C++ MAGMA_C_REAL函数代码示例

/** @return true if either real(x) or imag(x) is INF. */
inline bool magma_c_isinf( magmaFloatComplex x )
{
#ifdef COMPLEX
    return isinf( MAGMA_C_REAL( x )) ||
           isinf( MAGMA_C_IMAG( x ));
#else
    return isinf( x );
#endif
}

void magma_cmake_hpd( magma_int_t N, magmaFloatComplex* A, magma_int_t lda )
{
    magma_int_t i, j;
    for( i=0; i<N; ++i ) {
        A(i,i) = MAGMA_C_MAKE( MAGMA_C_REAL( A(i,i) ) + N, 0. );
        for( j=0; j<i; ++j ) {
            A(j,i) = MAGMA_C_CNJG( A(i,j) );
        }
    }
}

void init_matrix( int N, magmaFloatComplex *h_A, magma_int_t lda )
{
    magma_int_t ione = 1, n2 = N*lda;
    magma_int_t ISEED[4] = {0,0,0,1};
    lapackf77_clarnv( &ione, ISEED, &n2, h_A );
    /* Symmetrize and increase the diagonal */
    for (int i = 0; i < N; ++i) {
        MAGMA_C_SET2REAL( h_A(i,i), MAGMA_C_REAL(h_A(i,i)) + N );
        for (int j = 0; j < i; ++j) h_A(i, j) = MAGMA_C_CNJG( h_A(j, i) );
    }
}

void magma_cprint( magma_int_t m, magma_int_t n, const magmaFloatComplex *A, magma_int_t lda )
{
    if ( magma_is_devptr( A ) == 1 ) {
        fprintf( stderr, "ERROR: cprint called with device pointer.\n" );
        exit(1);
    }
    
    magmaFloatComplex c_zero = MAGMA_C_ZERO;
    
    if ( m == 1 ) {
        printf( "[ " );
    }
    else {
        printf( "[\n" );
    }
    for( int i = 0; i < m; ++i ) {
        for( int j = 0; j < n; ++j ) {
            if ( MAGMA_C_EQUAL( *A(i,j), c_zero )) {
                printf( "   0.    " );
            }
            else {
#if defined(PRECISION_z) || defined(PRECISION_c)
                printf( " %8.4f+%8.4fi", MAGMA_C_REAL( *A(i,j) ), MAGMA_C_IMAG( *A(i,j) ));
#else
                printf( " %8.4f", MAGMA_C_REAL( *A(i,j) ));
#endif
            }
        }
        if ( m > 1 ) {
            printf( "\n" );
        }
        else {
            printf( " " );
        }
    }
    printf( "];\n" );
}

extern "C" magma_int_t
magma_cmdiff(
    magma_c_matrix A, magma_c_matrix B,
    real_Double_t *res,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    if( A.memory_location == Magma_CPU && B.memory_location == Magma_CPU
            && A.storage_type == Magma_CSR && B.storage_type == Magma_CSR ){
        real_Double_t tmp2;
        magma_int_t i,j,k;
        *res = 0.0;
        
        for(i=0; i<A.num_rows; i++) {
            for(j=A.row[i]; j<A.row[i+1]; j++) {
                magma_index_t localcol = A.col[j];
                for( k=B.row[i]; k<B.row[i+1]; k++) {
                    if (B.col[k] == localcol) {
                        tmp2 = (real_Double_t) fabs( MAGMA_C_REAL(A.val[j] )
                                                        - MAGMA_C_REAL(B.val[k]) );
    
                        (*res) = (*res) + tmp2* tmp2;
                    }
                }
            }
        }

        (*res) =  sqrt((*res));
    }
    else{
        printf("error: mdiff only supported for CSR matrices on the CPU.\n");
        info = MAGMA_ERR_NOT_SUPPORTED;
    }
    return info;
}

/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cheevd
*/
int main( int argc, char** argv) 
{
    TESTING_CUDA_INIT();

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

    magma_timestr_t start, end;

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

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

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

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

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

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

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

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

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

        /* warm up run */
//.........这里部分代码省略.........

