예제 #1
0
// task execution code
void SCHED_ztrsm(Quark* quark)
{
  magma_int_t UPPER;
  magma_int_t M;
  magma_int_t N;
  cuDoubleComplex *A1;
  magma_int_t LDA;
  cuDoubleComplex *A2;

  cuDoubleComplex one = MAGMA_Z_ONE;

  quark_unpack_args_6(quark, UPPER, M, N, A1, LDA, A2);

  if (UPPER) {

    blasf77_ztrsm(MagmaLeftStr, MagmaUpperStr, MagmaConjTransStr, MagmaNonUnitStr,
      &M, &N, &one, A1, &LDA, A2, &LDA);

  } else {

    blasf77_ztrsm(MagmaRightStr, MagmaLowerStr, MagmaConjTransStr, MagmaNonUnitStr,
      &M, &N, &one, A1, &LDA, A2, &LDA);

  }

}
예제 #2
0
/* Task execution code */
static void SCHED_panel_update(Quark* quark)
{
  int N;
  cuDoubleComplex *A1;
  int LDA;
  int K2;
  int *IPIV;
  cuDoubleComplex *A2;
  int M;
  int K;
  cuDoubleComplex *A3;
  cuDoubleComplex *A4;

  int ione=1;
  cuDoubleComplex mone = MAGMA_Z_NEG_ONE;
  cuDoubleComplex one = MAGMA_Z_ONE;
    
  quark_unpack_args_10(quark, N, A1, LDA, K2, IPIV, A2, M, K, A3, A4);

  lapackf77_zlaswp(&N, A1, &LDA, &ione, &K2, IPIV, &ione); 

  blasf77_ztrsm("l", "l", "n", "u",
    &K2, &N, &one, A2, &LDA, A1, &LDA);

  if (M > 0) {

  blasf77_zgemm("n","n", 
    &M, &N, &K, &mone, A3, &LDA, A1, &LDA, &one, A4, &LDA);

  }

}
예제 #3
0
extern "C" magma_int_t
magma_zgeqrs_gpu(magma_int_t m, magma_int_t n, magma_int_t nrhs,
                 magmaDoubleComplex *dA,    magma_int_t ldda,
                 magmaDoubleComplex *tau,   magmaDoubleComplex *dT,
                 magmaDoubleComplex *dB,    magma_int_t lddb,
                 magmaDoubleComplex *hwork, magma_int_t lwork,
                 magma_int_t *info)
{
/*  -- MAGMA (version 1.4.0) --
       Univ. of Tennessee, Knoxville
       Univ. of California, Berkeley
       Univ. of Colorado, Denver
       August 2013

    Purpose
    =======
    Solves the least squares problem
           min || A*X - C ||
    using the QR factorization A = Q*R computed by ZGEQRF_GPU.

    Arguments
    =========
    M       (input) INTEGER
            The number of rows of the matrix A. M >= 0.

    N       (input) INTEGER
            The number of columns of the matrix A. M >= N >= 0.

    NRHS    (input) INTEGER
            The number of columns of the matrix C. NRHS >= 0.

    A       (input) COMPLEX_16 array on the GPU, dimension (LDDA,N)
            The i-th column must contain the vector which defines the
            elementary reflector H(i), for i = 1,2,...,n, as returned by
            ZGEQRF_GPU in the first n columns of its array argument A.

    LDDA    (input) INTEGER
            The leading dimension of the array A, LDDA >= M.

    TAU     (input) COMPLEX_16 array, dimension (N)
            TAU(i) must contain the scalar factor of the elementary
            reflector H(i), as returned by MAGMA_ZGEQRF_GPU.

    DB      (input/output) COMPLEX_16 array on the GPU, dimension (LDDB,NRHS)
            On entry, the M-by-NRHS matrix C.
            On exit, the N-by-NRHS solution matrix X.

    DT      (input) COMPLEX_16 array that is the output (the 6th argument)
            of magma_zgeqrf_gpu of size
            2*MIN(M, N)*NB + ((N+31)/32*32 )* MAX(NB, NRHS).
            The array starts with a block of size MIN(M,N)*NB that stores
            the triangular T matrices used in the QR factorization,
            followed by MIN(M,N)*NB block storing the diagonal block
            inverses for the R matrix, followed by work space of size
            ((N+31)/32*32 )* MAX(NB, NRHS).

    LDDB    (input) INTEGER
            The leading dimension of the array DB. LDDB >= M.

    HWORK   (workspace/output) COMPLEX_16 array, dimension (LWORK)
            On exit, if INFO = 0, WORK(1) returns the optimal LWORK.

    LWORK   (input) INTEGER
            The dimension of the array WORK,
            LWORK >= (M - N + NB)*(NRHS + NB) + NRHS*NB,
            where NB is the blocksize given by magma_get_zgeqrf_nb( M ).

            If LWORK = -1, then a workspace query is assumed; the routine
            only calculates the optimal size of the HWORK array, returns
            this value as the first entry of the WORK array.

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

    #define a_ref(a_1,a_2) (dA+(a_2)*(ldda) + (a_1))
    #define d_ref(a_1)     (dT+(lddwork+(a_1))*nb)

    magmaDoubleComplex c_zero    = MAGMA_Z_ZERO;
    magmaDoubleComplex c_one     = MAGMA_Z_ONE;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magmaDoubleComplex *dwork;
    magma_int_t i, k, lddwork, rows, ib;
    magma_int_t ione = 1;

    magma_int_t nb     = magma_get_zgeqrf_nb(m);
    magma_int_t lwkopt = (m - n + nb)*(nrhs + nb) + nrhs*nb;
    int lquery = (lwork == -1);

    hwork[0] = MAGMA_Z_MAKE( (double)lwkopt, 0. );

    *info = 0;
    if (m < 0)
        *info = -1;
    else if (n < 0 || m < n)
        *info = -2;
    else if (nrhs < 0)
        *info = -3;
    else if (ldda < max(1,m))
        *info = -5;
    else if (lddb < max(1,m))
        *info = -9;
    else if (lwork < lwkopt && ! lquery)
        *info = -11;

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

    k = min(m,n);
    if (k == 0) {
        hwork[0] = c_one;
        return *info;
    }

    /* B := Q' * B */
    magma_zunmqr_gpu( MagmaLeft, MagmaConjTrans,
                      m, nrhs, n,
                      a_ref(0,0), ldda, tau,
                      dB, lddb, hwork, lwork, dT, nb, info );
    if ( *info != 0 ) {
        return *info;
    }

    /* Solve R*X = B(1:n,:) */
    lddwork= k;
    if (nb < k)
        dwork = dT+2*lddwork*nb;
    else
        dwork = dT;
    // To do: Why did we have this line originally; seems to be a bug (Stan)?
    // dwork = dT;

    i    = (k-1)/nb * nb;
    ib   = n-i;
    rows = m-i;

