaFloatComplex, lda*k );
            TESTING_MALLOC_DEV( dT, magmaFloatComplex, dt_size );
            
            // C is full, m x n
            size = ldc*n;
            lapackf77_clarnv( &ione, ISEED, &size, C );
            magma_csetmatrix( m, n, C, ldc, dC, ldc );
            
            // A is m x k (left) or n x k (right)
            lda = (side[iside] == MagmaLeft ? m : n);
            size = lda*k;
            lapackf77_clarnv( &ione, ISEED, &size, A );
            
            // compute QR factorization to get Householder vectors in dA, tau, dT
            magma_csetmatrix( lda, k, A,  lda, dA, lda );
            magma_cgeqrf_gpu( lda, k, dA, lda, tau, dT, &info );
            magma_cgetmatrix( lda, k, dA, lda, A,  lda );
            if (info != 0)
                printf("magma_cgeqrf_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_cunmqr( lapack_side_const( side[iside] ), lapack_trans_const( trans[itran] ),
                              &m, &n, &k,
                              A, &lda, tau, C, &ldc, W, &lwork_max, &info );
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0)
                printf("lapackf77_cunmqr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            // query for workspace size
            lwork = -1;
            magma_cunmqr_gpu( side[iside], trans[itran],
                              m, n, k,
                              dA, lda, tau, dC, ldc, W, lwork, dT, nb, &info );
            if (info != 0)
                printf("magma_cunmqr_gpu (lwork query) returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            lwork = (magma_int_t) MAGMA_C_REAL( W[0] );
            if ( lwork < 0 || lwork > lwork_max )
                printf("invalid lwork %d, lwork_max %d\n", (int) lwork, (int) lwork_max );
            
            gpu_time = magma_sync_wtime( 0 );  // sync needed for L,N and R,T cases
            magma_cunmqr_gpu( side[iside], trans[itran],
                              m, n, k,
                              dA, lda, tau, dC, ldc, W, lwork, dT, nb, &info );
            gpu_time = magma_sync_wtime( 0 ) - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cunmqr_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            magma_cgetmatrix( m, n, dC, ldc, R, ldc );
            
            /* =====================================================================
               compute relative error |QC_magma - QC_lapack| / |QC_lapack|
               =================================================================== */
            error = lapackf77_clange( "Fro", &m, &n, C, &ldc, work );
            size = ldc*n;
            blasf77_caxpy( &size, &c_neg_one, C, &ione, R, &ione );
            error = lapackf77_clange( "Fro", &m, &n, R, &ldc, work ) / error;
            
            printf( "%5d %5d %5d   %4c   %5c   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e   %s\n",
                    (int) m, (int) n, (int) k,
                    lapacke_side_const( side[iside] ),
                    lapacke_trans_const( trans[itran] ),
                    cpu_perf, cpu_time, gpu_perf, gpu_time,
                    error, (error < tol ? "ok" : "failed") );
            status += ! (error < tol);
            
            TESTING_FREE_CPU( C );
            TESTING_FREE_CPU( R );
            TESTING_FREE_CPU( A );
            TESTING_FREE_CPU( W );
            TESTING_FREE_CPU( tau );
            
            TESTING_FREE_DEV( dC );
            TESTING_FREE_DEV( dA );
            TESTING_FREE_DEV( dT );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
      }}  // end iside, itran
      printf( "\n" );
    }
    
    TESTING_FINALIZE();
    return status;
}
Example #4
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cunmqr
*/
int main( int argc, char** argv )
{
    TESTING_INIT();
    
