コード例 #1
0
ファイル: ccumilu.cpp プロジェクト: cjy7117/FT-MAGMA
extern "C" magma_int_t
magma_capplycumicc_l(
    magma_c_matrix b,
    magma_c_matrix *x,
    magma_c_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrL=NULL;
    
    magmaFloatComplex one = MAGMA_C_MAKE( 1.0, 0.0);

    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseCcsrsm_solve( cusparseHandle,
                            CUSPARSE_OPERATION_NON_TRANSPOSE,
                            precond->M.num_rows,
                            b.num_rows*b.num_cols/precond->M.num_rows,
                            &one,
                            descrL,
                            precond->M.dval,
                            precond->M.drow,
                            precond->M.dcol,
                            precond->cuinfoL,
                            b.dval,
                            precond->M.num_rows,
                            x->dval,
                            precond->M.num_rows ));
    
    magma_device_sync();

cleanup:
    cusparseDestroyMatDescr( descrL );
    cusparseDestroy( cusparseHandle );
    return info; 
}
コード例 #2
0
extern "C" magma_int_t
magma_dapplycumilu_r_transpose(
    magma_d_matrix b,
    magma_d_matrix *x,
    magma_d_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrU=NULL;
    
    double one = MAGMA_D_MAKE( 1.0, 0.0);

    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseDcsrsm_solve( cusparseHandle,
                            CUSPARSE_OPERATION_NON_TRANSPOSE,
                            precond->UT.num_rows,
                            b.num_rows*b.num_cols/precond->UT.num_rows,
                            &one,
                            descrU,
                            precond->UT.dval,
                            precond->UT.drow,
                            precond->UT.dcol,
                            precond->cuinfoUT,
                            b.dval,
                            precond->UT.num_rows,
                            x->dval,
                            precond->UT.num_rows ));
    
    

cleanup:
    cusparseDestroyMatDescr( descrU );
    cusparseDestroy( cusparseHandle );
    return info; 
}
コード例 #3
0
extern "C" magma_int_t
magma_d_spmv(
    double alpha,
    magma_d_matrix A,
    magma_d_matrix x,
    double beta,
    magma_d_matrix y,
    magma_queue_t queue )
{
    magma_int_t info = 0;

    magma_d_matrix x2={Magma_CSR};

    cusparseHandle_t cusparseHandle = 0;
    cusparseMatDescr_t descr = 0;
    // make sure RHS is a dense matrix
    if ( x.storage_type != Magma_DENSE ) {
         printf("error: only dense vectors are supported for SpMV.\n");
         info = MAGMA_ERR_NOT_SUPPORTED;
         goto cleanup;
    }

    if ( A.memory_location != x.memory_location ||
                            x.memory_location != y.memory_location ) {
        printf("error: linear algebra objects are not located in same memory!\n");
        printf("memory locations are: %d   %d   %d\n",
                        A.memory_location, x.memory_location, y.memory_location );
        info = MAGMA_ERR_INVALID_PTR;
        goto cleanup;
    }

    // DEV case
    if ( A.memory_location == Magma_DEV ) {
        if ( A.num_cols == x.num_rows && x.num_cols == 1 ) {
             if ( A.storage_type == Magma_CSR || A.storage_type == Magma_CUCSR
                            || A.storage_type == Magma_CSRL
                            || A.storage_type == Magma_CSRU ) {
              CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
              CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));
              CHECK_CUSPARSE( cusparseCreateMatDescr( &descr ));
            
              CHECK_CUSPARSE( cusparseSetMatType( descr, CUSPARSE_MATRIX_TYPE_GENERAL ));
              CHECK_CUSPARSE( cusparseSetMatIndexBase( descr, CUSPARSE_INDEX_BASE_ZERO ));
            
              cusparseDcsrmv( cusparseHandle,CUSPARSE_OPERATION_NON_TRANSPOSE,
                            A.num_rows, A.num_cols, A.nnz, &alpha, descr,
                            A.dval, A.drow, A.dcol, x.dval, &beta, y.dval );
             }
             else if ( A.storage_type == Magma_ELL ) {
                 //printf("using ELLPACKT kernel for SpMV: ");
                 CHECK( magma_dgeelltmv( MagmaNoTrans, A.num_rows, A.num_cols,
                    A.max_nnz_row, alpha, A.dval, A.dcol, x.dval, beta,
                    y.dval, queue ));
                 //printf("done.\n");
             }
             else if ( A.storage_type == Magma_ELLPACKT ) {
                 //printf("using ELL kernel for SpMV: ");
                 CHECK( magma_dgeellmv( MagmaNoTrans, A.num_rows, A.num_cols,
                    A.max_nnz_row, alpha, A.dval, A.dcol, x.dval, beta,
                    y.dval, queue ));
                 //printf("done.\n");
             }
             else if ( A.storage_type == Magma_ELLRT ) {
                 //printf("using ELLRT kernel for SpMV: ");
                 CHECK( magma_dgeellrtmv( MagmaNoTrans, A.num_rows, A.num_cols,
                            A.max_nnz_row, alpha, A.dval, A.dcol, A.drow, x.dval,
                         beta, y.dval, A.alignment, A.blocksize, queue ));
                 //printf("done.\n");
             }
             else if ( A.storage_type == Magma_SELLP ) {
                 //printf("using SELLP kernel for SpMV: ");
                 CHECK( magma_dgesellpmv( MagmaNoTrans, A.num_rows, A.num_cols,
                    A.blocksize, A.numblocks, A.alignment,
                    alpha, A.dval, A.dcol, A.drow, x.dval, beta, y.dval, queue ));

