Example #1
0
     BOOST_FORCEINLINE result_type operator()(A0& a0, A1& a1) const
     {
        result_type that;
        nt2_la_int  m  = nt2::height(a0);
        nt2_la_int  n  = nt2::width(a0);
        nt2_la_int  ld = a0.leading_size();

        a1.resize( nt2::of_size(std::min(n, m), 1) );

        magma_cgetrf(m, n, (cuFloatComplex*)a0.data(), ld, a1.data(), &that);
        return that;
     }
Example #2
0
extern "C" magma_int_t
magma_cgesv(     magma_int_t n, magma_int_t nrhs,
                 magmaFloatComplex *A, magma_int_t lda,
                 magma_int_t *ipiv,
                 magmaFloatComplex *B, magma_int_t ldb,
                 magma_int_t *info)
{
/*  -- MAGMA (version 1.4.1) --
       Univ. of Tennessee, Knoxville
       Univ. of California, Berkeley
       Univ. of Colorado, Denver
       December 2013

    Purpose
    =======
    Solves a system of linear equations
       A * X = B
    where A is a general N-by-N matrix and X and B are N-by-NRHS matrices.
    The LU decomposition with partial pivoting and row interchanges is
    used to factor A as
       A = P * L * U,
    where P is a permutation matrix, L is unit lower triangular, and U is
    upper triangular.  The factored form of A is then used to solve the
    system of equations A * X = B.

    Arguments
    =========
    N       (input) INTEGER
            The order of the matrix A.  N >= 0.

    NRHS    (input) INTEGER
            The number of right hand sides, i.e., the number of columns
            of the matrix B.  NRHS >= 0.

    A       (input/output) COMPLEX array, dimension (LDA,N).
            On entry, the M-by-N matrix to be factored.
            On exit, the factors L and U from the factorization
            A = P*L*U; the unit diagonal elements of L are not stored.

    LDA     (input) INTEGER
            The leading dimension of the array A.  LDA >= max(1,N).

    IPIV    (output) INTEGER array, dimension (min(M,N))
            The pivot indices; for 1 <= i <= min(M,N), row i of the
            matrix was interchanged with row IPIV(i).

    B       (input/output) COMPLEX array, dimension (LDB,NRHS)
            On entry, the right hand side matrix B.
            On exit, the solution matrix X.

    LDB     (input) INTEGER
            The leading dimension of the array B.  LDB >= max(1,N).

    INFO    (output) INTEGER
            = 0:  successful exit
            < 0:  if INFO = -i, the i-th argument had an illegal value
    =====================================================================    */

    magma_int_t num_gpus, ldda, lddb;
    
    *info = 0;
    if (n < 0) {
        *info = -1;
    } else if (nrhs < 0) {
        *info = -2;
    } else if (lda < max(1,n)) {
        *info = -4;
    } else if (ldb < max(1,n)) {
        *info = -7;
    }
    if (*info != 0) {
        magma_xerbla( __func__, -(*info) );
        return *info;
    }

    /* Quick return if possible */
    if (n == 0 || nrhs == 0) {
        return *info;
    }
    
    /* If single-GPU and allocation suceeds, use GPU interface. */
    num_gpus = magma_num_gpus();
    magmaFloatComplex *dA, *dB;
    if ( num_gpus > 1 ) {
        goto CPU_INTERFACE;
    }
    ldda = ((n+31)/32)*32;
    lddb = ldda;
    if ( MAGMA_SUCCESS != magma_cmalloc( &dA, ldda*n )) {
        goto CPU_INTERFACE;
    }
    if ( MAGMA_SUCCESS != magma_cmalloc( &dB, lddb*nrhs )) {
        magma_free( dA );
        goto CPU_INTERFACE;
    }
    magma_csetmatrix( n, n, A, lda, dA, ldda );
    magma_cgetrf_gpu( n, n, dA, ldda, ipiv, info );
    if ( *info == MAGMA_ERR_DEVICE_ALLOC ) {
        magma_free( dA );
        magma_free( dB );
        goto CPU_INTERFACE;
    }
    magma_cgetmatrix( n, n, dA, ldda, A, lda );
    if ( *info == 0 ) {
        magma_csetmatrix( n, nrhs, B, ldb, dB, lddb );
        magma_cgetrs_gpu( MagmaNoTrans, n, nrhs, dA, ldda, ipiv, dB, lddb, info );
        magma_cgetmatrix( n, nrhs, dB, lddb, B, ldb );
    }
    magma_free( dA );
    magma_free( dB );
    return *info;