    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float error, work[1];
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione = 1;
    magma_int_t m, n, k, size, info;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t nb, ldc, lda, lwork, lwork_max;
    magmaFloatComplex *C, *R, *A, *W, *tau;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    // test all combinations of input parameters
    const char* side[]   = { MagmaLeftStr,      MagmaRightStr   };
    const char* trans[]  = { MagmaConjTransStr, MagmaNoTransStr };

    printf("    M     N     K  side   trans      CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||QC||_F\n");
    printf("===============================================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iside = 0; iside < 2; ++iside ) {
        for( int itran = 0; itran < 2; ++itran ) {
            m = opts.msize[i];
            n = opts.nsize[i];
            k = opts.ksize[i];
            nb  = magma_get_cgeqrf_nb( m );
            ldc = ((m + 31)/32)*32;
            lda = ((max(m,n) + 31)/32)*32;
            gflops = FLOPS_CUNMQR( m, n, k, *side[iside] ) / 1e9;
            
            if ( *side[iside] == 'L' && m < k ) {
                printf( "%5d %5d %5d  %-5s  %-9s   skipping because side=left and m < k\n",
                        (int) m, (int) n, (int) k, side[iside], trans[itran] );
                continue;
            }
            if ( *side[iside] == 'R' && n < k ) {
                printf( "%5d %5d %5d  %-5s  %-9s   skipping because side=right and n < k\n",
                        (int) m, (int) n, (int) k, side[iside], trans[itran] );
                continue;
            }
            
            lwork_max = max( m*nb, n*nb );
            
            TESTING_MALLOC( C, magmaFloatComplex, ldc*n );
            TESTING_MALLOC( R, magmaFloatComplex, ldc*n );
            TESTING_MALLOC( A, magmaFloatComplex, lda*k );
            TESTING_MALLOC( W, magmaFloatComplex, lwork_max );
            TESTING_MALLOC( tau, magmaFloatComplex, k );
            
            // C is full, m x n
            size = ldc*n;
            lapackf77_clarnv( &ione, ISEED, &size, C );
            lapackf77_clacpy( "Full", &m, &n, C, &ldc, R, &ldc );
            //magma_csetmatrix( m,   n, C, ldc, dC, ldc );
            
            // A is m x k (left) or n x k (right)
            lda = (*side[iside] == 'L' ? m : n);
            size = lda*k;
            lapackf77_clarnv( &ione, ISEED, &size, A );
            
            // compute QR factorization to get Householder vectors in A, tau
            magma_cgeqrf( lda, k, A, lda, tau, W, lwork_max, &info );
            if (info != 0)
                printf("magma_cgeqrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_cunmqr( side[iside], trans[itran],
                              &m, &n, &k,
                              A, &lda, tau, C, &ldc, W, &lwork_max, &info );
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0)
                printf("lapackf77_cunmqr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            // query for work size
            lwork = -1;
            magma_cunmqr( *side[iside], *trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, W, lwork, &info );
            if (info != 0)
                printf("magma_cunmqr (lwork query) returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            lwork = (magma_int_t) MAGMA_C_REAL( W[0] );
            if ( lwork < 0 || lwork > lwork_max )
                printf("invalid lwork %d, lwork_max %d\n", (int) lwork, (int) lwork_max );
            
            gpu_time = magma_wtime();
            magma_cunmqr( *side[iside], *trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, W, lwork, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cunmqr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            //magma_cgetmatrix( m, n, dC, ldc, R, ldc );
            
            /* =====================================================================
               compute relative error |QC_magma - QC_lapack| / |QC_lapack|
               =================================================================== */
            error = lapackf77_clange( "Fro", &m, &n, C, &ldc, work );
            size = ldc*n;
            blasf77_caxpy( &size, &c_neg_one, C, &ione, R, &ione );
            error = lapackf77_clange( "Fro", &m, &n, R, &ldc, work ) / error;
            
            printf( "%5d %5d %5d  %-5s  %-9s  %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e\n",
                    (int) m, (int) n, (int) k, side[iside], trans[itran],
                    cpu_perf, cpu_time, gpu_perf, gpu_time, error );
            
            TESTING_FREE( C );
            TESTING_FREE( R );
            TESTING_FREE( A );
            TESTING_FREE( W );
            TESTING_FREE( tau );
        }}  // end iside, itran
        printf( "\n" );
    }
    
    TESTING_FINALIZE();
    return 0;
}
Example #5
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cunmqr_gpu
*/
int main( int argc, char** argv )
{
    TESTING_INIT();
    
