Beispiel #1
0
/**
    @deprecated
    
    Purpose
    -------
    CLAQPS computes a step of QR factorization with column pivoting
    of a complex M-by-N matrix A by using Blas-3.  It tries to factorize
    NB columns from A starting from the row OFFSET+1, and updates all
    of the matrix with Blas-3 xGEMM.

    In some cases, due to catastrophic cancellations, it cannot
    factorize NB columns.  Hence, the actual number of factorized
    columns is returned in KB.

    Block A(1:OFFSET,1:N) is accordingly pivoted, but not factorized.

    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. N >= 0

    @param[in]
    offset  INTEGER
            The number of rows of A that have been factorized in
            previous steps.

    @param[in]
    nb      INTEGER
            The number of columns to factorize.

    @param[out]
    kb      INTEGER
            The number of columns actually factorized.

    @param[in,out]
    A       COMPLEX array, dimension (LDA,N)
            On entry, the M-by-N matrix A.
            On exit, block A(OFFSET+1:M,1:KB) is the triangular
            factor obtained and block A(1:OFFSET,1:N) has been
            accordingly pivoted, but no factorized.
            The rest of the matrix, block A(OFFSET+1:M,KB+1:N) has
            been updated.

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

    @param[in,out]
    jpvt    INTEGER array, dimension (N)
            JPVT(I) = K <==> Column K of the full matrix A has been
            permuted into position I in AP.

    @param[out]
    tau     COMPLEX array, dimension (KB)
            The scalar factors of the elementary reflectors.

    @param[in,out]
    vn1     REAL array, dimension (N)
            The vector with the partial column norms.

    @param[in,out]
    vn2     REAL array, dimension (N)
            The vector with the exact column norms.

    @param[in,out]
    auxv    COMPLEX array, dimension (NB)
            Auxiliar vector.

    @param[in,out]
    F       COMPLEX array, dimension (LDF,NB)
            Matrix F' = L*Y'*A.

    @param[in]
    ldf     INTEGER
            The leading dimension of the array F. LDF >= max(1,N).

    @ingroup magma_cgeqp3_aux
    ********************************************************************/
extern "C" magma_int_t
magma_claqps_gpu(magma_int_t m, magma_int_t n, magma_int_t offset,
             magma_int_t nb, magma_int_t *kb,
             magmaFloatComplex *A,  magma_int_t lda,
             magma_int_t *jpvt, magmaFloatComplex *tau,
             float *vn1, float *vn2,
             magmaFloatComplex *auxv,
             magmaFloatComplex *F,  magma_int_t ldf)
{
#define  A(i, j) (A  + (i) + (j)*(lda ))
#define  F(i, j) (F  + (i) + (j)*(ldf ))

    magmaFloatComplex c_zero    = MAGMA_C_MAKE( 0.,0.);
    magmaFloatComplex c_one     = MAGMA_C_MAKE( 1.,0.);
    magmaFloatComplex c_neg_one = MAGMA_C_MAKE(-1.,0.);
    magma_int_t ione = 1;
    
    magma_int_t i__1, i__2;
    //float d__1;
    magmaFloatComplex z__1;
    
    //magma_int_t j;
    magma_int_t k, rk;
    //magmaFloatComplex Akk;
    magmaFloatComplex *Aks;
    magmaFloatComplex tauk = MAGMA_C_ZERO;
    magma_int_t pvt;
    //float temp, temp2;
    float tol3z;
    magma_int_t itemp;

    float lsticc, *lsticcs;
    magma_int_t lastrk;
    magma_smalloc( &lsticcs, 1+256*(n+255)/256 );

    lastrk = min( m, n + offset );
    tol3z = magma_ssqrt( lapackf77_slamch("Epsilon"));

    lsticc = 0;
    k = 0;
    magma_cmalloc( &Aks, nb );

    while( k < nb && lsticc == 0 ) {
        rk = offset + k;
        
        /* Determine ith pivot column and swap if necessary */
        // subtract 1 from Fortran/CUBLAS isamax; pvt, k are 0-based.
        pvt = k + magma_isamax( n-k, &vn1[k], ione ) - 1;
        
        if (pvt != k) {
            /*if (pvt >= nb) {
                // 1. Start copy from GPU
                magma_cgetmatrix_async( m - offset - nb, 1,
                                        dA(offset + nb, pvt), ldda,
                                        A (offset + nb, pvt), lda, stream );
            }*/

            /* F gets swapped so F must be sent at the end to GPU   */
            i__1 = k;
            /*if (pvt < nb) {
                // no need of transfer if pivot is within the panel
                blasf77_cswap( &m, A(0, pvt), &ione, A(0, k), &ione );
            }
            else {
                // 1. Finish copy from GPU
                magma_queue_sync( stream );

                // 2. Swap as usual on CPU
                blasf77_cswap(&m, A(0, pvt), &ione, A(0, k), &ione);

                // 3. Restore the GPU
                magma_csetmatrix_async( m - offset - nb, 1,
                                        A (offset + nb, pvt), lda,
                                        dA(offset + nb, pvt), ldda, stream);
            }*/
            magmablas_cswap( m, A(0, pvt), ione, A(0, k), ione );

            //blasf77_cswap( &i__1, F(pvt,0), &ldf, F(k,0), &ldf );
            magmablas_cswap( i__1, F(pvt, 0), ldf, F(k, 0), ldf);
            itemp     = jpvt[pvt];
            jpvt[pvt] = jpvt[k];
            jpvt[k]   = itemp;
            //vn1[pvt] = vn1[k];
            //vn2[pvt] = vn2[k];
            #if defined(PRECISION_d) || defined(PRECISION_z)
                //magma_dswap( 1, &vn1[pvt], 1, &vn1[k], 1 );
                //magma_dswap( 1, &vn2[pvt], 1, &vn2[k], 1 );
                magma_dswap( 2, &vn1[pvt], n+offset, &vn1[k], n+offset );
            #else
                //magma_sswap( 1, &vn1[pvt], 1, &vn1[k], 1 );
                //magma_sswap( 1, &vn2[pvt], 1, &vn2[k], 1 );
                magma_sswap(2, &vn1[pvt], n+offset, &vn1[k], n+offset);
            #endif
        }

        /* Apply previous Householder reflectors to column K:
           A(RK:M,K) := A(RK:M,K) - A(RK:M,1:K-1)*F(K,1:K-1)'.
           Optimization: multiply with beta=0; wait for vector and subtract */
        if (k > 0) {
            /*#if (defined(PRECISION_c) || defined(PRECISION_z))
            for (j = 0; j < k; ++j) {
                *F(k,j) = MAGMA_C_CNJG( *F(k,j) );
            }
            #endif*/

//#define RIGHT_UPDATE
#ifdef RIGHT_UPDATE
            i__1 = m - offset - nb;
            i__2 = k;
            magma_cgemv( MagmaNoTrans, i__1, i__2,
                         c_neg_one, A(offset+nb, 0), lda,
                                    F(k,         0), ldf,
                         c_one,     A(offset+nb, k), ione );
#else
            i__1 = m - rk;
            i__2 = k;
            /*blasf77_cgemv( MagmaNoTransStr, &i__1, &i__2,
                           &c_neg_one, A(rk, 0), &lda,
                                       F(k,  0), &ldf,
                           &c_one,     A(rk, k), &ione );*/
            magma_cgemv( MagmaNoTrans, i__1, i__2,
                         c_neg_one, A(rk, 0), lda,
                                    F(k,  0), ldf,
                         c_one,     A(rk, k), ione );
#endif

            /*#if (defined(PRECISION_c) || defined(PRECISION_z))
            for (j = 0; j < k; ++j) {
                *F(k,j) = MAGMA_C_CNJG( *F(k,j) );
            }
            #endif*/
        }
        
        /*  Generate elementary reflector H(k). */
        magma_clarfg_gpu(m-rk, A(rk, k), A(rk + 1, k), &tau[k], &vn1[k], &Aks[k]);

        //Akk = *A(rk, k);
        //*A(rk, k) = c_one;
        //magma_cgetvector( 1, &Aks[k],  1, &Akk,     1 );

        /* needed to avoid the race condition */
        if (k == 0) magma_csetvector(  1,    &c_one,       1, A(rk, k), 1 );
        else        magma_ccopymatrix( 1, 1, A(offset, 0), 1, A(rk, k), 1 );