CPU_INTERFACE:
    /* If multi-GPU or allocation failed, use CPU interface and LAPACK.
     * Faster to use LAPACK for getrs than to copy A to GPU. */
    magma_cgetrf( n, n, A, lda, ipiv, info );
    if ( *info == 0 ) {
        lapackf77_cgetrs( MagmaNoTransStr, &n, &nrhs, A, &lda, ipiv, B, &ldb, info );
    }
    return *info;
}
Example #3
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgetrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf=0, cpu_time=0;
    float          error;
    magmaFloatComplex *h_A;
    magma_int_t     *ipiv;
    magma_int_t     M, N, n2, lda, ldda, info, min_mn;
    magma_int_t     status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");

    printf("ngpu %d\n", (int) opts.ngpu );
    if ( opts.check == 2 ) {
        printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   |Ax-b|/(N*|A|*|x|)\n");
    }
    else {
        printf("    M     N   CPU GFlop/s (sec)   GPU GFlop/s (sec)   |PA-LU|/(N*|A|)\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_CGETRF( M, N ) / 1e9;
            
            TESTING_MALLOC_CPU( ipiv, magma_int_t, min_mn );
            TESTING_MALLOC_PIN( h_A,  magmaFloatComplex, n2 );
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                init_matrix( M, N, h_A, lda );
                
                cpu_time = magma_wtime();
                lapackf77_cgetrf(&M, &N, h_A, &lda, ipiv, &info);
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cgetrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
            }
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            init_matrix( M, N, h_A, lda );
            
            gpu_time = magma_wtime();
            magma_cgetrf( M, N, h_A, lda, ipiv, &info);
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cgetrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            /* =====================================================================
               Check the factorization
               =================================================================== */
            if ( opts.lapack ) {
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)",
                       (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time );
            }
            else {
                printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)",
                       (int) M, (int) N, gpu_perf, gpu_time );
            }
            if ( opts.check == 2 ) {
                error = get_residual( M, N, h_A, lda, ipiv );
                printf("   %8.2e%s\n", error, (error < tol ? "" : "  failed"));
                status |= ! (error < tol);
            }
            else if ( opts.check ) {
                error = get_LU_error( M, N, h_A, lda, ipiv );
                printf("   %8.2e%s\n", error, (error < tol ? "" : "  failed"));
                status |= ! (error < tol);
            }
            else {
                printf("     ---   \n");
            }
            
            TESTING_FREE_CPU( ipiv );
            TESTING_FREE_PIN( h_A  );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Example #4
0
/**
    Purpose
    -------
    Solves a system of linear equations
       A * X = B
    where A is a general N-by-N matrix and X and B are N-by-NRHS matrices.
    The LU decomposition with partial pivoting and row interchanges is
    used to factor A as
       A = P * L * U,
    where P is a permutation matrix, L is unit lower triangular, and U is
    upper triangular.  The factored form of A is then used to solve the
    system of equations A * X = B.

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

    @param[in]
    nrhs    INTEGER
            The number of right hand sides, i.e., the number of columns
            of the matrix B.  NRHS >= 0.

    @param[in,out]
    A       COMPLEX array, dimension (LDA,N).
            On entry, the M-by-N matrix to be factored.
            On exit, the factors L and U from the factorization
            A = P*L*U; the unit diagonal elements of L are not stored.

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

    @param[out]
    ipiv    INTEGER array, dimension (min(M,N))
            The pivot indices; for 1 <= i <= min(M,N), row i of the
            matrix was interchanged with row IPIV(i).

    @param[in,out]
    B       COMPLEX array, dimension (LDB,NRHS)
            On entry, the right hand side matrix B.
            On exit, the solution matrix X.

    @param[in]
    ldb     INTEGER
            The leading dimension of the array B.  LDB >= max(1,N).

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

    @ingroup magma_cgesv_driver
    ********************************************************************/
extern "C" magma_int_t
magma_cgesv(
    magma_int_t n, magma_int_t nrhs,
    magmaFloatComplex *A, magma_int_t lda,
    magma_int_t *ipiv,
    magmaFloatComplex *B, magma_int_t ldb,
    magma_int_t *info)
{
    magma_int_t ngpu, ldda, lddb;
    
    *info = 0;
    if (n < 0) {
        *info = -1;
    } else if (nrhs < 0) {
        *info = -2;
    } else if (lda < max(1,n)) {
        *info = -4;
    } else if (ldb < max(1,n)) {
        *info = -7;
    }
    if (*info != 0) {
        magma_xerbla( __func__, -(*info) );
        return *info;
    }

    /* Quick return if possible */
    if (n == 0 || nrhs == 0) {
        return *info;
    }
    