                 //printf("done.\n");
             }
             else if ( A.storage_type == Magma_DENSE ) {
                 //printf("using DENSE kernel for SpMV: ");
                 magmablas_dgemv( MagmaNoTrans, A.num_rows, A.num_cols, alpha,
                                A.dval, A.num_rows, x.dval, 1, beta,  y.dval,
                                1, queue );
                 //printf("done.\n");
             }
             else if ( A.storage_type == Magma_SPMVFUNCTION ) {
                 //printf("using DENSE kernel for SpMV: ");
                 CHECK( magma_dcustomspmv( alpha, x, beta, y, queue ));
                 //printf("done.\n");
             }
             else if ( A.storage_type == Magma_BCSR ) {
                 //printf("using CUSPARSE BCSR kernel for SpMV: ");
                // CUSPARSE context //
                cusparseDirection_t dirA = CUSPARSE_DIRECTION_ROW;
                int mb = magma_ceildiv( A.num_rows, A.blocksize );
                int nb = magma_ceildiv( A.num_cols, A.blocksize );
                CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
                CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));
                CHECK_CUSPARSE( cusparseCreateMatDescr( &descr ));
                cusparseDbsrmv( cusparseHandle, dirA,
                    CUSPARSE_OPERATION_NON_TRANSPOSE, mb, nb, A.numblocks,
                    &alpha, descr, A.dval, A.drow, A.dcol, A.blocksize, x.dval,
                    &beta, y.dval );
             }
             else {
                 printf("error: format not supported.\n");
                 info = MAGMA_ERR_NOT_SUPPORTED; 
             }
        }
        else if ( A.num_cols < x.num_rows || x.num_cols > 1 ) {
            magma_int_t num_vecs = x.num_rows / A.num_cols * x.num_cols;
            if ( A.storage_type == Magma_CSR ) {
                CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
                CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));
                CHECK_CUSPARSE( cusparseCreateMatDescr( &descr ));
                CHECK_CUSPARSE( cusparseSetMatType( descr, CUSPARSE_MATRIX_TYPE_GENERAL ));
                CHECK_CUSPARSE( cusparseSetMatIndexBase( descr, CUSPARSE_INDEX_BASE_ZERO ));

                if ( x.major == MagmaColMajor) {
                    cusparseDcsrmm(cusparseHandle,
                    CUSPARSE_OPERATION_NON_TRANSPOSE,
                    A.num_rows,   num_vecs, A.num_cols, A.nnz,
                    &alpha, descr, A.dval, A.drow, A.dcol,
                    x.dval, A.num_cols, &beta, y.dval, A.num_cols);
                } else if ( x.major == MagmaRowMajor) {
                    /*cusparseDcsrmm2(cusparseHandle,
                    CUSPARSE_OPERATION_NON_TRANSPOSE,
                    CUSPARSE_OPERATION_TRANSPOSE,
                    A.num_rows,   num_vecs, A.num_cols, A.nnz,
                    &alpha, descr, A.dval, A.drow, A.dcol,
                    x.dval, A.num_cols, &beta, y.dval, A.num_cols);
                    */
                }
             } else if ( A.storage_type == Magma_SELLP ) {
                if ( x.major == MagmaRowMajor) {
                 CHECK( magma_dmgesellpmv( MagmaNoTrans, A.num_rows, A.num_cols,
                    num_vecs, A.blocksize, A.numblocks, A.alignment,
                    alpha, A.dval, A.dcol, A.drow, x.dval, beta, y.dval, queue ));
                }
                else if ( x.major == MagmaColMajor) {
                    // transpose first to row major
                    CHECK( magma_dvtranspose( x, &x2, queue ));
                    CHECK( magma_dmgesellpmv( MagmaNoTrans, A.num_rows, A.num_cols,
                    num_vecs, A.blocksize, A.numblocks, A.alignment,
                    alpha, A.dval, A.dcol, A.drow, x2.dval, beta, y.dval, queue ));
                }
             }
             /*if ( A.storage_type == Magma_DENSE ) {
                 //printf("using DENSE kernel for SpMV: ");
                 magmablas_dmgemv( MagmaNoTrans, A.num_rows, A.num_cols,
                            num_vecs, alpha, A.dval, A.num_rows, x.dval, 1,
                            beta,  y.dval, 1 );
                 //printf("done.\n");
             }*/
             else {
                 printf("error: format not supported.\n");
                 info = MAGMA_ERR_NOT_SUPPORTED;
             }
        }
    }
    // CPU case missing!
    else {
        printf("error: CPU not yet supported.\n");
        info = MAGMA_ERR_NOT_SUPPORTED;
    }