        /* Compute Kth column of F:
           Compute  F(K+1:N,K) := tau(K)*A(RK:M,K+1:N)'*A(RK:M,K) on the GPU */
        if (k < n-1 || k > 0) magma_cgetvector( 1, &tau[k], 1, &tauk, 1 );
        if (k < n-1) {
            i__1 = m - rk;
            i__2 = n - k - 1;

            /* Send the vector to the GPU */
            //magma_csetmatrix( i__1, 1, A(rk, k), lda, dA(rk,k), ldda );

            /* Multiply on GPU */
            // was CALL CGEMV( 'Conjugate transpose', M-RK+1, N-K,
            //                 TAU( K ), A( RK,  K+1 ), LDA,
            //                           A( RK,  K   ), 1,
            //                 CZERO,    F( K+1, K   ), 1 )
            //magma_cgetvector( 1, &tau[k], 1, &tauk, 1 );
            magma_cgemv( MagmaConjTrans, m-rk, n-k-1,
                         tauk,   A( rk,  k+1 ), lda,
                                 A( rk,  k   ), 1,
                         c_zero, F( k+1, k   ), 1 );
            //magma_cscal( m-rk, tau[k], F( k+1, k), 1 );
            //magma_int_t i__3 = nb-k-1;
            //magma_int_t i__4 = i__2 - i__3;
            //magma_int_t i__5 = nb-k;
            //magma_cgemv( MagmaConjTrans, i__1 - i__5, i__2 - i__3,
            //             tau[k], dA(rk +i__5, k+1+i__3), ldda,
            //                     dA(rk +i__5, k       ), ione,
            //             c_zero, dF(k+1+i__3, k       ), ione );
            
            //magma_cgetmatrix_async( i__2-i__3, 1,
            //                        dF(k + 1 +i__3, k), i__2,
            //                        F (k + 1 +i__3, k), i__2, stream );
            
            //blasf77_cgemv( MagmaConjTransStr, &i__1, &i__3,
            //               &tau[k], A(rk,  k+1), &lda,
            //                        A(rk,  k  ), &ione,
            //               &c_zero, F(k+1, k  ), &ione );
            
            //magma_queue_sync( stream );
            //blasf77_cgemv( MagmaConjTransStr, &i__5, &i__4,
            //               &tau[k], A(rk, k+1+i__3), &lda,
            //                        A(rk, k       ), &ione,
            //               &c_one,  F(k+1+i__3, k ), &ione );
        }
        
        /* Padding F(1:K,K) with zeros.
        for (j = 0; j <= k; ++j) {
            magma_csetvector( 1, &c_zero, 1, F(j, k), 1 );
        }*/
        
        /* Incremental updating of F:
           F(1:N,K) := F(1:N,K)                        - tau(K)*F(1:N,1:K-1)*A(RK:M,1:K-1)'*A(RK:M,K).
           F(1:N,K) := tau(K)*A(RK:M,K+1:N)'*A(RK:M,K) - tau(K)*F(1:N,1:K-1)*A(RK:M,1:K-1)'*A(RK:M,K)
                    := tau(K)(A(RK:M,K+1:N)' - F(1:N,1:K-1)*A(RK:M,1:K-1)') A(RK:M,K)
           so, F is (updated A)*V */
        //if (k > 0 && k < n-1) {
        if (k > 0) {
            //magma_cgetvector( 1, &tau[k], 1, &tauk, 1 );
            z__1 = MAGMA_C_NEGATE( tauk );
#ifdef RIGHT_UPDATE
            i__1 = m - offset - nb;
            i__2 = k;
            magma_cgemv( MagmaConjTrans, i__1, i__2,
                         z__1,   A(offset+nb, 0), lda,
                                 A(offset+nb, k), ione,
                         c_zero, auxv, ione );
            
            i__1 = k;
            magma_cgemv( MagmaNoTrans, n-k-1, i__1,
                         c_one, F(k+1,0), ldf,
                                auxv,     ione,
                         c_one, F(k+1,k), ione );
#else
            i__1 = m - rk;
            i__2 = k;
            //blasf77_cgemv( MagmaConjTransStr, &i__1, &i__2,
            //               &z__1,   A(rk, 0), &lda,
            //                        A(rk, k), &ione,
            //               &c_zero, auxv, &ione );

            magma_cgemv( MagmaConjTrans, i__1, i__2,
                         z__1,   A(rk, 0), lda,
                                 A(rk, k), ione,
                         c_zero, auxv, ione );
            
            //i__1 = k;
            //blasf77_cgemv( MagmaNoTransStr, &n, &i__1,
            //               &c_one, F(0,0), &ldf,
            //                       auxv,   &ione,
            //               &c_one, F(0,k), &ione );
            /*magma_cgemv( MagmaNoTrans, n, i__1,
                           c_one, F(0,0), ldf,
                                  auxv,   ione,
                           c_one, F(0,k), ione );*/
            /* I think we only need stricly lower-triangular part :) */
            magma_cgemv( MagmaNoTrans, n-k-1, i__2,
                         c_one, F(k+1,0), ldf,
                                auxv,     ione,
                         c_one, F(k+1,k), ione );
#endif
        }
        
        /* Optimization: On the last iteration start sending F back to the GPU */
        
        /* Update the current row of A:
           A(RK,K+1:N) := A(RK,K+1:N) - A(RK,1:K)*F(K+1:N,1:K)'.               */
        if (k < n-1) {
            i__1 = n - k - 1;
            i__2 = k + 1;
            //blasf77_cgemm( MagmaNoTransStr, MagmaConjTransStr, &ione, &i__1, &i__2,
            //               &c_neg_one, A(rk, 0  ), &lda,
            //                           F(k+1,0  ), &ldf,
            //               &c_one,     A(rk, k+1), &lda );
#ifdef RIGHT_UPDATE
            /* right-looking update of rows,                     */
            magma_cgemm( MagmaNoTrans, MagmaConjTrans, nb-k, i__1, ione,
                         c_neg_one, A(rk,  k  ), lda,
                                    F(k+1, k  ), ldf,
                         c_one,     A(rk,  k+1), lda );
#else
            /* left-looking update of rows,                     *
             * since F=A'v with original A, so no right-looking */
            magma_cgemm( MagmaNoTrans, MagmaConjTrans, ione, i__1, i__2,
                         c_neg_one, A(rk, 0  ), lda,
                                    F(k+1,0  ), ldf,
                         c_one,     A(rk, k+1), lda );
#endif
        }
        
        /* Update partial column norms. */
        if (rk < min(m, n+offset)-1 ) {
            magmablas_scnrm2_row_check_adjust(n-k-1, tol3z, &vn1[k+1], &vn2[k+1], A(rk,k+1), lda, lsticcs);

            magma_device_sync();
            #if defined(PRECISION_d) || defined(PRECISION_z)
            magma_sgetvector( 1, &lsticcs[0], 1, &lsticc, 1 );
            #else
            magma_sgetvector( 1, &lsticcs[0], 1, &lsticc, 1 );
            #endif
        }


        /*if (rk < lastrk) {
            for (j = k + 1; j < n; ++j) {
                if (vn1[j] != 0.) {
                    // NOTE: The following 4 lines follow from the analysis in
                    //   Lapack Working Note 176.
                    temp = MAGMA_C_ABS( *A(rk,j) ) / vn1[j];
                    temp = max( 0., ((1. + temp) * (1. - temp)) );

                    d__1 = vn1[j] / vn2[j];
                    temp2 = temp * (d__1 * d__1);

                    if (temp2 <= tol3z) {
                        vn2[j] = (float) lsticc;
                        lsticc = j;
                    } else {
                        vn1[j] *= magma_ssqrt(temp);
                    }
                }
            }
        }*/
        
        //*A(rk, k) = Akk;
        //magma_csetvector( 1, &Akk, 1, A(rk, k), 1 );
        //magma_cswap( 1, &Aks[k], 1, A(rk, k), 1 );
        
        ++k;
    }
    magma_ccopymatrix( 1, k, Aks, 1, A(offset, 0), lda+1 );

    // leave k as the last column done
    --k;
    *kb = k + 1;
    rk = offset + *kb - 1;

    /* Apply the block reflector to the rest of the matrix:
       A(OFFSET+KB+1:M,KB+1:N) := A(OFFSET+KB+1:M,KB+1:N) - A(OFFSET+KB+1:M,1:KB)*F(KB+1:N,1:KB)'  */
    if (*kb < min(n, m - offset)) {
        i__1 = m - rk - 1;
        i__2 = n - *kb;
        