    // TODO: this assumes that, on exit from magma_zunmqr_gpu, hwork contains
    // the last block of A and B (i.e., C in zunmqr). This should be fixed.
    // Seems this data should already be on the GPU, so could switch to
    // magma_ztrsm and drop the zsetmatrix.
    if ( nrhs == 1 ) {
        blasf77_ztrsv( MagmaUpperStr, MagmaNoTransStr, MagmaNonUnitStr,
                       &ib, hwork,         &rows,
                            hwork+rows*ib, &ione);
    } else {
        blasf77_ztrsm( MagmaLeftStr, MagmaUpperStr, MagmaNoTransStr, MagmaNonUnitStr,
                       &ib, &nrhs,
                       &c_one, hwork,         &rows,
                               hwork+rows*ib, &rows);
    }
    
    // update the solution vector
    magma_zsetmatrix( ib, nrhs, hwork+rows*ib, rows, dwork+i, lddwork );

    // update c
    if (nrhs == 1)
        magma_zgemv( MagmaNoTrans, i, ib,
                     c_neg_one, a_ref(0, i), ldda,
                                dwork + i,   1,
                     c_one,     dB,           1);
    else
        magma_zgemm( MagmaNoTrans, MagmaNoTrans,
                     i, nrhs, ib,
                     c_neg_one, a_ref(0, i), ldda,
                                dwork + i,   lddwork,
                     c_one,     dB,           lddb);

    int start = i-nb;
    if (nb < k) {
        for (i = start; i >=0; i -= nb) {
            ib = min(k-i, nb);
            rows = m -i;

            if (i + ib < n) {
                if (nrhs == 1) {
                    magma_zgemv( MagmaNoTrans, ib, ib,
                                 c_one,  d_ref(i), ib,
                                         dB+i,      1,
                                 c_zero, dwork+i,  1);
                    magma_zgemv( MagmaNoTrans, i, ib,
                                 c_neg_one, a_ref(0, i), ldda,
                                            dwork + i,   1,
                                 c_one,     dB,           1);
                }
                else {
                    magma_zgemm( MagmaNoTrans, MagmaNoTrans,
                                 ib, nrhs, ib,
                                 c_one,  d_ref(i), ib,
                                         dB+i,      lddb,
                                 c_zero, dwork+i,  lddwork);
                    magma_zgemm( MagmaNoTrans, MagmaNoTrans,
                                 i, nrhs, ib,
                                 c_neg_one, a_ref(0, i), ldda,
                                            dwork + i,   lddwork,
                                 c_one,     dB,          lddb);
                }
            }
        }
    }

    magma_zcopymatrix( (n), nrhs,
                       dwork, lddwork,
                       dB,    lddb );
    
    return *info;
}
예제 #4
0
extern "C" magma_int_t
magma_zgetrf_nopiv(magma_int_t *m, magma_int_t *n, magmaDoubleComplex *a,
                   magma_int_t *lda, magma_int_t *info)
{
/*  -- MAGMA (version 1.4.0) --
       Univ. of Tennessee, Knoxville
       Univ. of California, Berkeley
       Univ. of Colorado, Denver
       August 2013

    Purpose
    =======
    ZGETRF_NOPIV computes an LU factorization of a general M-by-N
    matrix A without pivoting.

    The factorization has the form
       A = L * U
    where L is lower triangular with unit diagonal elements (lower
    trapezoidal if m > n), and U is upper triangular (upper
    trapezoidal if m < n).

    This is the right-looking Level 3 BLAS version of the algorithm.

    Arguments
    =========
    M       (input) INTEGER
            The number of rows of the matrix A.  M >= 0.

    N       (input) INTEGER
            The number of columns of the matrix A.  N >= 0.

    A       (input/output) COMPLEX_16 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,M).

    INFO    (output) INTEGER
            = 0:  successful exit
            < 0:  if INFO = -i, the i-th argument had an illegal value
            > 0:  if INFO = i, U(i,i) is exactly zero. The factorization
                  has been completed, but the factor U is exactly
                  singular, and division by zero will occur if it is used
                  to solve a system of equations.
    =====================================================================   */
    
    magmaDoubleComplex c_one = MAGMA_Z_ONE;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    
    magma_int_t a_dim1, a_offset, min_mn, i__3, i__4;
    magma_int_t j, jb, nb, iinfo;

    a_dim1 = *lda;
    a_offset = 1 + a_dim1;
    a -= a_offset;

    /* Function Body */
    *info = 0;
    if (*m < 0) {
        *info = -1;
    } else if (*n < 0) {
        *info = -2;
    } else if (*lda < max(1,*m)) {
        *info = -4;
    }
    if (*info != 0) {
        magma_xerbla( __func__, -(*info) );
        return *info;
    }

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

    /* Determine the block size for this environment. */
    nb = 128;
    min_mn = min(*m,*n);
    if (nb <= 1 || nb >= min_mn) {
        /* Use unblocked code. */
        magma_zgetf2_nopiv(m, n, &a[a_offset], lda, info);
    }
    else {
        /* Use blocked code. */
        for (j = 1; j <= min_mn; j += nb) {
            /* Computing MIN */
            i__3 = min_mn - j + 1;
            jb = min(i__3,nb);
            
            /* Factor diagonal and subdiagonal blocks and test for exact
               singularity. */
            i__3 = *m - j + 1;
            //magma_zgetf2_nopiv(&i__3, &jb, &a[j + j * a_dim1], lda, &iinfo);

            i__3 -= jb;
            magma_zgetf2_nopiv(&jb, &jb, &a[j + j * a_dim1], lda, &iinfo);
            blasf77_ztrsm("R", "U", "N", "N", &i__3, &jb, &c_one,
                          &a[j + j * a_dim1], lda,
                          &a[j + jb + j * a_dim1], lda);
            
            /* Adjust INFO */
            if (*info == 0 && iinfo > 0)
                *info = iinfo + j - 1;

            if (j + jb <= *n) {
                /* Compute block row of U. */
                i__3 = *n - j - jb + 1;
                blasf77_ztrsm("Left", "Lower", "No transpose", "Unit", &jb, &i__3,
                       &c_one, &a[j + j * a_dim1], lda, &a[j + (j+jb)*a_dim1], lda);
                if (j + jb <= *m) {
                    /* Update trailing submatrix. */
                    i__3 = *m - j - jb + 1;
                    i__4 = *n - j - jb + 1;
                    blasf77_zgemm("No transpose", "No transpose", &i__3, &i__4, &jb,
                           &c_neg_one, &a[j + jb + j * a_dim1], lda,
                           &a[j + (j + jb) * a_dim1], lda, &c_one,
                           &a[j + jb + (j + jb) * a_dim1], lda);
                }
            }
        }
    }
    
    return *info;
} /* magma_zgetrf_nopiv */
예제 #5
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ztrsm
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, magma_perf, magma_time, cublas_perf, cublas_time, cpu_perf=0, cpu_time=0;
    double          magma_error, cublas_error, work[1];
    magma_int_t M, N, info;
    magma_int_t Ak;
    magma_int_t sizeA, sizeB;
    magma_int_t lda, ldb, ldda, lddb;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
   
    magma_int_t *piv;
    magma_err_t err;

    magmaDoubleComplex *h_A, *h_B, *h_Bcublas, *h_Bmagma, *h_B1, *h_X1, *h_X2, *LU, *LUT;
    magmaDoubleComplex *d_A, *d_B;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magmaDoubleComplex c_one = MAGMA_Z_ONE;
    magmaDoubleComplex alpha = MAGMA_Z_MAKE(  0.29, -0.86 );
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    printf("If running lapack (option --lapack), MAGMA and CUBLAS error are both computed\n"
           "relative to CPU BLAS result. Else, MAGMA error is computed relative to CUBLAS result.\n\n"
           "side = %c, uplo = %c, transA = %c, diag = %c \n", opts.side, opts.uplo, opts.transA, opts.diag );
    printf("    M     N  MAGMA Gflop/s (ms)  CUBLAS Gflop/s (ms)   CPU Gflop/s (ms)  MAGMA error  CUBLAS error\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];
            gflops = FLOPS_ZTRSM(opts.side, M, N) / 1e9;

            if ( opts.side == MagmaLeft ) {
                lda = M;
                Ak = M;
            } else {
                lda = N;
                Ak = N;
            }
            
            ldb = M;
            
            ldda = ((lda+31)/32)*32;
            lddb = ((ldb+31)/32)*32;
            
            sizeA = lda*Ak;
            sizeB = ldb*N;
            