//.........这里部分代码省略.........
    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;
}

//.........这里部分代码省略.........
        liwmin = 5 * n + 3;
    } else {
        lwmin = lq2 + n * (nb + 1);
        lrwmin = n;
        liwmin = 1;
    }

    work[0]  = MAGMA_C_MAKE( lwmin * (1. + lapackf77_slamch("Epsilon")), 0.);  // round up
    rwork[0] = lrwmin * (1. + lapackf77_slamch("Epsilon"));
    iwork[0] = liwmin;

    if ((lwork < lwmin) && !lquery) {
        *info = -14;
    } else if ((lrwork < lrwmin) && ! lquery) {
        *info = -16;
    } else if ((liwork < liwmin) && ! lquery) {
        *info = -18;
    }

    if (*info != 0) {
        magma_xerbla( __func__, -(*info) );
        return *info;
    }
    else if (lquery) {
        return *info;
    }

    /* Quick return if possible */
    if (n == 0) {
        return *info;
    }

    if (n == 1) {
        w[0] = MAGMA_C_REAL(a[0]);
        if (wantz) {
            a[0] = MAGMA_C_ONE;
        }
        return *info;
    }

#ifdef ENABLE_DEBUG
    printf("using %d threads\n", threads);
#endif

    /* Check if matrix is very small then just call LAPACK on CPU, no need for GPU */
    magma_int_t ntiles = n/nb;
    if( ( ntiles < 2 ) || ( 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_cheevd(jobz_, uplo_, &n, 
                        a, &lda, w, 
                        work, &lwork, 
#if defined(PRECISION_z) || defined(PRECISION_c)
                        rwork, &lrwork, 
#endif  
                        iwork, &liwork, 
                        info);
        *m = n; 
        return *info;
    }
    
    /* Get machine constants. */
    safmin = lapackf77_slamch("Safe minimum");

//.........这里部分代码省略.........
            TESTING_FREE_CPU( col );
            free(pntre);
        #endif // MAGMA_WITH_MKL

        // copy matrix to GPU
        magma_c_mtransfer( hA, &dA, Magma_CPU, Magma_DEV, queue );        
        // SpMV on GPU (CSR) -- this is the reference!
        start = magma_sync_wtime( queue );
        for (j=0; j<10; j++)
            magma_c_spmv( c_one, dA, dx, c_zero, dy, queue );
        end = magma_sync_wtime( queue );
        printf( " > MAGMA: %.2e seconds %.2e GFLOP/s    (standard CSR).\n",
                                        (end-start)/10, FLOPS*10/(end-start) );
        magma_c_mfree(&dA, queue );
        magma_c_vtransfer( dy, &hrefvec , Magma_DEV, Magma_CPU, queue );

        // convert to ELL and copy to GPU
        magma_c_mconvert(  hA, &hA_ELL, Magma_CSR, Magma_ELL, queue );
        magma_c_mtransfer( hA_ELL, &dA_ELL, Magma_CPU, Magma_DEV, queue );
        magma_c_mfree(&hA_ELL, queue );
        magma_c_vfree( &dy, queue );
        magma_c_vinit( &dy, Magma_DEV, hA.num_rows, c_zero, queue );
        // SpMV on GPU (ELL)
        start = magma_sync_wtime( queue );
        for (j=0; j<10; j++)
            magma_c_spmv( c_one, dA_ELL, dx, c_zero, dy, queue );
        end = magma_sync_wtime( queue );
        printf( " > MAGMA: %.2e seconds %.2e GFLOP/s    (standard ELL).\n",
                                        (end-start)/10, FLOPS*10/(end-start) );
        magma_c_mfree(&dA_ELL, queue );
        magma_c_vtransfer( dy, &hcheck , Magma_DEV, Magma_CPU, queue );
        res = 0.0;
        for(magma_int_t k=0; k<hA.num_rows; k++ )
            res=res + MAGMA_C_REAL(hcheck.val[k]) - MAGMA_C_REAL(hrefvec.val[k]);
        if ( res < .000001 )
            printf("# tester spmv ELL:  ok\n");
        else
            printf("# tester spmv ELL:  failed\n");
        magma_c_vfree( &hcheck, queue );