        /* Send F to the GPU
        magma_csetmatrix( i__2, *kb,
                          F (*kb, 0), ldf,
                          dF(*kb, 0), i__2 );*/

        magma_cgemm( MagmaNoTrans, MagmaConjTrans, i__1, i__2, *kb,
                     c_neg_one, A(rk+1, 0  ), lda,
                                F(*kb,  0  ), ldf,
                     c_one,     A(rk+1, *kb), lda );
    }
    /* Recomputation of difficult columns. */
    if ( lsticc > 0 ) {
        // printf( " -- recompute dnorms --\n" );
        magmablas_scnrm2_check(m-rk-1, n-*kb, A(rk+1,*kb), lda,
                               &vn1[*kb], lsticcs);
        magma_scopymatrix( n-*kb, 1, &vn1[*kb], *kb, &vn2[*kb], *kb);
    /*while( lsticc > 0 ) {
        itemp = (magma_int_t)(vn2[lsticc] >= 0. ? floor(vn2[lsticc] + .5) : -floor(.5 - vn2[lsticc]));
        i__1 = m - rk - 1;
        if (lsticc <= nb)
            vn1[lsticc] = magma_cblas_scnrm2( i__1, A(rk+1,lsticc), ione );
        else {
            // Where is the data, CPU or GPU ?
            float r1, r2;
            
            r1 = magma_cblas_scnrm2( nb-k, A(rk+1,lsticc), ione );
            r2 = magma_scnrm2(m-offset-nb, dA(offset + nb + 1, lsticc), ione);
            
            vn1[lsticc] = magma_ssqrt(r1*r1+r2*r2);
        }
        
        // NOTE: The computation of VN1( LSTICC ) relies on the fact that
        //   SNRM2 does not fail on vectors with norm below the value of SQRT(SLAMCH('S'))
        vn2[lsticc] = vn1[lsticc];
        lsticc = itemp;*/
    }
    magma_free(Aks);
    magma_free(lsticcs);

    return MAGMA_SUCCESS;
} /* magma_claqps */
Beispiel #2
0
extern "C" magma_int_t
magma_zlaqps_gpu(magma_int_t m, magma_int_t n, magma_int_t offset,
                 magma_int_t nb, magma_int_t *kb,
                 magmaDoubleComplex *A,  magma_int_t lda,
                 magma_int_t *jpvt, magmaDoubleComplex *tau,
                 double *vn1, double *vn2,
                 magmaDoubleComplex *auxv,
                 magmaDoubleComplex *F,  magma_int_t ldf)
{
    /*  -- MAGMA (version 1.4.0) --
           Univ. of Tennessee, Knoxville
           Univ. of California, Berkeley
           Univ. of Colorado, Denver
           August 2013

        Purpose
        =======
        ZLAQPS computes a step of QR factorization with column pivoting
        of a complex M-by-N matrix A by using Blas-3.  It tries to factorize
        NB columns from A starting from the row OFFSET+1, and updates all
        of the matrix with Blas-3 xGEMM.

        In some cases, due to catastrophic cancellations, it cannot
        factorize NB columns.  Hence, the actual number of factorized
        columns is returned in KB.

        Block A(1:OFFSET,1:N) is accordingly pivoted, but not factorized.

        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

        OFFSET  (input) INTEGER
                The number of rows of A that have been factorized in
                previous steps.

        NB      (input) INTEGER
                The number of columns to factorize.

        KB      (output) INTEGER
                The number of columns actually factorized.

        A       (input/output) COMPLEX*16 array, dimension (LDA,N)
                On entry, the M-by-N matrix A.
                On exit, block A(OFFSET+1:M,1:KB) is the triangular
                factor obtained and block A(1:OFFSET,1:N) has been
                accordingly pivoted, but no factorized.
                The rest of the matrix, block A(OFFSET+1:M,KB+1:N) has
                been updated.

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

        JPVT    (input/output) INTEGER array, dimension (N)
                JPVT(I) = K <==> Column K of the full matrix A has been
                permuted into position I in AP.

        TAU     (output) COMPLEX*16 array, dimension (KB)
                The scalar factors of the elementary reflectors.

        VN1     (input/output) DOUBLE PRECISION array, dimension (N)
                The vector with the partial column norms.

        VN2     (input/output) DOUBLE PRECISION array, dimension (N)
                The vector with the exact column norms.

        AUXV    (input/output) COMPLEX*16 array, dimension (NB)
                Auxiliar vector.

        F       (input/output) COMPLEX*16 array, dimension (LDF,NB)
                Matrix F' = L*Y'*A.

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

        =====================================================================    */

#define  A(i, j) (A  + (i) + (j)*(lda ))
#define  F(i, j) (F  + (i) + (j)*(ldf ))

    magmaDoubleComplex c_zero    = MAGMA_Z_MAKE( 0.,0.);
    magmaDoubleComplex c_one     = MAGMA_Z_MAKE( 1.,0.);
    magmaDoubleComplex c_neg_one = MAGMA_Z_MAKE(-1.,0.);
    magma_int_t ione = 1;

    magma_int_t i__1, i__2;
    //double d__1;
    magmaDoubleComplex z__1;

    //magma_int_t j;
    magma_int_t k, rk;
    //magmaDoubleComplex Akk;
    magmaDoubleComplex *Aks;
    magmaDoubleComplex tauk;
    magma_int_t pvt;
    //double temp, temp2;
    double tol3z;
    magma_int_t itemp;

    double lsticc, *lsticcs;
    magma_int_t lastrk;
    magma_dmalloc( &lsticcs, 1+256*(n+255)/256 );

    lastrk = min( m, n + offset );
    tol3z = magma_dsqrt( lapackf77_dlamch("Epsilon"));

    lsticc = 0;
    k = 0;
    magma_zmalloc( &Aks, nb );

    while( k < nb && lsticc == 0 ) {
        rk = offset + k;

        /* Determine ith pivot column and swap if necessary */
        // Fortran: pvt, k, idamax are all 1-based; subtract 1 from k.
        // C:       pvt, k, idamax are all 0-based; don't subtract 1.
        pvt = k - 1 + magma_idamax( n-k, &vn1[k], ione );

        if (pvt != k) {

            /*if (pvt >= nb) {
                // 1. Start copy from GPU
                magma_zgetmatrix_async( m - offset - nb, 1,
                                        dA(offset + nb, pvt), ldda,
                                        A (offset + nb, pvt), lda, stream );
            }*/

            /* F gets swapped so F must be sent at the end to GPU   */
            i__1 = k;
            /*if (pvt < nb){
                // no need of transfer if pivot is within the panel
                blasf77_zswap( &m, A(0, pvt), &ione, A(0, k), &ione );
            }
            else {
                // 1. Finish copy from GPU
                magma_queue_sync( stream );

                // 2. Swap as usual on CPU
                blasf77_zswap(&m, A(0, pvt), &ione, A(0, k), &ione);

                // 3. Restore the GPU
                magma_zsetmatrix_async( m - offset - nb, 1,
                                        A (offset + nb, pvt), lda,
                                        dA(offset + nb, pvt), ldda, stream);
            }*/
            magmablas_zswap( m, A(0, pvt), ione, A(0, k), ione );

            //blasf77_zswap( &i__1, F(pvt,0), &ldf, F(k,0), &ldf );
            magmablas_zswap( i__1, F(pvt, 0), ldf, F(k, 0), ldf);
            itemp     = jpvt[pvt];
            jpvt[pvt] = jpvt[k];
            jpvt[k]   = itemp;
            //vn1[pvt] = vn1[k];
            //vn2[pvt] = vn2[k];
#if defined(PRECISION_d) || defined(PRECISION_z)
            //magma_dswap( 1, &vn1[pvt], 1, &vn1[k], 1 );
            //magma_dswap( 1, &vn2[pvt], 1, &vn2[k], 1 );
            magma_dswap( 2, &vn1[pvt], n+offset, &vn1[k], n+offset );
#else
            //magma_sswap( 1, &vn1[pvt], 1, &vn1[k], 1 );
            //magma_sswap( 1, &vn2[pvt], 1, &vn2[k], 1 );
            magma_sswap(2, &vn1[pvt], n+offset, &vn1[k], n+offset);
#endif