            TESTING_MALLOC( h_A,  magmaDoubleComplex, lda*Ak );
            TESTING_MALLOC( LU,      magmaDoubleComplex, lda*Ak );
            TESTING_MALLOC( LUT,  magmaDoubleComplex, lda*Ak );
            TESTING_MALLOC( h_B,  magmaDoubleComplex, ldb*N  );
            TESTING_MALLOC( h_B1,  magmaDoubleComplex, ldb*N );
            TESTING_MALLOC( h_X1,  magmaDoubleComplex, ldb*N );
            TESTING_MALLOC( h_X2,  magmaDoubleComplex, ldb*N );
            TESTING_MALLOC( h_Bcublas, magmaDoubleComplex, ldb*N  );
            TESTING_MALLOC( h_Bmagma, magmaDoubleComplex, ldb*N  );
            
            TESTING_DEVALLOC( d_A, magmaDoubleComplex, ldda*Ak );
            TESTING_DEVALLOC( d_B, magmaDoubleComplex, lddb*N  );
            
            /* Initialize the matrices */
            lapackf77_zlarnv( &ione, ISEED, &sizeA, LU );
            err = magma_malloc_cpu( (void**) &piv, Ak*sizeof(magma_int_t) );  assert( err == 0 );
            lapackf77_zgetrf( &Ak, &Ak, LU, &lda, piv, &info );
        
            int i, j;
            for(i=0;i<Ak;i++){
                for(j=0;j<Ak;j++){
                    LUT[j+i*lda] = LU[i+j*lda];
                }
            }

            lapackf77_zlacpy(MagmaUpperStr, &Ak, &Ak, LUT, &lda, LU, &lda);

            if(opts.uplo == MagmaLower){
                lapackf77_zlacpy(MagmaLowerStr, &Ak, &Ak, LU, &lda, h_A, &lda);
            }else{
                lapackf77_zlacpy(MagmaUpperStr, &Ak, &Ak, LU, &lda, h_A, &lda);
            }
            
            lapackf77_zlarnv( &ione, ISEED, &sizeB, h_B );
            memcpy(h_B1, h_B, sizeB*sizeof(magmaDoubleComplex));
            /* =====================================================================
               Performs operation using MAGMA-BLAS
               =================================================================== */
            magma_zsetmatrix( Ak, Ak, h_A, lda, d_A, ldda );
            magma_zsetmatrix( M, N, h_B, ldb, d_B, lddb );
            
            magma_time = magma_sync_wtime( NULL );
            magmablas_ztrsm( opts.side, opts.uplo, opts.transA, opts.diag, 
                             M, N,
                             alpha, d_A, ldda,
                                    d_B, lddb );
            magma_time = magma_sync_wtime( NULL ) - magma_time;
            magma_perf = gflops / magma_time;
            
            magma_zgetmatrix( M, N, d_B, lddb, h_Bmagma, ldb );
            
            /* =====================================================================
               Performs operation using CUDA-BLAS
               =================================================================== */
            magma_zsetmatrix( M, N, h_B, ldb, d_B, lddb );
            
            cublas_time = magma_sync_wtime( NULL );
            cublasZtrsm( opts.side, opts.uplo, opts.transA, opts.diag,
                         M, N, 
                         alpha, d_A, ldda,
                                d_B, lddb );
            cublas_time = magma_sync_wtime( NULL ) - cublas_time;
            cublas_perf = gflops / cublas_time;
            
            magma_zgetmatrix( M, N, d_B, lddb, h_Bcublas, ldb );
            
            /* =====================================================================
               Performs operation using CPU BLAS
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                blasf77_ztrsm( &opts.side, &opts.uplo, &opts.transA, &opts.diag, 
                               &M, &N,
                               &alpha, h_A, &lda,
                                       h_B, &ldb );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
            }
            
            /* =====================================================================
               Check the result
               =================================================================== */
            // ||b - Ax|| / (||A||*||x||)
            memcpy(h_X1, h_Bmagma, sizeB*sizeof(magmaDoubleComplex));
            
            magmaDoubleComplex alpha2 = MAGMA_Z_DIV(  c_one, alpha );
            blasf77_ztrmm( &opts.side, &opts.uplo, &opts.transA, &opts.diag, 
                            &M, &N,
                            &alpha2, h_A, &lda,
                            h_X1, &ldb );

            blasf77_zaxpy( &sizeB, &c_neg_one, h_B1, &ione, h_X1, &ione );
            double norm1 =  lapackf77_zlange( "M", &M, &N, h_X1, &ldb, work );
            double normx =  lapackf77_zlange( "M", &M, &N, h_Bmagma, &ldb, work );
            double normA =  lapackf77_zlange( "M", &Ak, &Ak, h_A, &lda, work );


            magma_error = norm1/(normx*normA);

            memcpy(h_X2, h_Bcublas, sizeB*sizeof(magmaDoubleComplex));
            blasf77_ztrmm( &opts.side, &opts.uplo, &opts.transA, &opts.diag, 
                            &M, &N,
                            &alpha2, h_A, &lda,
                            h_X2, &ldb );

            blasf77_zaxpy( &sizeB, &c_neg_one, h_B1, &ione, h_X2, &ione );
            norm1 =  lapackf77_zlange( "M", &M, &N, h_X2, &ldb, work );
            normx =  lapackf77_zlange( "M", &M, &N, h_Bcublas, &ldb, work );
            normA =  lapackf77_zlange( "M", &Ak, &Ak, h_A, &lda, work );
            
            cublas_error = norm1/(normx*normA);
            
            if ( opts.lapack ) {
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e     %8.2e\n",
                        (int) M, (int) N,
                        magma_perf,  1000.*magma_time,
                        cublas_perf, 1000.*cublas_time,
                        cpu_perf,    1000.*cpu_time,
                        magma_error, cublas_error );
            }
            else {
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)     ---   (  ---  )   %8.2e     %8.2e\n",
                        (int) M, (int) N,
                        magma_perf,  1000.*magma_time,
                        cublas_perf, 1000.*cublas_time,
                        magma_error, cublas_error );
            }
            
            TESTING_FREE( h_A  );
            TESTING_FREE( LU  );
            TESTING_FREE( LUT );
            TESTING_FREE( h_B  );
            TESTING_FREE( h_Bcublas );
            TESTING_FREE( h_Bmagma );
            TESTING_FREE( h_B1  );
            TESTING_FREE( h_X1 );
            TESTING_FREE( h_X2 );
            
            TESTING_DEVFREE( d_A );
            TESTING_DEVFREE( d_B );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return 0;
}
예제 #6
0
/**
    Purpose
    -------
    ZPOTRF computes the Cholesky factorization of a complex Hermitian
    positive definite matrix dA.