    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float Cnorm, error, work[1];
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione = 1;
    magma_int_t mm, m, n, k, size, info;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t nb, ldc, lda, lwork, lwork_max, dt_size;
    magmaFloatComplex *C, *R, *A, *hwork, *tau;
    magmaFloatComplex_ptr dC, dA, dT;
    magma_int_t status = 0;
    
    magma_opts opts;
    opts.parse_opts( argc, argv );
    
    // need slightly looser bound (60*eps instead of 30*eps) for some tests
    opts.tolerance = max( 60., opts.tolerance );
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    // test all combinations of input parameters
    magma_side_t  side [] = { MagmaLeft,       MagmaRight   };
    magma_trans_t trans[] = { Magma_ConjTrans, MagmaNoTrans };

    printf("%%   M     N     K   side   trans   CPU Gflop/s (sec)   GPU Gflop/s (sec)   ||R||_F / ||QC||_F\n");
    printf("%%==============================================================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
      for( int iside = 0; iside < 2; ++iside ) {
      for( int itran = 0; itran < 2; ++itran ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            m = opts.msize[itest];
            n = opts.nsize[itest];
            k = opts.ksize[itest];
            ldc = magma_roundup( m, opts.align );  // multiple of 32 by default
            // A is m x k (left) or n x k (right)
            mm = (side[iside] == MagmaLeft ? m : n);
            nb  = magma_get_cgeqrf_nb( mm, k );
            lda = magma_roundup( mm, opts.align );  // multiple of 32 by default
            gflops = FLOPS_CUNMQR( m, n, k, side[iside] ) / 1e9;
            
            if ( side[iside] == MagmaLeft && m < k ) {
                printf( "%5d %5d %5d   %4c   %5c   skipping because side=left  and m < k\n",
                        (int) m, (int) n, (int) k,
                        lapacke_side_const( side[iside] ),
                        lapacke_trans_const( trans[itran] ) );
                continue;
            }
            if ( side[iside] == MagmaRight && n < k ) {
                printf( "%5d %5d %5d   %4c   %5c   skipping because side=right and n < k\n",
                        (int) m, (int) n, (int) k,
                        lapacke_side_const( side[iside] ),
                        lapacke_trans_const( trans[itran] ) );
                continue;
            }
            
            if ( side[iside] == MagmaLeft ) {
                // side = left
                lwork_max = (m - k + nb)*(n + nb) + n*nb;
                dt_size = ( 2*min(m,k) + magma_roundup( max(m,n), 32) )*nb;
            }
            else {
                // side = right
                lwork_max = (n - k + nb)*(m + nb) + m*nb;
                dt_size = ( 2*min(n,k) + magma_roundup( max(m,n), 32 ) )*nb;
            }
            // this rounds it up slightly if needed to agree with lwork query below
            lwork_max = int( real( magma_cmake_lwork( lwork_max )));
            
            TESTING_MALLOC_CPU( C,     magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( R,     magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( A,     magmaFloatComplex, lda*k );
            TESTING_MALLOC_CPU( hwork, magmaFloatComplex, lwork_max );
            TESTING_MALLOC_CPU( tau,   magmaFloatComplex, k );
            
            TESTING_MALLOC_DEV( dC, magmaFloatComplex, ldc*n );
            TESTING_MALLOC_DEV( dA, magmaFloatComplex, lda*k );
            TESTING_MALLOC_DEV( dT, magmaFloatComplex, dt_size );
            
            // C is full, m x n
            size = ldc*n;
            lapackf77_clarnv( &ione, ISEED, &size, C );
            magma_csetmatrix( m, n, C, ldc, dC, ldc );
            
            // A is m x k (left) or n x k (right)
            size = lda*k;
            lapackf77_clarnv( &ione, ISEED, &size, A );
            