        }

        /* Apply previous Householder reflectors to column K:
           A(RK:M,K) := A(RK:M,K) - A(RK:M,1:K-1)*F(K,1:K-1)'.
           Optimization: multiply with beta=0; wait for vector and subtract */
        if (k > 0) {
            /*#if (defined(PRECISION_c) || defined(PRECISION_z))
            for (j = 0; j < k; ++j){
                *F(k,j) = MAGMA_Z_CNJG( *F(k,j) );
            }
            #endif*/

//#define RIGHT_UPDATE
#ifdef RIGHT_UPDATE
            i__1 = m - offset - nb;
            i__2 = k;
            magma_zgemv( MagmaNoTrans, i__1, i__2,
                         c_neg_one, A(offset+nb, 0), lda,
                         F(k,         0), ldf,
                         c_one,     A(offset+nb, k), ione );
#else
            i__1 = m - rk;
            i__2 = k;
            /*blasf77_zgemv( MagmaNoTransStr, &i__1, &i__2,
                           &c_neg_one, A(rk, 0), &lda,
                                       F(k,  0), &ldf,
                           &c_one,     A(rk, k), &ione );*/
            magma_zgemv( MagmaNoTrans, i__1, i__2,
                         c_neg_one, A(rk, 0), lda,
                         F(k,  0), ldf,
                         c_one,     A(rk, k), ione );
#endif

            /*#if (defined(PRECISION_c) || defined(PRECISION_z))
            for (j = 0; j < k; ++j) {
                *F(k,j) = MAGMA_Z_CNJG( *F(k,j) );
            }
            #endif*/
        }

        /*  Generate elementary reflector H(k). */
        magma_zlarfg_gpu(m-rk, A(rk, k), A(rk + 1, k), &tau[k], &vn1[k], &Aks[k]);

        //Akk = *A(rk, k);
        //*A(rk, k) = c_one;
        //magma_zgetvector( 1, &Aks[k],  1, &Akk,     1 );

        /* needed to avoid the race condition */
        if (k == 0) magma_zsetvector(  1,    &c_one,       1, A(rk, k), 1 );
        else        magma_zcopymatrix( 1, 1, A(offset, 0), 1, A(rk, k), 1 );

        /* Compute Kth column of F:
           Compute  F(K+1:N,K) := tau(K)*A(RK:M,K+1:N)'*A(RK:M,K) on the GPU */
        if (k < n-1 || k > 0) magma_zgetvector( 1, &tau[k], 1, &tauk, 1 );
        if (k < n-1) {
            i__1 = m - rk;
            i__2 = n - k - 1;

            /* Send the vector to the GPU */
            //magma_zsetmatrix( i__1, 1, A(rk, k), lda, dA(rk,k), ldda );

            /* Multiply on GPU */
            // was CALL ZGEMV( 'Conjugate transpose', M-RK+1, N-K,
            //                 TAU( K ), A( RK,  K+1 ), LDA,
            //                           A( RK,  K   ), 1,
            //                 CZERO,    F( K+1, K   ), 1 )
            //magma_zgetvector( 1, &tau[k], 1, &tauk, 1 );
            magma_zgemv( MagmaConjTrans, m-rk, n-k-1,
                         tauk,   A( rk,  k+1 ), lda,
                         A( rk,  k   ), 1,
                         c_zero, F( k+1, k   ), 1 );
            //magma_zscal( m-rk, tau[k], F( k+1, k), 1 );
            //magma_int_t i__3 = nb-k-1;
            //magma_int_t i__4 = i__2 - i__3;
            //magma_int_t i__5 = nb-k;
            //magma_zgemv( MagmaConjTrans, i__1 - i__5, i__2 - i__3,
            //             tau[k], dA(rk +i__5, k+1+i__3), ldda,
            //                     dA(rk +i__5, k       ), ione,
            //             c_zero, dF(k+1+i__3, k       ), ione );

            //magma_zgetmatrix_async( i__2-i__3, 1,
            //                        dF(k + 1 +i__3, k), i__2,
            //                        F (k + 1 +i__3, k), i__2, stream );

            //blasf77_zgemv( MagmaConjTransStr, &i__1, &i__3,
            //               &tau[k], A(rk,  k+1), &lda,
            //                        A(rk,  k  ), &ione,
            //               &c_zero, F(k+1, k  ), &ione );

            //magma_queue_sync( stream );
            //blasf77_zgemv( MagmaConjTransStr, &i__5, &i__4,
            //               &tau[k], A(rk, k+1+i__3), &lda,
            //                        A(rk, k       ), &ione,
            //               &c_one,  F(k+1+i__3, k ), &ione );
        }

        /* Padding F(1:K,K) with zeros.
        for (j = 0; j <= k; ++j) {
            magma_zsetvector( 1, &c_zero, 1, F(j, k), 1 );
        }*/

        /* Incremental updating of F:
           F(1:N,K) := F(1:N,K)                        - tau(K)*F(1:N,1:K-1)*A(RK:M,1:K-1)'*A(RK:M,K).
           F(1:N,K) := tau(K)*A(RK:M,K+1:N)'*A(RK:M,K) - tau(K)*F(1:N,1:K-1)*A(RK:M,1:K-1)'*A(RK:M,K)
                    := tau(K)(A(RK:M,K+1:N)' - F(1:N,1:K-1)*A(RK:M,1:K-1)') A(RK:M,K)
           so, F is (updated A)*V */
        //if (k > 0 && k<n-1) {
        if (k > 0) {
            //magma_zgetvector( 1, &tau[k], 1, &tauk, 1 );
            z__1 = MAGMA_Z_NEGATE( tauk );
#ifdef RIGHT_UPDATE
            i__1 = m - offset - nb;
            i__2 = k;
            magma_zgemv( MagmaConjTrans, i__1, i__2,
                         z__1,   A(offset+nb, 0), lda,
                         A(offset+nb, k), ione,
                         c_zero, auxv, ione );

            i__1 = k;
            magma_zgemv( MagmaNoTrans, n-k-1, i__1,
                         c_one, F(k+1,0), ldf,
                         auxv,     ione,
                         c_one, F(k+1,k), ione );
#else
            i__1 = m - rk;
            i__2 = k;
            //blasf77_zgemv( MagmaConjTransStr, &i__1, &i__2,
            //               &z__1,   A(rk, 0), &lda,
            //                        A(rk, k), &ione,
            //               &c_zero, auxv, &ione );

            magma_zgemv( MagmaConjTrans, i__1, i__2,
                         z__1,   A(rk, 0), lda,
                         A(rk, k), ione,
                         c_zero, auxv, ione );

            //i__1 = k;
            //blasf77_zgemv( MagmaNoTransStr, &n, &i__1,
            //               &c_one, F(0,0), &ldf,
            //                       auxv,   &ione,
            //               &c_one, F(0,k), &ione );
            /*magma_zgemv( MagmaNoTrans, n, i__1,
                           c_one, F(0,0), ldf,
                                  auxv,   ione,
                           c_one, F(0,k), ione );*/
            /* I think we only need stricly lower-triangular part :) */
            magma_zgemv( MagmaNoTrans, n-k-1, i__2,
                         c_one, F(k+1,0), ldf,
                         auxv,     ione,
                         c_one, F(k+1,k), ione );
#endif
        }

        /* Optimization: On the last iteration start sending F back to the GPU */

        /* Update the current row of A:
           A(RK,K+1:N) := A(RK,K+1:N) - A(RK,1:K)*F(K+1:N,1:K)'.               */
        if (k < n-1) {
            i__1 = n - k - 1;
            i__2 = k + 1;
            //blasf77_zgemm( MagmaNoTransStr, MagmaConjTransStr, &ione, &i__1, &i__2,
            //               &c_neg_one, A(rk, 0  ), &lda,
            //                           F(k+1,0  ), &ldf,
            //               &c_one,     A(rk, k+1), &lda );
#ifdef RIGHT_UPDATE
            /* right-looking update of rows,                     */
            magma_zgemm( MagmaNoTrans, MagmaConjTrans, nb-k, i__1, ione,
                         c_neg_one, A(rk,  k  ), lda,
                         F(k+1, k  ), ldf,
                         c_one,     A(rk,  k+1), lda );
#else
            /* left-looking update of rows,                     *
             * since F=A'v with original A, so no right-looking */
            magma_zgemm( MagmaNoTrans, MagmaConjTrans, ione, i__1, i__2,
                         c_neg_one, A(rk, 0  ), lda,
                         F(k+1,0  ), ldf,
                         c_one,     A(rk, k+1), lda );
#endif
        }