    The factorization has the form
       dA = U**H * U,   if UPLO = MagmaUpper, or
       dA = L  * L**H,  if UPLO = MagmaLower,
    where U is an upper triangular matrix and L is lower triangular.

    This is the block version of the algorithm, calling Level 3 BLAS.

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

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

    @param[in,out]
    d_lA    COMPLEX_16 array of pointers on the GPU, dimension (num_gpus)
            On entry, the Hermitian matrix dA distributed over GPUs
            (dl_A[d] points to the local matrix on the d-th GPU).  
            It is distributed in 1D block column or row cyclic (with the
            block size of nb) if UPLO = MagmaUpper or MagmaLower, respectively.
            If UPLO = MagmaUpper, the leading N-by-N upper triangular 
            part of dA contains the upper triangular part of the matrix dA, 
            and the strictly lower triangular part of dA is not referenced.  
            If UPLO = MagmaLower, the leading N-by-N lower triangular part 
            of dA contains the lower triangular part of the matrix dA, and 
            the strictly upper triangular part of dA is not referenced.
    \n
            On exit, if INFO = 0, the factor U or L from the Cholesky
            factorization dA = U**H * U or dA = L * L**H.

    @param[in]
    ldda     INTEGER
            The leading dimension of the array dA.  LDDA >= max(1,N).
            To benefit from coalescent memory accesses LDDA must be
            divisible by 16.

    @param[out]
    info    INTEGER
      -     = 0:  successful exit
      -     < 0:  if INFO = -i, the i-th argument had an illegal value
      -     > 0:  if INFO = i, the leading minor of order i is not
                  positive definite, and the factorization could not be
                  completed.

    @ingroup magma_zposv_comp
    ********************************************************************/
extern "C" magma_int_t
magma_zpotrf_mgpu_right(magma_int_t num_gpus, magma_uplo_t uplo, magma_int_t n,
                        magmaDoubleComplex **d_lA, magma_int_t ldda, magma_int_t *info )
{
    #define dlA(id, i, j)  (d_lA[(id)] + (j) * ldda + (i))
    #define dlP(id, i, j)  (d_lP[(id)] + (j) * ldda + (i))

    #define panel(j)  (panel + (j))
    #define tmppanel(j)  (tmppanel + (j))
    #define tmpprevpanel(j)  (tmpprevpanel + (j))
    #define STREAM_ID(i) (num_streams > 1 ? 1+((i)/nb)%(num_streams-1) : 0)

    magmaDoubleComplex z_one = MAGMA_Z_MAKE(  1.0, 0.0 );
    magmaDoubleComplex mz_one = MAGMA_Z_MAKE( -1.0, 0.0 );
    double             one =  1.0;
    double             m_one = -1.0;
    const char* uplo_ = lapack_uplo_const( uplo );

    magma_int_t j, nb, d, id, j_local, blkid, crosspoint, prevj, prevtrsmrows, num_streams = 5;
    magmaDoubleComplex *panel, *tmppanel0, *tmppanel1, *tmppanel, *tmpprevpanel;
    magmaDoubleComplex *d_lP[MagmaMaxGPUs], *dlpanel, *dlpanels[MagmaMaxGPUs];
    magma_int_t rows, trsmrows, ngpu, n_local[MagmaMaxGPUs], ldpanel;
    magma_queue_t stream[MagmaMaxGPUs][10];

    *info = 0;
    if ( uplo != MagmaUpper && uplo != MagmaLower ) {
        *info = -1;
    } else if (n < 0) {
        *info = -2;
    } else if (ldda < max(1,n)) {
        *info = -4;
    }
    if (*info != 0) {
        magma_xerbla( __func__, -(*info) );
        return *info;
    }

    magma_device_t orig_dev;
    magma_getdevice( &orig_dev );
    magma_queue_t orig_stream;
    magmablasGetKernelStream( &orig_stream );

    nb = magma_get_zpotrf_nb(n);

    ldpanel = ldda;
    magma_setdevice(0);
    if (MAGMA_SUCCESS != magma_zmalloc_pinned( &panel, 2 * nb * ldpanel )) {
        *info = MAGMA_ERR_HOST_ALLOC;
        return *info;
    }

    tmppanel0 = panel;
    tmppanel1 = tmppanel0 + nb * ldpanel;

    if ((nb <= 1) || (nb >= n)) {
        // Use unblocked code.
        magma_zgetmatrix( n, n, dlA(0, 0, 0), ldda, panel, ldpanel);
        lapackf77_zpotrf( uplo_, &n, panel, &ldpanel, info);
        magma_zsetmatrix( n, n, panel, ldpanel, dlA(0, 0, 0), ldda );
    } else {
        for( d = 0; d < num_gpus; d++ ) {
            // local-n and local-ld
            n_local[d] = ((n / nb) / num_gpus) * nb;
            if (d < (n / nb) % num_gpus)
                n_local[d] += nb;
            else if (d == (n / nb) % num_gpus)
                n_local[d] += n % nb;

            magma_setdevice(d);
            magma_device_sync();
            if (MAGMA_SUCCESS != magma_zmalloc( &d_lP[d], nb * ldda )) {
                for( j = 0; j < d; j++ ) {
                    magma_setdevice(j);
                    magma_free( d_lP[d] );
                }
                *info = MAGMA_ERR_DEVICE_ALLOC;
                return *info;
            }
            for( j=0; j < num_streams; j++ ) {
                magma_queue_create( &stream[d][j] );
            }
        }

        //#define ENABLE_TIMER
        #if defined (ENABLE_TIMER)
        real_Double_t therk[4], tmtc, tcchol, tctrsm, tctm, tmnp, tcnp;
        real_Double_t ttot_herk[4] = {0,0,0,0}, ttot_mtc = 0, ttot_cchol = 0, ttot_ctrsm = 0, ttot_ctm = 0, ttot_mnp = 0, ttot_cnp = 0;
        printf("\n\n %10s %10s %10s %10s %10s %10s %10s %10s %10s %10s %10s %10s %10s %10s %10s\n",
                "j", "nb", "row", "mtc", "CPU_np", "panel", "ctrsm", "CH+TRSM", "CPU", "dsyrk[0]", "dsyrk[1]", "dsyrk[2]", "dsyrk[3]", "ctm P", "gpu_np");
        printf("     ====================================================================================================\n");
        #endif

        // Use blocked code.
        if (uplo == MagmaUpper) {
            printf( " === not supported, yet ===\n" );
        } else {
            blkid = -1;
            if (num_gpus == 4)
                crosspoint = n;
            else if (num_gpus == 3)
                crosspoint = n;
            else if (num_gpus == 2)
                crosspoint = 20160;
            else
                crosspoint = 0;
            crosspoint = 0; //n; //n -- > gpu always does next panel, 0 --> cpu always does next panel
            crosspoint = n;