cleanup:
    cusparseDestroyMatDescr( descr );
    cusparseDestroy( cusparseHandle );
    cusparseHandle = 0;
    descr = 0;
    magma_dmfree(&x2, queue );
    
    return info;
}
コード例 #4
0
extern "C" magma_int_t
magma_dcumicgeneratesolverinfo(
    magma_d_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrL=NULL;
    cusparseMatDescr_t descrU=NULL;
    
    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrL,
        precond->M.dval, precond->M.drow, precond->M.dcol, precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoU ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrU,
        precond->M.dval, precond->M.drow, precond->M.dcol, precond->cuinfoU ));


/*
    // to enable also the block-asynchronous iteration for the triangular solves
    CHECK( magma_dmtransfer( precond->M, &hA, Magma_DEV, Magma_CPU, queue ));
    hA.storage_type = Magma_CSR;

    CHECK( magma_dcsrsplit( 256, hA, &hD, &hR, queue ));

    CHECK( magma_dmtransfer( hD, &precond->LD, Magma_CPU, Magma_DEV, queue ));
    CHECK( magma_dmtransfer( hR, &precond->L, Magma_CPU, Magma_DEV, queue ));

    magma_dmfree(&hD, queue );
    magma_dmfree(&hR, queue );

    CHECK( magma_d_cucsrtranspose(   hA, &hAt, queue ));

    CHECK( magma_dcsrsplit( 256, hAt, &hD, &hR, queue ));

    CHECK( magma_dmtransfer( hD, &precond->UD, Magma_CPU, Magma_DEV, queue ));
    CHECK( magma_dmtransfer( hR, &precond->U, Magma_CPU, Magma_DEV, queue ));
    
    magma_dmfree(&hD, queue );
    magma_dmfree(&hR, queue );
    magma_dmfree(&hA, queue );
    magma_dmfree(&hAt, queue );
*/

cleanup:
    cusparseDestroyMatDescr( descrL );
    cusparseDestroyMatDescr( descrU );
    cusparseDestroy( cusparseHandle );
    return info;
}
コード例 #5
0
extern "C" magma_int_t
magma_dcumiccsetup(
    magma_d_matrix A,
    magma_d_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrA=NULL;
    cusparseMatDescr_t descrL=NULL;
    cusparseMatDescr_t descrU=NULL;
#if CUDA_VERSION >= 7000
    csric02Info_t info_M=NULL;
    void *pBuffer = NULL;
#endif
    
    magma_d_matrix hA={Magma_CSR}, hACSR={Magma_CSR}, U={Magma_CSR};
    CHECK( magma_dmtransfer( A, &hA, A.memory_location, Magma_CPU, queue ));
    U.diagorder_type = Magma_VALUE;
    CHECK( magma_dmconvert( hA, &hACSR, hA.storage_type, Magma_CSR, queue ));

    // in case using fill-in
    if( precond->levels > 0 ){
            magma_d_matrix hAL={Magma_CSR}, hAUt={Magma_CSR};
            CHECK( magma_dsymbilu( &hACSR, precond->levels, &hAL, &hAUt,  queue ));
            magma_dmfree(&hAL, queue);
            magma_dmfree(&hAUt, queue);
    }

    CHECK( magma_dmconvert( hACSR, &U, Magma_CSR, Magma_CSRL, queue ));
    magma_dmfree( &hACSR, queue );
    CHECK( magma_dmtransfer(U, &(precond->M), Magma_CPU, Magma_DEV, queue ));

    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrA ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &(precond->cuinfo) ));
    // use kernel to manually check for zeros n the diagonal
    CHECK( magma_ddiagcheck( precond->M, queue ) );
        
#if CUDA_VERSION >= 7000
    // this version has the bug fixed where a zero on the diagonal causes a crash
    CHECK_CUSPARSE( cusparseCreateCsric02Info(&info_M) );
    CHECK_CUSPARSE( cusparseSetMatType( descrA, CUSPARSE_MATRIX_TYPE_GENERAL ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrA, CUSPARSE_INDEX_BASE_ZERO ));
    int buffersize;
    int structural_zero;
    int numerical_zero;
    