            // compute QR factorization to get Householder vectors in dA, tau, dT
            magma_csetmatrix( mm, k, A,  lda, dA, lda );
            magma_cgeqrf_gpu( mm, k, dA, lda, tau, dT, &info );
            magma_cgetmatrix( mm, k, dA, lda, A,  lda );
            if (info != 0) {
                printf("magma_cgeqrf_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_cunmqr( lapack_side_const( side[iside] ), lapack_trans_const( trans[itran] ),
                              &m, &n, &k,
                              A, &lda, tau, C, &ldc, hwork, &lwork_max, &info );
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0) {
                printf("lapackf77_cunmqr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            // query for workspace size
            lwork = -1;
            magma_cunmqr_gpu( side[iside], trans[itran],
                              m, n, k,
                              dA, lda, tau, dC, ldc, hwork, lwork, dT, nb, &info );
            if (info != 0) {
                printf("magma_cunmqr_gpu (lwork query) returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            lwork = (magma_int_t) MAGMA_C_REAL( hwork[0] );
            if ( lwork < 0 || lwork > lwork_max  ) {
                printf("Warning: optimal lwork %d > allocated lwork_max %d\n", (int) lwork, (int) lwork_max );
                lwork = lwork_max;
            }
            
            // cunmqr2 takes a copy of dA in CPU memory
            if ( opts.version == 2 ) {
                magma_cgetmatrix( mm, k, dA, lda, A, lda );
            }
            
            magmablasSetKernelStream( opts.queue );
            gpu_time = magma_sync_wtime( opts.queue );  // sync needed for L,N and R,T cases
            if ( opts.version == 1 ) {
                magma_cunmqr_gpu( side[iside], trans[itran],
                                  m, n, k,
                                  dA, lda, tau, dC, ldc, hwork, lwork, dT, nb, &info );
            }
            else if ( opts.version == 2 ) {
                magma_cunmqr2_gpu( side[iside], trans[itran],
                                   m, n, k,
                                   dA, lda, tau, dC, ldc, A, lda, &info );
            }
            gpu_time = magma_sync_wtime( opts.queue ) - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0) {
                printf("magma_cunmqr_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            magma_cgetmatrix( m, n, dC, ldc, R, ldc );
            
            /* =====================================================================
               compute relative error |QC_magma - QC_lapack| / |QC_lapack|
               =================================================================== */
            size = ldc*n;
            blasf77_caxpy( &size, &c_neg_one, C, &ione, R, &ione );
            Cnorm = lapackf77_clange( "Fro", &m, &n, C, &ldc, work );
            error = lapackf77_clange( "Fro", &m, &n, R, &ldc, work ) / (magma_ssqrt(m*n) * Cnorm);
            
            printf( "%5d %5d %5d   %4c   %5c   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e   %s\n",
                    (int) m, (int) n, (int) k,
                    lapacke_side_const( side[iside] ),
                    lapacke_trans_const( trans[itran] ),
                    cpu_perf, cpu_time, gpu_perf, gpu_time,
                    error, (error < tol ? "ok" : "failed") );
            status += ! (error < tol);
            
            TESTING_FREE_CPU( C );
            TESTING_FREE_CPU( R );
            TESTING_FREE_CPU( A );
            TESTING_FREE_CPU( hwork );
            TESTING_FREE_CPU( tau );
            
            TESTING_FREE_DEV( dC );
            TESTING_FREE_DEV( dA );
            TESTING_FREE_DEV( dT );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
      }}  // end iside, itran
      printf( "\n" );
    }
    
    opts.cleanup();
    TESTING_FINALIZE();
    return status;
}
Example #6
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cunmqr
*/
int main( int argc, char** argv )
{
    TESTING_INIT();
    
    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float error, work[1];
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magma_int_t ione = 1;
    magma_int_t mm, m, n, k, size, info;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t nb, ldc, lda, lwork, lwork_max;
    magmaFloatComplex *C, *R, *A, *W, *tau;
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    // need slightly looser bound (60*eps instead of 30*eps) for some tests
    opts.tolerance = max( 60., opts.tolerance );
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    // test all combinations of input parameters
    magma_side_t  side [] = { MagmaLeft,      MagmaRight   };
    magma_trans_t trans[] = { MagmaConjTrans, MagmaNoTrans };

    printf("    M     N     K   side   trans   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||QC||_F\n");
    printf("===============================================================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
      for( int iside = 0; iside < 2; ++iside ) {
      for( int itran = 0; itran < 2; ++itran ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            m = opts.msize[itest];
            n = opts.nsize[itest];
            k = opts.ksize[itest];
            nb  = magma_get_cgeqrf_nb( m );
            ldc = m;
            // A is m x k (left) or n x k (right)
            mm = (side[iside] == MagmaLeft ? m : n);
            lda = mm;
            gflops = FLOPS_CUNMQR( m, n, k, side[iside] ) / 1e9;
            