        /* Update partial column norms. */
        if (rk < min(m, n+offset)-1 ) {
            magmablas_dznrm2_row_check_adjust(n-k-1, tol3z, &vn1[k+1], &vn2[k+1], A(rk,k+1), lda, lsticcs);

            magma_device_sync();
#if defined(PRECISION_d) || defined(PRECISION_z)
            magma_dgetvector( 1, &lsticcs[0], 1, &lsticc, 1 );
#else
            magma_sgetvector( 1, &lsticcs[0], 1, &lsticc, 1 );
#endif
        }


        /*if (rk < lastrk) {
            for (j = k + 1; j < n; ++j) {
                if (vn1[j] != 0.) {
                    // NOTE: The following 4 lines follow from the analysis in
                    //   Lapack Working Note 176.
                    temp = MAGMA_Z_ABS( *A(rk,j) ) / vn1[j];
                    temp = max( 0., ((1. + temp) * (1. - temp)) );

                    d__1 = vn1[j] / vn2[j];
                    temp2 = temp * (d__1 * d__1);

                    if (temp2 <= tol3z) {
                        vn2[j] = (double) lsticc;
                        lsticc = j;
                    } else {
                        vn1[j] *= magma_dsqrt(temp);
                    }
                }
            }
        }*/

        //*A(rk, k) = Akk;
        //magma_zsetvector( 1, &Akk, 1, A(rk, k), 1 );
        //magma_zswap( 1, &Aks[k], 1, A(rk, k), 1 );

        ++k;
    }
    magma_zcopymatrix( 1, k, Aks, 1, A(offset, 0), lda+1 );

    // leave k as the last column done
    --k;
    *kb = k + 1;
    rk = offset + *kb - 1;

    /* Apply the block reflector to the rest of the matrix:
       A(OFFSET+KB+1:M,KB+1:N) := A(OFFSET+KB+1:M,KB+1:N) - A(OFFSET+KB+1:M,1:KB)*F(KB+1:N,1:KB)'  */
    if (*kb < min(n, m - offset)) {
        i__1 = m - rk - 1;
        i__2 = n - *kb;

        /* Send F to the GPU
        magma_zsetmatrix( i__2, *kb,
                          F (*kb, 0), ldf,
                          dF(*kb, 0), i__2 );*/

        magma_zgemm( MagmaNoTrans, MagmaConjTrans, i__1, i__2, *kb,
                     c_neg_one, A(rk+1, 0  ), lda,
                     F(*kb,  0  ), ldf,
                     c_one,     A(rk+1, *kb), lda );
    }
    /* Recomputation of difficult columns. */
    if( lsticc > 0 ) {
        printf( " -- recompute dnorms --\n" );
        magmablas_dznrm2_check(m-rk-1, n-*kb, A(rk+1,*kb), lda,
                               &vn1[*kb], lsticcs);
#if defined(PRECISION_d) || defined(PRECISION_z)
        magma_dcopymatrix( n-*kb, 1, &vn1[*kb], *kb, &vn2[*kb], *kb);
#else
        magma_scopymatrix( n-*kb, 1, &vn1[*kb], *kb, &vn2[*kb], *kb);
#endif
        /*while( lsticc > 0 ) {
            itemp = (magma_int_t)(vn2[lsticc] >= 0. ? floor(vn2[lsticc] + .5) : -floor(.5 - vn2[lsticc]));
            i__1 = m - rk - 1;
            if (lsticc <= nb)
                vn1[lsticc] = cblas_dznrm2(i__1, A(rk + 1, lsticc), ione);
            else {
                // Where is the data, CPU or GPU ?
                double r1, r2;

                r1 = cblas_dznrm2(nb-k, A(rk + 1, lsticc), ione);
                r2 = magma_dznrm2(m-offset-nb, dA(offset + nb + 1, lsticc), ione);

                vn1[lsticc] = magma_dsqrt(r1*r1+r2*r2);
            }

            // NOTE: The computation of VN1( LSTICC ) relies on the fact that
            //   SNRM2 does not fail on vectors with norm below the value of SQRT(DLAMCH('S'))
            vn2[lsticc] = vn1[lsticc];
            lsticc = itemp;*/
    }
    magma_free(Aks);
    magma_free(lsticcs);

    return MAGMA_SUCCESS;
} /* magma_zlaqps */
Beispiel #3
0
int main( int argc, char** argv )
{
    TESTING_INIT();
    
    real_Double_t   gflops, t1, t2;
    double c_neg_one = MAGMA_D_NEG_ONE;
    magma_int_t ione = 1;
    const char trans[] = { 'N', 'C', 'T' };
    const char uplo[]  = { 'L', 'U' };
    const char diag[]  = { 'U', 'N' };
    const char side[]  = { 'L', 'R' };
    
    double  *A,  *B,  *C,   *C2, *LU;
    double *dA, *dB, *dC1, *dC2;
    double alpha = MAGMA_D_MAKE( 0.5, 0.1 );
    double beta  = MAGMA_D_MAKE( 0.7, 0.2 );
    double dalpha = 0.6;
    double dbeta  = 0.8;
    double work[1], error, total_error;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t m, n, k, size, maxn, ld, info;
    magma_int_t *piv;
    magma_err_t err;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    printf( "Compares magma wrapper function to cublas function; all diffs should be exactly 0.\n\n" );
    
    total_error = 0.;
    for( int i = 0; i < opts.ntest; ++i ) {
        m = opts.msize[i];
        n = opts.nsize[i];
        k = opts.ksize[i];
        printf("=========================================================================\n");
        printf( "M %d, N %d, K %d\n", (int) m, (int) n, (int) k );
        
        // allocate matrices
        // over-allocate so they can be any combination of {m,n,k} x {m,n,k}.
        maxn = max( max( m, n ), k );
        ld = maxn;
        size = maxn*maxn;
        err = magma_malloc_cpu( (void**) &piv, maxn*sizeof(magma_int_t) );  assert( err == 0 );
        err = magma_dmalloc_pinned( &A,  size );  assert( err == 0 );
        err = magma_dmalloc_pinned( &B,  size );  assert( err == 0 );
        err = magma_dmalloc_pinned( &C,  size );  assert( err == 0 );
        err = magma_dmalloc_pinned( &C2, size );  assert( err == 0 );
        err = magma_dmalloc_pinned( &LU, size );  assert( err == 0 );
        err = magma_dmalloc( &dA,  size );        assert( err == 0 );
        err = magma_dmalloc( &dB,  size );        assert( err == 0 );
        err = magma_dmalloc( &dC1, size );        assert( err == 0 );
        err = magma_dmalloc( &dC2, size );        assert( err == 0 );
        
        // initialize matrices
        size = maxn*maxn;
        lapackf77_dlarnv( &ione, ISEED, &size, A  );
        lapackf77_dlarnv( &ione, ISEED, &size, B  );
        lapackf77_dlarnv( &ione, ISEED, &size, C  );
        
        printf( "========== Level 1 BLAS ==========\n" );
        
        // ----- test DSWAP
        // swap 2nd and 3rd columns of dA, then copy to C2 and compare with A
        assert( n >= 4 );
        magma_dsetmatrix( m, n, A, ld, dA, ld );
        magma_dsetmatrix( m, n, A, ld, dB, ld );
        magma_dswap( m, dA(0,1), 1, dA(0,2), 1 );
        magma_dswap( m, dB(0,1), 1, dB(0,2), 1 );
        
        // check results, storing diff between magma and cuda calls in C2
        cublasDaxpy( ld*n, c_neg_one, dA, 1, dB, 1 );
        magma_dgetmatrix( m, n, dB, ld, C2, ld );
        error = lapackf77_dlange( "F", &m, &k, C2, &ld, work );
        total_error += error;
        printf( "dswap             diff %.2g\n", error );
        
        // ----- test IDAMAX
        // get argmax of column of A
        magma_dsetmatrix( m, k, A, ld, dA, ld );
        error = 0;
        for( int j = 0; j < k; ++j ) {
            magma_int_t i1 = magma_idamax( m, dA(0,j), 1 );
            magma_int_t i2 = cublasIdamax( m, dA(0,j), 1 );
            assert( i1 == i2 );
            error += abs( i1 - i2 );
        }
        total_error += error;
        gflops = (double)m * k / 1e9;
        printf( "idamax            diff %.2g\n", error );
        printf( "\n" );
        
        printf( "========== Level 2 BLAS ==========\n" );
        