        // convert to SELLP and copy to GPU
        magma_c_mconvert(  hA, &hA_SELLP, Magma_CSR, Magma_SELLP, queue );
        magma_c_mtransfer( hA_SELLP, &dA_SELLP, Magma_CPU, Magma_DEV, queue );
        magma_c_mfree(&hA_SELLP, queue );
        magma_c_vfree( &dy, queue );
        magma_c_vinit( &dy, Magma_DEV, hA.num_rows, c_zero, queue );
        // SpMV on GPU (SELLP)
        start = magma_sync_wtime( queue );
        for (j=0; j<10; j++)
            magma_c_spmv( c_one, dA_SELLP, dx, c_zero, dy, queue );
        end = magma_sync_wtime( queue );
        printf( " > MAGMA: %.2e seconds %.2e GFLOP/s    (SELLP).\n",
                                        (end-start)/10, FLOPS*10/(end-start) );

        magma_c_vtransfer( dy, &hcheck , Magma_DEV, Magma_CPU, queue );
        res = 0.0;
        for(magma_int_t k=0; k<hA.num_rows; k++ )
            res=res + MAGMA_C_REAL(hcheck.val[k]) - MAGMA_C_REAL(hrefvec.val[k]);
        printf("# |x-y|_F = %8.2e\n", res);
        if ( res < .000001 )
            printf("# tester spmv SELL-P:  ok\n");
        else
            printf("# tester spmv SELL-P:  failed\n");
        magma_c_vfree( &hcheck, queue );

        magma_c_mfree(&dA_SELLP, queue );

magma_int_t
magma_cmgenerator(
    magma_int_t n,
    magma_int_t offdiags,
    magma_index_t *diag_offset,
    magmaFloatComplex *diag_vals,
    magma_c_matrix *A,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    magma_c_matrix B={Magma_CSR};
    
    B.val = NULL;
    B.col = NULL;
    B.row = NULL;
    B.rowidx = NULL;
    B.blockinfo = NULL;
    B.diag = NULL;
    B.dval = NULL;
    B.dcol = NULL;
    B.drow = NULL;
    B.drowidx = NULL;
    B.ddiag = NULL;
    B.list = NULL;
    B.dlist = NULL;
    
    B.num_rows = n;
    B.num_cols = n;
    B.fill_mode = MagmaFull;
    B.memory_location = Magma_CPU;
    B.storage_type = Magma_ELLPACKT;
    B.max_nnz_row = (2*offdiags+1);

    CHECK( magma_cmalloc_cpu( &B.val, B.max_nnz_row*n ));
    CHECK( magma_index_malloc_cpu( &B.col, B.max_nnz_row*n ));
    
    for( int i=0; i<n; i++ ) { // stride over rows
        // stride over the number of nonzeros in each row
        // left of diagonal
        for( int j=0; j<offdiags; j++ ) {
            B.val[ i*B.max_nnz_row + j ] = diag_vals[ offdiags - j ];
            B.col[ i*B.max_nnz_row + j ] = -1 * diag_offset[ offdiags-j ] + i;
        }
        // elements on the diagonal
        B.val[ i*B.max_nnz_row + offdiags ] = diag_vals[ 0 ];
        B.col[ i*B.max_nnz_row + offdiags ] = i;
        // right of diagonal
        for( int j=0; j<offdiags; j++ ) {
            B.val[ i*B.max_nnz_row + j + offdiags +1 ] = diag_vals[ j+1 ];
            B.col[ i*B.max_nnz_row + j + offdiags +1 ] = diag_offset[ j+1 ] + i;
        }
    }

    // set invalid entries to zero
    for( int i=0; i<n; i++ ) { // stride over rows
        for( int j=0; j<B.max_nnz_row; j++ ) { // nonzeros in every row
            if ( (B.col[i*B.max_nnz_row + j] < 0) ||
                    (B.col[i*B.max_nnz_row + j] >= n) ) {
                B.val[ i*B.max_nnz_row + j ] = MAGMA_C_MAKE( 0.0, 0.0 );
            }
        }
    }