            #if defined (ENABLE_TIMER)
            real_Double_t tget = get_time(), tset = 0.0, ttot = 0.0;
            #endif
            if ( n > nb ) {
                // send first panel to cpu
                magma_setdevice(0);
                tmppanel = tmppanel0;
                magma_zgetmatrix_async(n, nb,
                        dlA(0, 0, 0), ldda,
                        tmppanel(0),  ldpanel,
                        stream[0][0] );
            }
            #if defined (ENABLE_TIMER)
            for( d=0; d < num_gpus; d++ ) {
                magma_setdevice(d);
                magma_device_sync();
            }
            tget = get_time()-tget;
            #endif

            // Compute the Cholesky factorization A = L*L'
            for (j = 0; (j + nb) < n; j += nb) {
                #if defined (ENABLE_TIMER)
                therk[0] = therk[1] = therk[2] = therk[3] = tmtc = tcchol = tctrsm = tctm = tmnp = tcnp = 0.0;
                #endif

                blkid += 1;
                tmppanel = (blkid % 2 == 0) ? tmppanel0 : tmppanel1;
                // Set the gpu number that holds the current panel
                id = (j / nb) % num_gpus;
                magma_setdevice(id);

                // Set the local index where the current panel is
                j_local = j / (nb * num_gpus) * nb;
                
                rows = n - j;
                // Wait for the panel on cpu
                magma_queue_sync( stream[id][0] );
                if (j > 0 && prevtrsmrows > crosspoint) {
                    #if defined (ENABLE_TIMER)
                    tcnp = get_time();
                    #endif

                    tmpprevpanel = ((blkid - 1) % 2) == 0 ? tmppanel0 : tmppanel1;

                    blasf77_zgemm( MagmaNoTransStr, MagmaConjTransStr,
                            &rows, &nb, &nb,
                            &mz_one, tmpprevpanel(j), &ldpanel,
                                     tmpprevpanel(j), &ldpanel,
                            &z_one,      tmppanel(j), &ldpanel );

                    #if defined (ENABLE_TIMER)
                    tcnp = get_time() - tcnp;
                    ttot_cnp += tcnp;
                    #endif
                }

                #if defined (ENABLE_TIMER)
                tcchol = get_time();
                #endif
                lapackf77_zpotrf(MagmaLowerStr, &nb, tmppanel(j), &ldpanel, info);
                if (*info != 0) {
                    *info = *info + j;
                    break;
                }

                #if defined (ENABLE_TIMER)
                tcchol = get_time() - tcchol;
                ttot_cchol += tcchol;
                tctrsm = get_time();
                #endif

                trsmrows = rows - nb;

                if (trsmrows > 0) {
                    blasf77_ztrsm(MagmaRightStr, MagmaLowerStr, MagmaConjTransStr, MagmaNonUnitStr,
                                  &trsmrows, &nb,
                                  &z_one, tmppanel(j), &ldpanel,
                                          tmppanel(j + nb), &ldpanel);
                }

                #if defined (ENABLE_TIMER)
                tctrsm = get_time() - tctrsm;
                ttot_ctrsm += tctrsm;
                tctm = get_time();
                #endif

                d = (id + 1) % num_gpus;
                // send current panel to gpus
                for (ngpu = 0; ngpu < num_gpus; ngpu++, d = (d + 1) % num_gpus ) {
                    magma_int_t myrows = 0;
                    magma_int_t row_offset = 0;
                    if ( d == id ) {
                        dlpanel = dlA(d, j, j_local);
                        myrows = rows;
                        row_offset = 0;
                    } else {
                        dlpanel = dlP(d, 0, 0);
                        myrows = trsmrows;
                        row_offset = nb;
                    }

                    if (myrows > 0) {
                        magma_setdevice(d);
                        magma_zsetmatrix_async(myrows, nb,
                                tmppanel(j + row_offset),    ldpanel,
                                dlpanel, ldda, stream[d][0] );
                    }
                }
                /* make sure panel is on GPUs */
                d = (id + 1) % num_gpus;
                for (ngpu = 0; ngpu < num_gpus; ngpu++, d = (d + 1) % num_gpus ) {
                    magma_setdevice(d);
                    magma_queue_sync( stream[d][0] );
                }

                #if defined (ENABLE_TIMER)
                tctm = get_time() - tctm;
                ttot_ctm += tctm;
                #endif

                if ( (j + nb) < n) {
                    magma_int_t offset = 0;
                    magma_int_t row_offset = 0;
                    if (j + nb + nb < n) {
                        d = (id + 1) % num_gpus;
                        magma_setdevice(d);
                        magma_int_t j_local2 = (j + nb) / (nb * num_gpus) * nb;
                        if (trsmrows <= crosspoint) {
                            #if defined (ENABLE_TIMER)
                            tmnp = get_time();
                            #endif

                            // do gemm on look ahead panel
                            if ( d == id ) {
                                dlpanel = dlA(d, j + nb, j_local);
                            } else {
                                dlpanel = dlP(d, 0, 0);
                            }

                            magmablasSetKernelStream(stream[d][STREAM_ID(j_local2)]);
                            #define ZHERK_ON_DIAG
                            #ifdef  ZHERK_ON_DIAG
                            magma_zherk( MagmaLower, MagmaNoTrans,
                                    nb, nb,
                                    m_one, dlpanel, ldda,
                                     one,  dlA(d, j + nb, j_local2), ldda);
                            magma_zgemm( MagmaNoTrans, MagmaConjTrans,
                                    trsmrows-nb, nb, nb,
                                    mz_one, dlpanel+nb, ldda,
                                            dlpanel,    ldda,
                                     z_one, dlA(d, j + nb +nb, j_local2), ldda);
                            #else
                            magma_zgemm( MagmaNoTrans, MagmaConjTrans,
                                    trsmrows, nb, nb,
                                    mz_one, dlpanel, ldda,
                                            dlpanel, ldda,
                                     z_one, dlA(d, j + nb, j_local2), ldda);
                            #endif

                            #if defined (ENABLE_TIMER)
                            magma_device_sync();
                            tmnp = get_time() - tmnp;
                            ttot_mnp += tmnp;
                            #endif
                        }
                        // send next panel to cpu
                        magma_queue_sync( stream[d][STREAM_ID(j_local2)] ); // make sure lookahead is done
                        tmppanel = ((blkid+1) % 2 == 0) ? tmppanel0 : tmppanel1;
                        magma_zgetmatrix_async(rows-nb, nb,
                                dlA(d, j+nb, j_local2), ldda,
                                tmppanel(j+nb),  ldpanel,
                                stream[d][0] );
                        tmppanel = (blkid % 2 == 0) ? tmppanel0 : tmppanel1;

                        offset = j + nb + nb;
                        row_offset = nb;
                    } else {
                        offset = j + nb;
                        row_offset = 0;
                    }

                    if (n - offset > 0) {
                        // syrk on multiple gpu
                        for (d = 0; d < num_gpus; d++ ) {
                            if ( d == id ) {
                                dlpanels[d] = dlA(d, j + nb + row_offset, j_local);
                            } else {
                                dlpanels[d] = dlP(d, row_offset, 0);
                            }
                        }