            if ( side[iside] == MagmaLeft && m < k ) {
                printf( "%5d %5d %5d   %4c   %5c   skipping because side=left  and m < k\n",
                        (int) m, (int) n, (int) k,
                        lapacke_side_const( side[iside] ),
                        lapacke_trans_const( trans[itran] ) );
                continue;
            }
            if ( side[iside] == MagmaRight && n < k ) {
                printf( "%5d %5d %5d   %4c   %5c   skipping because side=right and n < k\n",
                        (int) m, (int) n, (int) k,
                        lapacke_side_const( side[iside] ),
                        lapacke_trans_const( trans[itran] ) );
                continue;
            }
            
            // need at least 2*nb*nb for geqrf
            lwork_max = max( max( m*nb, n*nb ), 2*nb*nb );
            
            TESTING_MALLOC_CPU( C,   magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( R,   magmaFloatComplex, ldc*n );
            TESTING_MALLOC_CPU( A,   magmaFloatComplex, lda*k );
            TESTING_MALLOC_CPU( W,   magmaFloatComplex, lwork_max );
            TESTING_MALLOC_CPU( tau, magmaFloatComplex, k );
            
            // C is full, m x n
            size = ldc*n;
            lapackf77_clarnv( &ione, ISEED, &size, C );
            lapackf77_clacpy( "Full", &m, &n, C, &ldc, R, &ldc );
            
            size = lda*k;
            lapackf77_clarnv( &ione, ISEED, &size, A );
            
            // compute QR factorization to get Householder vectors in A, tau
            magma_cgeqrf( mm, k, A, lda, tau, W, lwork_max, &info );
            if (info != 0)
                printf("magma_cgeqrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            cpu_time = magma_wtime();
            lapackf77_cunmqr( lapack_side_const( side[iside] ), lapack_trans_const( trans[itran] ),
                              &m, &n, &k,
                              A, &lda, tau, C, &ldc, W, &lwork_max, &info );
            cpu_time = magma_wtime() - cpu_time;
            cpu_perf = gflops / cpu_time;
            if (info != 0)
                printf("lapackf77_cunmqr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            // query for workspace size
            lwork = -1;
            magma_cunmqr( side[iside], trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, W, lwork, &info );
            if (info != 0)
                printf("magma_cunmqr (lwork query) returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            lwork = (magma_int_t) MAGMA_C_REAL( W[0] );
            if ( lwork < 0 || lwork > lwork_max ) {
                printf("optimal lwork %d > lwork_max %d\n", (int) lwork, (int) lwork_max );
                lwork = lwork_max;
            }
            
            gpu_time = magma_wtime();
            magma_cunmqr( side[iside], trans[itran],
                          m, n, k,
                          A, lda, tau, R, ldc, W, lwork, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cunmqr returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
                        
            /* =====================================================================
               compute relative error |QC_magma - QC_lapack| / |QC_lapack|
               =================================================================== */
            error = lapackf77_clange( "Fro", &m, &n, C, &ldc, work );
            size = ldc*n;
            blasf77_caxpy( &size, &c_neg_one, C, &ione, R, &ione );
            error = lapackf77_clange( "Fro", &m, &n, R, &ldc, work ) / error;
            
            printf( "%5d %5d %5d   %4c   %5c   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e   %s\n",
                    (int) m, (int) n, (int) k,
                    lapacke_side_const( side[iside] ),
                    lapacke_trans_const( trans[itran] ),
                    cpu_perf, cpu_time, gpu_perf, gpu_time,
                    error, (error < tol ? "ok" : "failed") );
            status += ! (error < tol);
            
            TESTING_FREE_CPU( C );
            TESTING_FREE_CPU( R );
            TESTING_FREE_CPU( A );
            TESTING_FREE_CPU( W );
            TESTING_FREE_CPU( tau );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
      }}  // end iside, itran
      printf( "\n" );
    }
    
    TESTING_FINALIZE();
    return status;
}