    B.nnz = 0;

    for( int i=0; i<n; i++ ) { // stride over rows
        for( int j=0; j<B.max_nnz_row; j++ ) { // nonzeros in every row
            if ( MAGMA_C_REAL( B.val[i*B.max_nnz_row + j]) != 0.0 )
                B.nnz++;
        }
    }
    B.true_nnz = B.nnz;
    // converting it to CSR will remove the invalit entries completely
    CHECK( magma_cmconvert( B, A, Magma_ELLPACKT, Magma_CSR, queue ));

cleanup:
    if( info != 0 ){
        magma_cmfree( &B, queue );
    }
    return info;
}

/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgegqr
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t    gflops, gpu_perf, gpu_time, cpu_perf, cpu_time;
    float           e1, e2, e3, e4, e5, *work;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_zero    = MAGMA_C_ZERO;
    magmaFloatComplex *h_A, *h_R, *tau, *dtau, *h_work, *h_rwork, tmp[1];

    magmaFloatComplex *d_A, *dwork;
    magma_int_t M, N, n2, lda, ldda, lwork, info, min_mn;
    magma_int_t ione     = 1, ldwork;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

    magma_opts opts;
    parse_opts( argc, argv, &opts );
    opts.lapack |= opts.check;  // check (-c) implies lapack (-l)
    
    // versions 1...4 are valid
    if (opts.version < 1 || opts.version > 4) {
        printf("Unknown version %d; exiting\n", opts.version );
        return -1;
    }
    
    float tol, eps = lapackf77_slamch("E");
    tol = 10* opts.tolerance * eps;
    
    printf("  M     N     CPU GFlop/s (ms)    GPU GFlop/s (ms)      ||I-Q'Q||_F / M     ||I-Q'Q||_I / M    ||A-Q R||_I\n");
    printf("                                                        MAGMA  /  LAPACK    MAGMA  /  LAPACK\n");
    printf("==========================================================================================================\n");
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            M = opts.msize[itest];
            N = opts.nsize[itest];

            if (N > 128) {
                printf("%5d %5d   skipping because cgegqr requires N <= 128\n",
                        (int) M, (int) N);
                continue;
            }
            if (M < N) {
                printf("%5d %5d   skipping because cgegqr requires M >= N\n",
                        (int) M, (int) N);
                continue;
            }

            min_mn = min(M, N);
            lda    = M;
            n2     = lda*N;
            ldda   = ((M+31)/32)*32;
            gflops = FLOPS_CGEQRF( M, N ) / 1e9 +  FLOPS_CUNGQR( M, N, N ) / 1e9;
            
            // query for workspace size
            lwork = -1;
            lapackf77_cgeqrf(&M, &N, NULL, &M, NULL, tmp, &lwork, &info);
            lwork = (magma_int_t)MAGMA_C_REAL( tmp[0] );
            lwork = max(lwork, 3*N*N);
            
            ldwork = N*N;
            if (opts.version == 2) {
                ldwork = 3*N*N + min_mn;
            }

            TESTING_MALLOC_PIN( tau,    magmaFloatComplex, min_mn );
            TESTING_MALLOC_PIN( h_work, magmaFloatComplex, lwork  );
            TESTING_MALLOC_PIN(h_rwork, magmaFloatComplex, lwork  );

            TESTING_MALLOC_CPU( h_A,   magmaFloatComplex, n2     );
            TESTING_MALLOC_CPU( h_R,   magmaFloatComplex, n2     );
            TESTING_MALLOC_CPU( work,  float,             M      );
            
            TESTING_MALLOC_DEV( d_A,   magmaFloatComplex, ldda*N );
            TESTING_MALLOC_DEV( dtau,  magmaFloatComplex, min_mn );
            TESTING_MALLOC_DEV( dwork, magmaFloatComplex, ldwork );

            /* Initialize the matrix */
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );

            lapackf77_clacpy( MagmaUpperLowerStr, &M, &N, h_A, &lda, h_R, &lda );
            magma_csetmatrix( M, N, h_R, lda, d_A, ldda );
            
            // warmup
            magma_cgegqr_gpu( 1, M, N, d_A, ldda, dwork, h_work, &info );
            magma_csetmatrix( M, N, h_R, lda, d_A, ldda );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_sync_wtime( 0 );
            magma_cgegqr_gpu( opts.version, M, N, d_A, ldda, dwork, h_rwork, &info );
            gpu_time = magma_sync_wtime( 0 ) - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cgegqr returned error %d: %s.\n",
//.........这里部分代码省略.........