        // ----- test DGEMV
        // c = alpha*A*b + beta*c,  with A m*n; b,c m or n-vectors
        // try no-trans/trans
        for( int ia = 0; ia < 3; ++ia ) {
            magma_dsetmatrix( m, n, A,  ld, dA,  ld );
            magma_dsetvector( maxn, B, 1, dB,  1 );
            magma_dsetvector( maxn, C, 1, dC1, 1 );
            magma_dsetvector( maxn, C, 1, dC2, 1 );
            t1 = magma_sync_wtime( 0 );
            magma_dgemv( trans[ia], m, n, alpha, dA, ld, dB, 1, beta, dC1, 1 );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDgemv( trans[ia], m, n, alpha, dA, ld, dB, 1, beta, dC2, 1 );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            size = (trans[ia] == 'N' ? m : n);
            cublasDaxpy( size, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetvector( size, dC2, 1, C2, 1 );
            error = lapackf77_dlange( "F", &size, &ione, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DGEMV( m, n ) / 1e9;
            printf( "dgemv( %c )        diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    trans[ia], error, gflops/t1, gflops/t2 );
        }
        printf( "\n" );
        
        // ----- test DSYMV
        // c = alpha*A*b + beta*c,  with A m*m symmetric; b,c m-vectors
        // try upper/lower
        for( int iu = 0; iu < 2; ++iu ) {
            magma_dsetmatrix( m, m, A, ld, dA, ld );
            magma_dsetvector( m, B, 1, dB,  1 );
            magma_dsetvector( m, C, 1, dC1, 1 );
            magma_dsetvector( m, C, 1, dC2, 1 );
            t1 = magma_sync_wtime( 0 );
            magma_dsymv( uplo[iu], m, alpha, dA, ld, dB, 1, beta, dC1, 1 );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDsymv( uplo[iu], m, alpha, dA, ld, dB, 1, beta, dC2, 1 );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( m, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetvector( m, dC2, 1, C2, 1 );
            error = lapackf77_dlange( "F", &m, &ione, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DSYMV( m ) / 1e9;
            printf( "dsymv( %c )        diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    uplo[iu], error, gflops/t1, gflops/t2 );
        }
        printf( "\n" );
        
        // ----- test DTRSV
        // solve A*c = c,  with A m*m triangular; c m-vector
        // try upper/lower, no-trans/trans, unit/non-unit diag
        // Factor A into LU to get well-conditioned triangles, else solve yields garbage.
        // Still can give garbage if solves aren't consistent with LU factors,
        // e.g., using unit diag for U, so copy lower triangle to upper triangle.
        // Also used for trsm later.
        lapackf77_dlacpy( "Full", &maxn, &maxn, A, &ld, LU, &ld );
        lapackf77_dgetrf( &maxn, &maxn, LU, &ld, piv, &info );
        for( int j = 0; j < maxn; ++j ) {
            for( int i = 0; i < j; ++i ) {
                *LU(i,j) = *LU(j,i);
            }
        }
        for( int iu = 0; iu < 2; ++iu ) {
        for( int it = 0; it < 3; ++it ) {
        for( int id = 0; id < 2; ++id ) {
            magma_dsetmatrix( m, m, LU, ld, dA, ld );
            magma_dsetvector( m, C, 1, dC1, 1 );
            magma_dsetvector( m, C, 1, dC2, 1 );
            t1 = magma_sync_wtime( 0 );
            magma_dtrsv( uplo[iu], trans[it], diag[id], m, dA, ld, dC1, 1 );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDtrsv( uplo[iu], trans[it], diag[id], m, dA, ld, dC2, 1 );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( m, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetvector( m, dC2, 1, C2, 1 );
            error = lapackf77_dlange( "F", &m, &ione, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DTRSM( MagmaLeft, m, 1 ) / 1e9;
            printf( "dtrsv( %c, %c, %c )  diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    uplo[iu], trans[it], diag[id], error, gflops/t1, gflops/t2 );
        }}}
        printf( "\n" );
        
        printf( "========== Level 3 BLAS ==========\n" );
        
        // ----- test DGEMM
        // C = alpha*A*B + beta*C,  with A m*k or k*m; B k*n or n*k; C m*n
        // try combinations of no-trans/trans
        for( int ia = 0; ia < 3; ++ia ) {
        for( int ib = 0; ib < 3; ++ib ) {
            bool nta = (trans[ia] == 'N');
            bool ntb = (trans[ib] == 'N');
            magma_dsetmatrix( (nta ? m : k), (nta ? m : k), A, ld, dA,  ld );
            magma_dsetmatrix( (ntb ? k : n), (ntb ? n : k), B, ld, dB,  ld );
            magma_dsetmatrix( m, n, C, ld, dC1, ld );
            magma_dsetmatrix( m, n, C, ld, dC2, ld );
            t1 = magma_sync_wtime( 0 );
            magma_dgemm( trans[ia], trans[ib], m, n, k, alpha, dA, ld, dB, ld, beta, dC1, ld );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDgemm( trans[ia], trans[ib], m, n, k, alpha, dA, ld, dB, ld, beta, dC2, ld );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( ld*n, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetmatrix( m, n, dC2, ld, C2, ld );
            error = lapackf77_dlange( "F", &m, &n, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DGEMM( m, n, k ) / 1e9;
            printf( "dgemm( %c, %c )     diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    trans[ia], trans[ib], error, gflops/t1, gflops/t2 );
        }}
        printf( "\n" );
        
        // ----- test DSYMM
        // C = alpha*A*B + beta*C  (left)  with A m*m symmetric; B,C m*n; or
        // C = alpha*B*A + beta*C  (right) with A n*n symmetric; B,C m*n
        // try left/right, upper/lower
        for( int is = 0; is < 2; ++is ) {
        for( int iu = 0; iu < 2; ++iu ) {
            magma_dsetmatrix( m, m, A, ld, dA,  ld );
            magma_dsetmatrix( m, n, B, ld, dB,  ld );
            magma_dsetmatrix( m, n, C, ld, dC1, ld );
            magma_dsetmatrix( m, n, C, ld, dC2, ld );
            t1 = magma_sync_wtime( 0 );
            magma_dsymm( side[is], uplo[iu], m, n, alpha, dA, ld, dB, ld, beta, dC1, ld );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDsymm( side[is], uplo[iu], m, n, alpha, dA, ld, dB, ld, beta, dC2, ld );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( ld*n, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetmatrix( m, n, dC2, ld, C2, ld );
            error = lapackf77_dlange( "F", &m, &n, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DSYMM( side[is], m, n ) / 1e9;
            printf( "dsymm( %c, %c )     diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    side[is], uplo[iu], error, gflops/t1, gflops/t2 );
        }}
        printf( "\n" );
        
        // ----- test DSYRK
        // C = alpha*A*A^H + beta*C  (no-trans) with A m*k and C m*m symmetric; or
        // C = alpha*A^H*A + beta*C  (trans)    with A k*m and C m*m symmetric
        // try upper/lower, no-trans/trans
        for( int iu = 0; iu < 2; ++iu ) {
        for( int it = 0; it < 3; ++it ) {
            magma_dsetmatrix( n, k, A, ld, dA,  ld );
            magma_dsetmatrix( n, n, C, ld, dC1, ld );
            magma_dsetmatrix( n, n, C, ld, dC2, ld );
            t1 = magma_sync_wtime( 0 );
            magma_dsyrk( uplo[iu], trans[it], n, k, dalpha, dA, ld, dbeta, dC1, ld );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDsyrk( uplo[iu], trans[it], n, k, dalpha, dA, ld, dbeta, dC2, ld );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( ld*n, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetmatrix( n, n, dC2, ld, C2, ld );
            error = lapackf77_dlange( "F", &n, &n, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DSYRK( k, n ) / 1e9;
            printf( "dsyrk( %c, %c )     diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    uplo[iu], trans[it], error, gflops/t1, gflops/t2 );
        }}
        printf( "\n" );
        