                        #if defined (ENABLE_TIMER)
                        for( d=0; d < num_gpus; d++ ) therk[d] = get_time();
                        #endif

                        //magmablasSetKernelStream(stream[d]);
                        //magma_zherk(MagmaLower, MagmaNoTrans, n - offset, nb,
                        //        m_one, dlpanel, ldda,
                        //        one, &d_lA[d][offset + offset*ldda], ldda );
                        #ifdef  ZHERK_ON_DIAG
                        magma_zherk_mgpu
                        #else
                        magma_zherk_mgpu2
                        #endif
                                        (num_gpus, MagmaLower, MagmaNoTrans,
                                         nb, n - offset, nb,
                                         m_one, dlpanels, ldda, 0,
                                         one,   d_lA,     ldda, offset,
                                         num_streams, stream );
                        #if defined (ENABLE_TIMER)
                        for( d=0; d < num_gpus; d++ ) {
                            magma_setdevice(d);
                            magma_device_sync();
                            therk[d] = get_time() - therk[d];
                            ttot_herk[d] += therk[d];
                        }
                        #endif
                    }

                    prevtrsmrows = trsmrows;
                    prevj = j;

                    #if defined (ENABLE_TIMER)
                    ttot += (tcnp+tcchol+tctrsm+therk[0]+therk[1]+therk[2]+tctm+tmnp);
                    printf("%10d %10d %10d %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf(%d) %10.3lf\n",
                            j, nb, rows, tmtc,
                            tcnp,     // gemm
                            tcchol,   // potrf
                            tctrsm,   // trsm
                            (tcchol + tctrsm),
                            (tmtc+tcnp+tcchol+tctrsm),
                            therk[0], therk[1], therk[2], therk[3], // syrk
                            tctm, // copy panel to GPU
                            tmnp, // lookahead on GPU
                            (id + 1) % num_gpus,
                            (tcnp+tcchol+tctrsm+therk[0]+therk[1]+therk[2]+tctm+tmnp));
                    fflush(0);
                    #endif
                }
            }
            for( d = 0; d < num_gpus; d++ ) {
                magma_setdevice(d);
                for( id=0; id < num_streams; id++ ) {
                    magma_queue_sync( stream[d][id] );
                }
            }
            #if defined (ENABLE_TIMER)
            printf("\n%10d %10d %10d %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf(-) %10.3lf\n",
                    n, n, 0, ttot_mtc,
                    ttot_cnp,     // gemm
                    ttot_cchol,   // potrf
                    ttot_ctrsm,   // trsm
                    (ttot_cchol + ttot_ctrsm),
                    (ttot_mtc+ttot_cnp+ttot_cchol+ttot_ctrsm),
                    ttot_herk[0], ttot_herk[1], ttot_herk[2], ttot_herk[3], // syrk
                    ttot_ctm, // copy panel to GPU
                    ttot_mnp, // lookahead on GPU
                    (ttot_cnp+ttot_cchol+ttot_ctrsm+ttot_herk[0]+ttot_herk[1]+ttot_herk[2]+ttot_ctm+ttot_mnp));
            printf("%10d %10d %10d %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf %10.3lf(-) %10.3lf (ratio)\n",
                    n, n, 0, ttot_mtc/ttot,
                    ttot_cnp/ttot,     // gemm
                    ttot_cchol/ttot,   // potrf
                    ttot_ctrsm/ttot,   // trsm
                    (ttot_cchol + ttot_ctrsm)/ttot,
                    (ttot_mtc+ttot_cnp+ttot_cchol+ttot_ctrsm)/ttot,
                    ttot_herk[0]/ttot, ttot_herk[1]/ttot, ttot_herk[2]/ttot, ttot_herk[3]/ttot, // syrk
                    ttot_ctm/ttot, // copy panel to GPU
                    ttot_mnp/ttot, // lookahead on GPU
                    (ttot_cnp+ttot_cchol+ttot_ctrsm+ttot_herk[0]+ttot_herk[1]+ttot_herk[2]+ttot_ctm+ttot_mnp)/ttot);
            #endif

            // cholesky for the last block
            if (j < n && *info == 0) {
                rows = n - j;
                id = (j / nb) % num_gpus;

                // Set the local index where the current panel is
                j_local = j / (nb * num_gpus) * nb;
                
                magma_setdevice(id);
                #if defined (ENABLE_TIMER)
                tset = get_time();
                #endif
                magma_zgetmatrix(rows, rows, dlA(id, j, j_local), ldda, panel(j), ldpanel);
                lapackf77_zpotrf(MagmaLowerStr, &rows, panel(j), &ldpanel, info);
                magma_zsetmatrix(rows, rows, panel(j), ldpanel, dlA(id, j, j_local), ldda);
                #if defined (ENABLE_TIMER)
                tset = get_time() - tset;
                #endif
            }
            #if defined (ENABLE_TIMER)
            printf( " matrix_get,set: %10.3lf %10.3lf -> %10.3lf\n",tget,tset,ttot+tget+tset );
            #endif
        } // end of else not upper

        // clean up
        for( d = 0; d < num_gpus; d++ ) {
            magma_setdevice(d);
            for( j=0; j < num_streams; j++ ) {
                magma_queue_destroy( stream[d][j] );
            }
            magma_free( d_lP[d] );
        }
    } // end of not lapack

    // free workspace
    magma_free_pinned( panel );
    magma_setdevice( orig_dev );
    magmablasSetKernelStream( orig_stream );

    return *info;
} /* magma_zpotrf_mgpu_right */
예제 #7
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing ztrsm
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    real_Double_t   gflops, magma_perf, magma_time=0, cublas_perf, cublas_time, cpu_perf=0, cpu_time=0;
    double          magma_error, cublas_error, work[1];
    magma_int_t M, N, info;
    magma_int_t Ak;
    magma_int_t sizeA, sizeB;
    magma_int_t lda, ldb, ldda, lddb;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t *ipiv;

    magmaDoubleComplex *h_A, *h_B, *h_Bcublas, *h_Bmagma, *h_B1, *h_X1, *h_X2;
    magmaDoubleComplex *d_A, *d_B;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magmaDoubleComplex c_one = MAGMA_Z_ONE;
    magmaDoubleComplex alpha = MAGMA_Z_MAKE(  0.29, -0.86 );
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    double tol = opts.tolerance * lapackf77_dlamch("E");

    printf("side = %s, uplo = %s, transA = %s, diag = %s \n",
           lapack_side_const(opts.side), lapack_uplo_const(opts.uplo),
           lapack_trans_const(opts.transA), lapack_diag_const(opts.diag) );
    printf("    M     N  MAGMA Gflop/s (ms)  CUBLAS Gflop/s (ms)   CPU Gflop/s (ms)  MAGMA error  CUBLAS error\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];
            gflops = FLOPS_ZTRSM(opts.side, M, N) / 1e9;

            if ( opts.side == MagmaLeft ) {
                lda = M;
                Ak = M;
            } else {
                lda = N;
                Ak = N;
            }
            
            ldb = M;
            
            ldda = ((lda+31)/32)*32;
            lddb = ((ldb+31)/32)*32;
            
            sizeA = lda*Ak;
            sizeB = ldb*N;
            