//.........这里部分代码省略.........
            
            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;
}

//.........这里部分代码省略.........
                              A(0, 0), lda, e, tau,
                              work, ldwork,
                              dA, ldda, 0,
                              dwork, i+ib,
                              dwork2, ldwork2,
                              1, dx, dy, hwork,
                              stream, times);

            magma_cher2k_mgpu(num_gpus, MagmaUpper, MagmaNoTrans, nb, i, ib,
                         c_neg_one, dwork, i+ib, 0,
                         d_one,     dA,    ldda, 0,
                         num_streams, stream);

            /* get the next panel */
            if (i-nb >= nx ) {
                ib = min(nb, n-(i-nb));
                
                ii  = nb*((i-nb)/(nb*num_gpus));
                did = ((i-nb)/nb)%num_gpus;
                magma_setdevice(did);
                
                magma_cgetmatrix_async( (i-nb)+ib, ib,
                                        dA(did, 0, ii), ldda,
                                         A(0, i-nb),    lda,
                                        stream[did][0] );
            }

            /* Copy superdiagonal elements back into A, and diagonal
               elements into D */
            for (j = i; j < i+ib; ++j) {
                if ( j > 0 ) {
                    *A(j-1,j) = MAGMA_C_MAKE( e[j - 1], 0 );
                }
                d[j] = MAGMA_C_REAL( *A(j, j) );
            }
        } /* end of for i=... */
      
        if ( nx > 0 ) {
            if (1 <= n-nx) { /* else A is already on CPU */
                for (i=0; i < nx; i += nb) {
                    ib = min(nb, n-i);
                    ii  = nb*(i/(nb*num_gpus));
                    did = (i/nb)%num_gpus;
                
                    magma_setdevice(did);
                    magma_cgetmatrix_async( nx, ib,
                                            dA(did, 0, ii), ldda,
                                            A(0, i),        lda,
                                            stream[did][0] );
                }
            }
            
            for( did=0; did < num_gpus; did++ ) {
                magma_setdevice(did);
                magma_queue_sync(stream[did][0]);
            }
            /*  Use unblocked code to reduce the last or only block */
            lapackf77_chetd2(uplo_, &nx, A(0, 0), &lda, d, e, tau, &iinfo);
        }
    }
    else {
        trace_init( 1, num_gpus, num_streams, (CUstream_st**)stream );
        /* Copy the matrix to the GPU */
        if (1 <= n-nx) {
            magma_chtodhe(num_gpus, uplo, n, nb, A, lda, dA, ldda, stream, &iinfo );
        }

/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgeqrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t    gflops, gpu_perf, gpu_time, cpu_perf=0, cpu_time=0;
    float           error, work[1];
    magmaFloatComplex  c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_R, *tau, *h_work, tmp[1];
    magmaFloatComplex_ptr d_A, dT;
    magma_int_t M, N, n2, lda, ldda, lwork, info, min_mn, nb, size;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1}, ISEED2[4];
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    magma_int_t status = 0;
    float tol;
    opts.lapack |= (opts.version == 2 && opts.check == 2);  // check (-c2) implies lapack (-l)