        // ----- test DSYR2K
        // C = alpha*A*B^H + ^alpha*B*A^H + beta*C  (no-trans) with A,B n*k; C n*n symmetric; or
        // C = alpha*A^H*B + ^alpha*B^H*A + beta*C  (trans)    with A,B k*n; C n*n symmetric
        // try upper/lower, no-trans/trans
        for( int iu = 0; iu < 2; ++iu ) {
        for( int it = 0; it < 3; ++it ) {
            bool nt = (trans[it] == 'N');
            magma_dsetmatrix( (nt ? n : k), (nt ? n : k), A, ld, dA,  ld );
            magma_dsetmatrix( n, n, C, ld, dC1, ld );
            magma_dsetmatrix( n, n, C, ld, dC2, ld );
            t1 = magma_sync_wtime( 0 );
            magma_dsyr2k( uplo[iu], trans[it], n, k, alpha, dA, ld, dB, ld, dbeta, dC1, ld );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDsyr2k( uplo[iu], trans[it], n, k, alpha, dA, ld, dB, ld, dbeta, dC2, ld );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( ld*n, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetmatrix( n, n, dC2, ld, C2, ld );
            error = lapackf77_dlange( "F", &n, &n, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DSYR2K( k, n ) / 1e9;
            printf( "dsyr2k( %c, %c )    diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    uplo[iu], trans[it], error, gflops/t1, gflops/t2 );
        }}
        printf( "\n" );
        
        // ----- test DTRMM
        // C = alpha*A*C  (left)  with A m*m triangular; C m*n; or
        // C = alpha*C*A  (right) with A n*n triangular; C m*n
        // try left/right, upper/lower, no-trans/trans, unit/non-unit
        for( int is = 0; is < 2; ++is ) {
        for( int iu = 0; iu < 2; ++iu ) {
        for( int it = 0; it < 3; ++it ) {
        for( int id = 0; id < 2; ++id ) {
            bool left = (side[is] == 'L');
            magma_dsetmatrix( (left ? m : n), (left ? m : n), A, ld, dA,  ld );
            magma_dsetmatrix( m, n, C, ld, dC1, ld );
            magma_dsetmatrix( m, n, C, ld, dC2, ld );
            t1 = magma_sync_wtime( 0 );
            magma_dtrmm( side[is], uplo[iu], trans[it], diag[id], m, n, alpha, dA, ld, dC1, ld );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDtrmm( side[is], uplo[iu], trans[it], diag[id], m, n, alpha, dA, ld, dC2, ld );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( ld*n, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetmatrix( m, n, dC2, ld, C2, ld );
            error = lapackf77_dlange( "F", &n, &n, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DTRMM( side[is], m, n ) / 1e9;
            printf( "dtrmm( %c, %c )     diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    uplo[iu], trans[it], error, gflops/t1, gflops/t2 );
        }}}}
        printf( "\n" );
        
        // ----- test DTRSM
        // solve A*X = alpha*B  (left)  with A m*m triangular; B m*n; or
        // solve X*A = alpha*B  (right) with A n*n triangular; B m*n
        // try left/right, upper/lower, no-trans/trans, unit/non-unit
        for( int is = 0; is < 2; ++is ) {
        for( int iu = 0; iu < 2; ++iu ) {
        for( int it = 0; it < 3; ++it ) {
        for( int id = 0; id < 2; ++id ) {
            bool left = (side[is] == 'L');
            magma_dsetmatrix( (left ? m : n), (left ? m : n), LU, ld, dA,  ld );
            magma_dsetmatrix( m, n, C, ld, dC1, ld );
            magma_dsetmatrix( m, n, C, ld, dC2, ld );
            t1 = magma_sync_wtime( 0 );
            magma_dtrsm( side[is], uplo[iu], trans[it], diag[id], m, n, alpha, dA, ld, dC1, ld );
            t1 = magma_sync_wtime( 0 ) - t1;
            t2 = magma_sync_wtime( 0 );
            cublasDtrsm( side[is], uplo[iu], trans[it], diag[id], m, n, alpha, dA, ld, dC2, ld );
            t2 = magma_sync_wtime( 0 ) - t2;
            
            // check results, storing diff between magma and cuda call in C2
            cublasDaxpy( ld*n, c_neg_one, dC1, 1, dC2, 1 );
            magma_dgetmatrix( m, n, dC2, ld, C2, ld );
            error = lapackf77_dlange( "F", &n, &n, C2, &ld, work );
            total_error += error;
            gflops = FLOPS_DTRSM( side[is], m, n ) / 1e9;
            printf( "dtrsm( %c, %c )     diff %.2g,  Gflop/s %6.2f, %6.2f\n",
                    uplo[iu], trans[it], error, gflops/t1, gflops/t2 );
        }}}}
        printf( "\n" );
        
        // cleanup
        magma_free_cpu( piv );
        magma_free_pinned( A  );
        magma_free_pinned( B  );
        magma_free_pinned( C  );
        magma_free_pinned( C2 );
        magma_free_pinned( LU );
        magma_free( dA  );
        magma_free( dB  );
        magma_free( dC1 );
        magma_free( dC2 );
    }
    
    if ( total_error != 0. ) {
        printf( "total error %.2g -- ought to be 0 -- some test failed (see above).\n",
                total_error );
    }
    else {
        printf( "all tests passed\n" );
    }
    
    TESTING_FINALIZE();
    return 0;
}
Beispiel #4
0
/**
    @deprecated
    
    Purpose
    -------
    ZLAQPS computes a step of QR factorization with column pivoting
    of a complex M-by-N matrix A by using Blas-3.  It tries to factorize
    NB columns from A starting from the row OFFSET+1, and updates all
    of the matrix with Blas-3 xGEMM.

    In some cases, due to catastrophic cancellations, it cannot
    factorize NB columns.  Hence, the actual number of factorized
    columns is returned in KB.

    Block A(1:OFFSET,1:N) is accordingly pivoted, but not factorized.

    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. N >= 0

    @param[in]
    offset  INTEGER
            The number of rows of A that have been factorized in
            previous steps.

    @param[in]
    nb      INTEGER
            The number of columns to factorize.

    @param[out]
    kb      INTEGER
            The number of columns actually factorized.

    @param[in,out]
    dA      COMPLEX_16 array, dimension (LDDA,N), on the GPU.
            On entry, the M-by-N matrix A.
            On exit, block A(OFFSET+1:M,1:KB) is the triangular
            factor obtained and block A(1:OFFSET,1:N) has been
            accordingly pivoted, but no factorized.
            The rest of the matrix, block A(OFFSET+1:M,KB+1:N) has
            been updated.

    @param[in]
    ldda    INTEGER
            The leading dimension of the array A. LDDA >= max(1,M).

    @param[in,out]
    jpvt    INTEGER array, dimension (N)
            JPVT(I) = K <==> Column K of the full matrix A has been
            permuted into position I in AP.

    @param[out]
    tau     COMPLEX_16 array, dimension (KB)
            The scalar factors of the elementary reflectors.

    @param[in,out]
    vn1     DOUBLE PRECISION array, dimension (N)
            The vector with the partial column norms.

    @param[in,out]
    vn2     DOUBLE PRECISION array, dimension (N)
            The vector with the exact column norms.

    @param[in,out]
    dauxv   COMPLEX_16 array, dimension (NB), on the GPU
            Auxiliary vector.

    @param[in,out]
    dF      COMPLEX_16 array, dimension (LDDF,NB), on the GPU
            Matrix F' = L*Y'*A.

    @param[in]
    lddf    INTEGER
            The leading dimension of the array F. LDDF >= max(1,N).