    /* If single-GPU and allocation suceeds, use GPU interface. */
    ngpu = magma_num_gpus();
    magmaFloatComplex *dA, *dB;
    if ( ngpu > 1 ) {
        goto CPU_INTERFACE;
    }
    ldda = ((n+31)/32)*32;
    lddb = ldda;
    if ( MAGMA_SUCCESS != magma_cmalloc( &dA, ldda*n )) {
        goto CPU_INTERFACE;
    }
    if ( MAGMA_SUCCESS != magma_cmalloc( &dB, lddb*nrhs )) {
        magma_free( dA );
        goto CPU_INTERFACE;
    }
    magma_csetmatrix( n, n, A, lda, dA, ldda );
    magma_cgetrf_gpu( n, n, dA, ldda, ipiv, info );
    if ( *info == MAGMA_ERR_DEVICE_ALLOC ) {
        magma_free( dA );
        magma_free( dB );
        goto CPU_INTERFACE;
    }
    magma_cgetmatrix( n, n, dA, ldda, A, lda );
    if ( *info == 0 ) {
        magma_csetmatrix( n, nrhs, B, ldb, dB, lddb );
        magma_cgetrs_gpu( MagmaNoTrans, n, nrhs, dA, ldda, ipiv, dB, lddb, info );
        magma_cgetmatrix( n, nrhs, dB, lddb, B, ldb );
    }
    magma_free( dA );
    magma_free( dB );
    return *info;

CPU_INTERFACE:
    /* If multi-GPU or allocation failed, use CPU interface and LAPACK.
     * Faster to use LAPACK for getrs than to copy A to GPU. */
    magma_cgetrf( n, n, A, lda, ipiv, info );
    if ( *info == 0 ) {
        lapackf77_cgetrs( MagmaNoTransStr, &n, &nrhs, A, &lda, ipiv, B, &ldb, info );
    }
    return *info;
}
Example #5
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgetrf
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, gpu_perf, gpu_time, cpu_perf=0, cpu_time=0;
    float          error;
    magmaFloatComplex *h_A;
    magma_int_t     *ipiv;
    magma_int_t     M, N, n2, lda, info, min_mn;
    magma_int_t     status = 0;
    
    magma_opts opts;
    opts.parse_opts( argc, argv );
    
    float tol = opts.tolerance * lapackf77_slamch("E");

    printf("%% ngpu %d, version %d\n", (int) opts.ngpu, (int) opts.version );
    if ( opts.check == 2 ) {
        printf("%%   M     N   CPU Gflop/s (sec)   GPU Gflop/s (sec)   |Ax-b|/(N*|A|*|x|)\n");
    }
    else {
        printf("%%   M     N   CPU Gflop/s (sec)   GPU Gflop/s (sec)   |PA-LU|/(N*|A|)\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];
            min_mn = min(M, N);
            lda    = M;
            n2     = lda*N;
            gflops = FLOPS_CGETRF( M, N ) / 1e9;
            
            TESTING_MALLOC_CPU( ipiv, magma_int_t, min_mn );
            TESTING_MALLOC_PIN( h_A,  magmaFloatComplex, n2 );
            
            /* =====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                init_matrix( opts, M, N, h_A, lda );
                
                cpu_time = magma_wtime();
                lapackf77_cgetrf( &M, &N, h_A, &lda, ipiv, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0) {
                    printf("lapackf77_cgetrf returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                }
            }
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            init_matrix( opts, M, N, h_A, lda );
            if ( opts.version == 2 || opts.version == 3 ) {
                // no pivoting versions, so set ipiv to identity
                for (magma_int_t i=0; i < min_mn; ++i ) {
                    ipiv[i] = i+1;
                }
            }
            
            gpu_time = magma_wtime();
            if ( opts.version == 1 ) {
                magma_cgetrf( M, N, h_A, lda, ipiv, &info );
            }
            else if ( opts.version == 2 ) {
                magma_cgetrf_nopiv( M, N, h_A, lda, &info );
            }
            else if ( opts.version == 3 ) {
                magma_cgetf2_nopiv( M, N, h_A, lda, &info );
            }
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0) {
                printf("magma_cgetrf returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            
            /* =====================================================================
               Check the factorization
               =================================================================== */
            if ( opts.lapack ) {
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)",
                       (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time );
            }
            else {
                printf("%5d %5d     ---   (  ---  )   %7.2f (%7.2f)",
                       (int) M, (int) N, gpu_perf, gpu_time );
            }
            if ( opts.check == 2 ) {
                error = get_residual( opts, M, N, h_A, lda, ipiv );
                printf("   %8.2e   %s\n", error, (error < tol ? "ok" : "failed"));
                status += ! (error < tol);
            }
            else if ( opts.check ) {
                error = get_LU_error( opts, M, N, h_A, lda, ipiv );
                printf("   %8.2e   %s\n", error, (error < tol ? "ok" : "failed"));
                status += ! (error < tol);
            }
            else {
                printf("     ---   \n");
            }
            
            TESTING_FREE_CPU( ipiv );
            TESTING_FREE_PIN( h_A  );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    opts.cleanup();
    TESTING_FINALIZE();
    return status;
}