    if ( opts.version != 2 && opts.check == 1 ) {
        printf( "NOTE: version %d requires -c2 check due to the special structure of the\n"
                "MAGMA cgeqrf results; using -c2.\n\n", (int) opts.version );
        opts.check = 2;
    }
    printf( "version %d\n", (int) opts.version );
    if ( opts.version == 2 ) {
        if ( opts.check == 1 ) {
            printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R-Q'A||_1 / (M*||A||_1*eps) ||I-Q'Q||_1 / (M*eps)\n");
            printf("=========================================================================================================\n");
        } else {
            printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||R||_F / ||A||_F\n");
            printf("=======================================================================\n");
        }
        tol = 1.0;
    } else {
        printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||Ax-b||_F/(N*||A||_F*||x||_F)\n");
        printf("====================================================================================\n");
        tol = opts.tolerance * lapackf77_slamch("E");
    }
    for( int itest = 0; itest < opts.ntest; ++itest ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            M = opts.msize[itest];
            N = opts.nsize[itest];
            min_mn = min(M, N);
            lda    = M;
            n2     = lda*N;
            ldda   = ((M+31)/32)*32;
            gflops = FLOPS_CGEQRF( M, N ) / 1e9;
            
            // query for workspace size
            lwork = -1;
            lapackf77_cgeqrf(&M, &N, NULL, &M, NULL, tmp, &lwork, &info);
            lwork = (magma_int_t)MAGMA_C_REAL( tmp[0] );
            
            TESTING_MALLOC_CPU( tau,    magmaFloatComplex, min_mn );
            TESTING_MALLOC_CPU( h_A,    magmaFloatComplex, n2     );
            TESTING_MALLOC_CPU( h_work, magmaFloatComplex, lwork  );
            
            TESTING_MALLOC_PIN( h_R,    magmaFloatComplex, n2     );
            
            TESTING_MALLOC_DEV( d_A,    magmaFloatComplex, ldda*N );
            
            /* Initialize the matrix */
            for ( int j=0; j<4; j++ )
                ISEED2[j] = ISEED[j]; // save seeds
            lapackf77_clarnv( &ione, ISEED, &n2, h_A );
            lapackf77_clacpy( MagmaUpperLowerStr, &M, &N, h_A, &lda, h_R, &lda );
            magma_csetmatrix( M, N, h_R, lda, d_A, 0, ldda, opts.queue );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            if ( opts.version == 2 ) {
                magma_cgeqrf2_gpu( M, N, d_A, 0, ldda, tau, opts.queues2, &info );
            }
            else {
                nb = magma_get_cgeqrf_nb( M );
                size = (2*min(M, N) + (N+31)/32*32 )*nb;
                TESTING_MALLOC_DEV( dT, magmaFloatComplex, size );
                if ( opts.version == 1 ) {
                    magma_cgeqrf_gpu( M, N, d_A, 0, ldda, tau, dT, 0, opts.queue, &info );
                }
                #ifdef HAVE_CUBLAS
                else if ( opts.version == 3 ) {
                    magma_cgeqrf3_gpu( M, N, d_A, 0, ldda, tau, dT, opts.queue, &info );
                }
                #endif
                else {
                    printf( "Unknown version %d\n", opts.version );
                    exit(1);
                }
            }
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
//.........这里部分代码省略.........

/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgeqrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

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

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

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

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

            gpu_time = magma_sync_wtime( 0 ) - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cgeqrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            if ( opts.lapack ) {
                /* =====================================================================
                   Performs operation using LAPACK
                   =================================================================== */
                cpu_time = magma_wtime();
                lapackf77_cgeqrf(&M, &N, h_A, &lda, tau, h_work, &lwork, &info);
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cgeqrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                /* =====================================================================
                   Check the result compared to LAPACK
                   =================================================================== */
                magma_cgetmatrix( M, N, d_A, ldda, h_R, M );
                error = lapackf77_clange("f", &M, &N, h_A, &lda, work);
                blasf77_caxpy(&n2, &c_neg_one, h_A, &ione, h_R, &ione);
                error = lapackf77_clange("f", &M, &N, h_R, &lda, work) / error;
                
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e\n",
                       (int) M, (int) N, cpu_perf, 1000.*cpu_time, gpu_perf, 1000.*gpu_time, error );
            }
            else {
                printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)     ---  \n",
                       (int) M, (int) N, gpu_perf, 1000.*gpu_time );
            }
            
            TESTING_FREE( tau );
            TESTING_FREE( h_A );
            TESTING_FREE( h_work );
            TESTING_HOSTFREE( h_R );
//.........这里部分代码省略.........