    @ingroup magma_zgeqp3_aux
    ********************************************************************/
extern "C" magma_int_t
magma_zlaqps_gpu(
    magma_int_t m, magma_int_t n, magma_int_t offset,
    magma_int_t nb, magma_int_t *kb,
    magmaDoubleComplex_ptr dA,  magma_int_t ldda,
    magma_int_t *jpvt, magmaDoubleComplex *tau,
    double *vn1, double *vn2,
    magmaDoubleComplex_ptr dauxv,
    magmaDoubleComplex_ptr dF,  magma_int_t lddf)
{
#define  dA(i, j) (dA  + (i) + (j)*(ldda))
#define  dF(i, j) (dF  + (i) + (j)*(lddf))

    magmaDoubleComplex c_zero    = MAGMA_Z_MAKE( 0.,0.);
    magmaDoubleComplex c_one     = MAGMA_Z_MAKE( 1.,0.);
    magmaDoubleComplex c_neg_one = MAGMA_Z_MAKE(-1.,0.);
    magma_int_t ione = 1;
    
    magma_int_t i__1, i__2;
    magmaDoubleComplex z__1;
    
    magma_int_t k, rk;
    magmaDoubleComplex_ptr dAks;
    magmaDoubleComplex tauk = MAGMA_Z_ZERO;
    magma_int_t pvt;
    double tol3z;
    magma_int_t itemp;

    double lsticc;
    magmaDouble_ptr dlsticcs;
    magma_dmalloc( &dlsticcs, 1+256*(n+255)/256 );

    tol3z = magma_dsqrt( lapackf77_dlamch("Epsilon"));

    lsticc = 0;
    k = 0;
    magma_zmalloc( &dAks, nb );

    magma_queue_t queue;
    magma_device_t cdev;
    magma_getdevice( &cdev );
    magma_queue_create( cdev, &queue );

    while( k < nb && lsticc == 0 ) {
        rk = offset + k;
        
        /* Determine ith pivot column and swap if necessary */
        // subtract 1 from Fortran/CUBLAS idamax; pvt, k are 0-based.
        pvt = k + magma_idamax( n-k, &vn1[k], ione, queue ) - 1;
        
        if (pvt != k) {
            /* F gets swapped so F must be sent at the end to GPU   */
            i__1 = k;
            magmablas_zswap( m, dA(0, pvt), ione, dA(0, k), ione, queue );

            magmablas_zswap( i__1, dF(pvt, 0), lddf, dF(k, 0), lddf, queue );
            itemp     = jpvt[pvt];
            jpvt[pvt] = jpvt[k];
            jpvt[k]   = itemp;
            magma_dswap( 2, &vn1[pvt], n+offset, &vn1[k], n+offset, queue );
        }

        /* Apply previous Householder reflectors to column K:
           A(RK:M,K) := A(RK:M,K) - A(RK:M,1:K-1)*F(K,1:K-1)'.
           Optimization: multiply with beta=0; wait for vector and subtract */
        if (k > 0) {
            //#define RIGHT_UPDATE
            #ifdef RIGHT_UPDATE
                i__1 = m - offset - nb;
                i__2 = k;
                magma_zgemv( MagmaNoTrans, i__1, i__2,
                             c_neg_one, A(offset+nb, 0), lda,
                                        F(k,         0), ldf,
                             c_one,     A(offset+nb, k), ione, queue );
            #else
                i__1 = m - rk;
                i__2 = k;
                magma_zgemv( MagmaNoTrans, i__1, i__2,
                             c_neg_one, dA(rk, 0), ldda,
                                        dF(k,  0), lddf,
                             c_one,     dA(rk, k), ione, queue );
            #endif
        }
        
        /*  Generate elementary reflector H(k). */
        magma_zlarfg_gpu( m-rk, dA(rk, k), dA(rk + 1, k), &tau[k], &vn1[k], &dAks[k], queue );

        /* needed to avoid the race condition */
        if (k == 0) magma_zsetvector(  1,    &c_one,        1, dA(rk, k), 1, queue );
        else        magma_zcopymatrix( 1, 1, dA(offset, 0), 1, dA(rk, k), 1, queue );

        /* Compute Kth column of F:
           Compute  F(K+1:N,K) := tau(K)*A(RK:M,K+1:N)'*A(RK:M,K) on the GPU */
        if (k < n-1 || k > 0) magma_zgetvector( 1, &tau[k], 1, &tauk, 1, queue );
        if (k < n-1) {
            i__1 = m - rk;
            i__2 = n - k - 1;

            /* Multiply on GPU */
            magma_zgemv( MagmaConjTrans, m-rk, n-k-1,
                         tauk,   dA( rk,  k+1 ), ldda,
                                 dA( rk,  k   ), 1,
                         c_zero, dF( k+1, k   ), 1, queue );
        }
        
        /* Incremental updating of F:
           F(1:N,K) := F(1:N,K)                        - tau(K)*F(1:N,1:K-1)*A(RK:M,1:K-1)'*A(RK:M,K).
           F(1:N,K) := tau(K)*A(RK:M,K+1:N)'*A(RK:M,K) - tau(K)*F(1:N,1:K-1)*A(RK:M,1:K-1)'*A(RK:M,K)
                    := tau(K)(A(RK:M,K+1:N)' - F(1:N,1:K-1)*A(RK:M,1:K-1)') A(RK:M,K)
           so, F is (updated A)*V */
        if (k > 0) {
            z__1 = MAGMA_Z_NEGATE( tauk );
            #ifdef RIGHT_UPDATE
                i__1 = m - offset - nb;
                i__2 = k;
                magma_zgemv( MagmaConjTrans, i__1, i__2,
                             z__1,   dA(offset+nb, 0), lda,
                                     dA(offset+nb, k), ione,
                             c_zero, dauxv, ione, queue );
                
                i__1 = k;
                magma_zgemv( MagmaNoTrans, n-k-1, i__1,
                             c_one, F(k+1,0), ldf,
                                    dauxv,     ione,
                             c_one, F(k+1,k), ione, queue );
            #else
                i__1 = m - rk;
                i__2 = k;
                magma_zgemv( MagmaConjTrans, i__1, i__2,
                             z__1,   dA(rk, 0), ldda,
                                     dA(rk, k), ione,
                             c_zero, dauxv, ione, queue );
                
                /* I think we only need stricly lower-triangular part :) */
                magma_zgemv( MagmaNoTrans, n-k-1, i__2,
                             c_one, dF(k+1,0), lddf,
                                    dauxv,     ione,
                             c_one, dF(k+1,k), ione, queue );
            #endif
        }
        
        /* Optimization: On the last iteration start sending F back to the GPU */
        
        /* Update the current row of A:
           A(RK,K+1:N) := A(RK,K+1:N) - A(RK,1:K)*F(K+1:N,1:K)'.               */
        if (k < n-1) {
            i__1 = n - k - 1;
            i__2 = k + 1;
            #ifdef RIGHT_UPDATE
                /* right-looking update of rows,                     */
                magma_zgemm( MagmaNoTrans, MagmaConjTrans, nb-k, i__1, ione,
                             c_neg_one, dA(rk,  k  ), ldda,
                                        dF(k+1, k  ), lddf,
                             c_one,     dA(rk,  k+1), ldda, queue );
            #else
                /* left-looking update of rows,                     *
                 * since F=A'v with original A, so no right-looking */
                magma_zgemm( MagmaNoTrans, MagmaConjTrans, ione, i__1, i__2,
                             c_neg_one, dA(rk, 0  ), ldda,
                                        dF(k+1,0  ), lddf,
                             c_one,     dA(rk, k+1), ldda, queue );
            #endif
        }
        
        /* Update partial column norms. */
        if (rk < min(m, n+offset)-1 ) {
            magmablas_dznrm2_row_check_adjust( n-k-1, tol3z, &vn1[k+1], &vn2[k+1], 
                                               dA(rk,k+1), ldda, dlsticcs, queue );

            //magma_device_sync();
            magma_dgetvector( 1, &dlsticcs[0], 1, &lsticc, 1, queue );
        }
        
        ++k;
    }
    magma_zcopymatrix( 1, k, dAks, 1, dA(offset, 0), ldda+1, queue );

    // leave k as the last column done
    --k;
    *kb = k + 1;
    rk = offset + *kb - 1;

    /* Apply the block reflector to the rest of the matrix:
       A(OFFSET+KB+1:M,KB+1:N) := A(OFFSET+KB+1:M,KB+1:N) - A(OFFSET+KB+1:M,1:KB)*F(KB+1:N,1:KB)'  */
    if (*kb < min(n, m - offset)) {
        i__1 = m - rk - 1;
        i__2 = n - *kb;
        
        magma_zgemm( MagmaNoTrans, MagmaConjTrans, i__1, i__2, *kb,
                     c_neg_one, dA(rk+1, 0  ), ldda,
                                dF(*kb,  0  ), lddf,
                     c_one,     dA(rk+1, *kb), ldda, queue );
    }
    /* Recomputation of difficult columns. */
    if ( lsticc > 0 ) {
        // printf( " -- recompute dnorms --\n" );
        magmablas_dznrm2_check( m-rk-1, n-*kb, dA(rk+1,*kb), ldda,
                                &vn1[*kb], dlsticcs, queue );
        magma_dcopymatrix( n-*kb, 1, &vn1[*kb], *kb, &vn2[*kb], *kb, queue );
    }
    magma_free( dAks );
    magma_free( dlsticcs );

    magma_queue_destroy( queue );

    return MAGMA_SUCCESS;
} /* magma_zlaqps */