            TESTING_MALLOC_CPU( h_A,       magmaDoubleComplex, lda*Ak  );
            TESTING_MALLOC_CPU( h_B,       magmaDoubleComplex, ldb*N   );
            TESTING_MALLOC_CPU( h_B1,      magmaDoubleComplex, ldb*N   );
            TESTING_MALLOC_CPU( h_X1,      magmaDoubleComplex, ldb*N   );
            TESTING_MALLOC_CPU( h_X2,      magmaDoubleComplex, ldb*N   );
            TESTING_MALLOC_CPU( h_Bcublas, magmaDoubleComplex, ldb*N   );
            TESTING_MALLOC_CPU( h_Bmagma,  magmaDoubleComplex, ldb*N   );
            TESTING_MALLOC_CPU( ipiv,      magma_int_t,        Ak      );
            
            TESTING_MALLOC_DEV( d_A,       magmaDoubleComplex, ldda*Ak );
            TESTING_MALLOC_DEV( d_B,       magmaDoubleComplex, lddb*N  );
            
            /* Initialize the matrices */
            /* Factor A into LU to get well-conditioned triangular matrix.
             * Copy L to U, since L seems okay when used with non-unit diagonal
             * (i.e., from U), while U fails when used with unit diagonal. */
            lapackf77_zlarnv( &ione, ISEED, &sizeA, h_A );
            lapackf77_zgetrf( &Ak, &Ak, h_A, &lda, ipiv, &info );
            for( int j = 0; j < Ak; ++j ) {
                for( int i = 0; i < j; ++i ) {
                    *h_A(i,j) = *h_A(j,i);
                }
            }
            
            lapackf77_zlarnv( &ione, ISEED, &sizeB, h_B );
            memcpy(h_B1, h_B, sizeB*sizeof(magmaDoubleComplex));
            
            /* =====================================================================
               Performs operation using MAGMABLAS
               =================================================================== */
            magma_zsetmatrix( Ak, Ak, h_A, lda, d_A, ldda );
            magma_zsetmatrix( M, N, h_B, ldb, d_B, lddb );
            
            magma_time = magma_sync_wtime( NULL );
            magmablas_ztrsm( opts.side, opts.uplo, opts.transA, opts.diag, 
                             M, N,
                             alpha, d_A, ldda,
                                    d_B, lddb );
            magma_time = magma_sync_wtime( NULL ) - magma_time;
            magma_perf = gflops / magma_time;
            
            magma_zgetmatrix( M, N, d_B, lddb, h_Bmagma, ldb );
            
            /* =====================================================================
               Performs operation using CUBLAS
               =================================================================== */
            magma_zsetmatrix( M, N, h_B, ldb, d_B, lddb );
            
            cublas_time = magma_sync_wtime( NULL );
            cublasZtrsm( handle, cublas_side_const(opts.side), cublas_uplo_const(opts.uplo),
                         cublas_trans_const(opts.transA), cublas_diag_const(opts.diag),
                         M, N, 
                         &alpha, d_A, ldda,
                                 d_B, lddb );
            cublas_time = magma_sync_wtime( NULL ) - cublas_time;
            cublas_perf = gflops / cublas_time;
            
            magma_zgetmatrix( M, N, d_B, lddb, h_Bcublas, ldb );
            
            /* =====================================================================
               Performs operation using CPU BLAS
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                blasf77_ztrsm( lapack_side_const(opts.side), lapack_uplo_const(opts.uplo), lapack_trans_const(opts.transA), lapack_diag_const(opts.diag), 
                               &M, &N,
                               &alpha, h_A, &lda,
                                       h_B, &ldb );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
            }
            
            /* =====================================================================
               Check the result
               =================================================================== */
            // ||b - Ax|| / (||A||*||x||)
            memcpy(h_X1, h_Bmagma, sizeB*sizeof(magmaDoubleComplex));
            
            magmaDoubleComplex alpha2 = MAGMA_Z_DIV(  c_one, alpha );
            blasf77_ztrmm( lapack_side_const(opts.side), lapack_uplo_const(opts.uplo), lapack_trans_const(opts.transA), lapack_diag_const(opts.diag), 
                            &M, &N,
                            &alpha2, h_A, &lda,
                            h_X1, &ldb );

            blasf77_zaxpy( &sizeB, &c_neg_one, h_B1, &ione, h_X1, &ione );
            double norm1 =  lapackf77_zlange( "M", &M, &N, h_X1, &ldb, work );
            double normx =  lapackf77_zlange( "M", &M, &N, h_Bmagma, &ldb, work );
            double normA =  lapackf77_zlange( "M", &Ak, &Ak, h_A, &lda, work );

            magma_error = norm1/(normx*normA);

            memcpy(h_X2, h_Bcublas, sizeB*sizeof(magmaDoubleComplex));
            blasf77_ztrmm( lapack_side_const(opts.side), lapack_uplo_const(opts.uplo), lapack_trans_const(opts.transA), lapack_diag_const(opts.diag), 
                            &M, &N,
                            &alpha2, h_A, &lda,
                            h_X2, &ldb );

            blasf77_zaxpy( &sizeB, &c_neg_one, h_B1, &ione, h_X2, &ione );
            norm1 =  lapackf77_zlange( "M", &M, &N, h_X2, &ldb, work );
            normx =  lapackf77_zlange( "M", &M, &N, h_Bcublas, &ldb, work );
            normA =  lapackf77_zlange( "M", &Ak, &Ak, h_A, &lda, work );
            
            cublas_error = norm1/(normx*normA);
            
            if ( opts.lapack ) {
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e     %8.2e   %s\n",
                        (int) M, (int) N,
                        magma_perf,  1000.*magma_time,
                        cublas_perf, 1000.*cublas_time,
                        cpu_perf,    1000.*cpu_time,
                        magma_error, cublas_error,
                        (magma_error < tol && cublas_error < tol? "ok" : "failed"));
                status += ! (magma_error < tol && cublas_error < tol);
            }
            else {
                printf("%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)     ---   (  ---  )   %8.2e     %8.2e   %s\n",
                        (int) M, (int) N,
                        magma_perf,  1000.*magma_time,
                        cublas_perf, 1000.*cublas_time,
                        magma_error, cublas_error,
                        (magma_error < tol && cublas_error < tol? "ok" : "failed"));
                status += ! (magma_error < tol && cublas_error < tol);
            }
            
            TESTING_FREE_CPU( h_A  );
            TESTING_FREE_CPU( h_B  );
            TESTING_FREE_CPU( h_B1 );
            TESTING_FREE_CPU( h_X1 );
            TESTING_FREE_CPU( h_X2 );
            TESTING_FREE_CPU( h_Bcublas );
            TESTING_FREE_CPU( h_Bmagma  );
            
            TESTING_FREE_DEV( d_A );
            TESTING_FREE_DEV( d_B );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
예제 #8
0
/**
    Purpose
    -------
    Solves the least squares problem
           min || A*X - C ||
    using the QR factorization A = Q*R computed by ZGEQRF_GPU.

    Arguments
    ---------
    @param[in]
    m       INTEGER
            The number of rows of the matrix A. M >= 0.

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

    @param[in]
    nrhs    INTEGER
            The number of columns of the matrix C. NRHS >= 0.

    @param[in]
    dA      COMPLEX_16 array on the GPU, dimension (LDDA,N)
            The i-th column must contain the vector which defines the
            elementary reflector H(i), for i = 1,2,...,n, as returned by
            ZGEQRF_GPU in the first n columns of its array argument A.

    @param[in]
    ldda    INTEGER
            The leading dimension of the array A, LDDA >= M.

    @param[in]
    tau     COMPLEX_16 array, dimension (N)
            TAU(i) must contain the scalar factor of the elementary
            reflector H(i), as returned by MAGMA_ZGEQRF_GPU.

    @param[in,out]
    dB      COMPLEX_16 array on the GPU, dimension (LDDB,NRHS)
            On entry, the M-by-NRHS matrix C.
            On exit, the N-by-NRHS solution matrix X.

    @param[in]
    dT      COMPLEX_16 array that is the output (the 6th argument)
            of magma_zgeqrf_gpu of size
            2*MIN(M, N)*NB + ((N+31)/32*32 )* MAX(NB, NRHS).
            The array starts with a block of size MIN(M,N)*NB that stores
            the triangular T matrices used in the QR factorization,
            followed by MIN(M,N)*NB block storing the diagonal block
            inverses for the R matrix, followed by work space of size
            ((N+31)/32*32 )* MAX(NB, NRHS).

    @param[in]
    lddb    INTEGER
            The leading dimension of the array dB. LDDB >= M.

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

    @param[in]
    lwork   INTEGER
            The dimension of the array WORK,
            LWORK >= (M - N + NB)*(NRHS + NB) + NRHS*NB,
            where NB is the blocksize given by magma_get_zgeqrf_nb( M ).
    \n
            If LWORK = -1, then a workspace query is assumed; the routine
            only calculates the optimal size of the HWORK array, returns
            this value as the first entry of the WORK array.

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

    @ingroup magma_zgels_comp
    ********************************************************************/
extern "C" magma_int_t
magma_zgeqrs_gpu(
    magma_int_t m, magma_int_t n, magma_int_t nrhs,
    magmaDoubleComplex_ptr dA,    magma_int_t ldda,
    magmaDoubleComplex *tau,
    magmaDoubleComplex_ptr dT,
    magmaDoubleComplex_ptr dB,    magma_int_t lddb,
    magmaDoubleComplex *hwork, magma_int_t lwork,
    magma_int_t *info)
{
    #define dA(a_1,a_2) (dA + (a_2)*(ldda) + (a_1))
    #define dT(a_1)     (dT + (lddwork+(a_1))*nb)

    magmaDoubleComplex c_zero    = MAGMA_Z_ZERO;
    magmaDoubleComplex c_one     = MAGMA_Z_ONE;
    magmaDoubleComplex c_neg_one = MAGMA_Z_NEG_ONE;
    magmaDoubleComplex_ptr dwork;
    magma_int_t i, k, lddwork, rows, ib;
    magma_int_t ione = 1;

    magma_int_t nb     = magma_get_zgeqrf_nb(m);
    magma_int_t lwkopt = (m - n + nb)*(nrhs + nb) + nrhs*nb;
    int lquery = (lwork == -1);

    hwork[0] = MAGMA_Z_MAKE( (double)lwkopt, 0. );

    *info = 0;
    if (m < 0)
        *info = -1;
    else if (n < 0 || m < n)
        *info = -2;
    else if (nrhs < 0)
        *info = -3;
    else if (ldda < max(1,m))
        *info = -5;
    else if (lddb < max(1,m))
        *info = -9;
    else if (lwork < lwkopt && ! lquery)
        *info = -11;

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

    k = min(m,n);
    if (k == 0) {
        hwork[0] = c_one;
        return *info;
    }

    /* B := Q' * B */
    magma_zunmqr_gpu( MagmaLeft, Magma_ConjTrans,
                      m, nrhs, n,
                      dA(0,0), ldda, tau,
                      dB, lddb, hwork, lwork, dT, nb, info );
    if ( *info != 0 ) {
        return *info;
    }

    /* Solve R*X = B(1:n,:) */
    lddwork= k;
    if (nb < k)
        dwork = dT+2*lddwork*nb;
    else
        dwork = dT;
    // To do: Why did we have this line originally; seems to be a bug (Stan)?
    // dwork = dT;

    i    = (k-1)/nb * nb;
    ib   = n-i;
    rows = m-i;

    // TODO: this assumes that, on exit from magma_zunmqr_gpu, hwork contains
    // the last block of A and B (i.e., C in zunmqr). This should be fixed.
    // Seems this data should already be on the GPU, so could switch to
    // magma_ztrsm and drop the zsetmatrix.
    if ( nrhs == 1 ) {
        blasf77_ztrsv( MagmaUpperStr, MagmaNoTransStr, MagmaNonUnitStr,
                       &ib, hwork,         &rows,
                            hwork+rows*ib, &ione);
    } else {
        blasf77_ztrsm( MagmaLeftStr, MagmaUpperStr, MagmaNoTransStr, MagmaNonUnitStr,
                       &ib, &nrhs,
                       &c_one, hwork,         &rows,
                               hwork+rows*ib, &rows);
    }
    
    // update the solution vector
    magma_zsetmatrix( ib, nrhs, hwork+rows*ib, rows, dwork+i, lddwork );

    // update c
    if (nrhs == 1)
        magma_zgemv( MagmaNoTrans, i, ib,
                     c_neg_one, dA(0, i), ldda,
                                dwork + i,   1,
                     c_one,     dB,           1);
    else
        magma_zgemm( MagmaNoTrans, MagmaNoTrans,
                     i, nrhs, ib,
                     c_neg_one, dA(0, i), ldda,
                                dwork + i,   lddwork,
                     c_one,     dB,           lddb);

    int start = i-nb;
    if (nb < k) {
        for (i = start; i >= 0; i -= nb) {
            ib = min(k-i, nb);
            rows = m -i;

            if (i + ib < n) {
                if (nrhs == 1) {
                    magma_zgemv( MagmaNoTrans, ib, ib,
                                 c_one,  dT(i), ib,
                                         dB+i,      1,
                                 c_zero, dwork+i,  1);
                    magma_zgemv( MagmaNoTrans, i, ib,
                                 c_neg_one, dA(0, i), ldda,
                                            dwork + i,   1,
                                 c_one,     dB,           1);
                }
                else {
                    magma_zgemm( MagmaNoTrans, MagmaNoTrans,
                                 ib, nrhs, ib,
                                 c_one,  dT(i), ib,
                                         dB+i,      lddb,
                                 c_zero, dwork+i,  lddwork);
                    magma_zgemm( MagmaNoTrans, MagmaNoTrans,
                                 i, nrhs, ib,
                                 c_neg_one, dA(0, i), ldda,
                                            dwork + i,   lddwork,
                                 c_one,     dB,          lddb);
                }
            }
        }
    }

    magma_zcopymatrix( (n), nrhs,
                       dwork, lddwork,
                       dB,    lddb );
    
    return *info;
}