    CHECK_CUSPARSE(
    cusparseDcsric02_bufferSize( cusparseHandle,
                         precond->M.num_rows, precond->M.nnz, descrA,
                         precond->M.dval, precond->M.drow, precond->M.dcol,
                         info_M,
                         &buffersize ) );
    
    CHECK( magma_malloc((void**)&pBuffer, buffersize) );

    CHECK_CUSPARSE( cusparseDcsric02_analysis( cusparseHandle,
            precond->M.num_rows, precond->M.nnz, descrA,
            precond->M.dval, precond->M.drow, precond->M.dcol,
            info_M, CUSPARSE_SOLVE_POLICY_NO_LEVEL, pBuffer ));
    CHECK_CUSPARSE( cusparseXcsric02_zeroPivot( cusparseHandle, info_M, &numerical_zero ) );
    CHECK_CUSPARSE( cusparseXcsric02_zeroPivot( cusparseHandle, info_M, &structural_zero ) );

    CHECK_CUSPARSE(
    cusparseDcsric02( cusparseHandle,
                         precond->M.num_rows, precond->M.nnz, descrA,
                         precond->M.dval, precond->M.drow, precond->M.dcol,
                         info_M, CUSPARSE_SOLVE_POLICY_NO_LEVEL, pBuffer) );    

#else
    // this version contains the bug but is needed for backward compability
    CHECK_CUSPARSE( cusparseSetMatType( descrA, CUSPARSE_MATRIX_TYPE_SYMMETRIC ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrA, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrA, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrA, CUSPARSE_FILL_MODE_LOWER ));
    
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
                CUSPARSE_OPERATION_NON_TRANSPOSE,
                precond->M.num_rows, precond->M.nnz, descrA,
                precond->M.dval, precond->M.drow, precond->M.dcol,
                precond->cuinfo ));
    CHECK_CUSPARSE( cusparseDcsric0( cusparseHandle, CUSPARSE_OPERATION_NON_TRANSPOSE,
                      precond->M.num_rows, descrA,
                      precond->M.dval,
                      precond->M.drow,
                      precond->M.dcol,
                      precond->cuinfo ));
#endif

    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrL,
        precond->M.dval, precond->M.drow, precond->M.dcol, precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoU ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrU,
        precond->M.dval, precond->M.drow, precond->M.dcol, precond->cuinfoU ));

    if( precond->maxiter < 50 ){
        //prepare for iterative solves
        
        // copy the matrix to precond->L and (transposed) to precond->U
        CHECK( magma_dmtransfer(precond->M, &(precond->L), Magma_DEV, Magma_DEV, queue ));
        CHECK( magma_dmtranspose( precond->L, &(precond->U), queue ));
        
        // extract the diagonal of L into precond->d
        CHECK( magma_djacobisetup_diagscal( precond->L, &precond->d, queue ));
        CHECK( magma_dvinit( &precond->work1, Magma_DEV, hA.num_rows, 1, MAGMA_D_ZERO, queue ));
        
        // extract the diagonal of U into precond->d2
        CHECK( magma_djacobisetup_diagscal( precond->U, &precond->d2, queue ));
        CHECK( magma_dvinit( &precond->work2, Magma_DEV, hA.num_rows, 1, MAGMA_D_ZERO, queue ));
    }



/*
    // to enable also the block-asynchronous iteration for the triangular solves
    CHECK( magma_dmtransfer( precond->M, &hA, Magma_DEV, Magma_CPU, queue ));
    hA.storage_type = Magma_CSR;

    magma_d_matrix hD, hR, hAt

    CHECK( magma_dcsrsplit( 256, hA, &hD, &hR, queue ));

    CHECK( magma_dmtransfer( hD, &precond->LD, Magma_CPU, Magma_DEV, queue ));
    CHECK( magma_dmtransfer( hR, &precond->L, Magma_CPU, Magma_DEV, queue ));

    magma_dmfree(&hD, queue );
    magma_dmfree(&hR, queue );

    CHECK( magma_d_cucsrtranspose(   hA, &hAt, queue ));

    CHECK( magma_dcsrsplit( 256, hAt, &hD, &hR, queue ));

    CHECK( magma_dmtransfer( hD, &precond->UD, Magma_CPU, Magma_DEV, queue ));
    CHECK( magma_dmtransfer( hR, &precond->U, Magma_CPU, Magma_DEV, queue ));
    
    magma_dmfree(&hD, queue );
    magma_dmfree(&hR, queue );
    magma_dmfree(&hA, queue );
    magma_dmfree(&hAt, queue );
*/

cleanup:
#if CUDA_VERSION >= 7000
    magma_free( pBuffer );
    cusparseDestroyCsric02Info( info_M );
#endif
    cusparseDestroySolveAnalysisInfo( precond->cuinfo );
    cusparseDestroyMatDescr( descrL );
    cusparseDestroyMatDescr( descrU );
    cusparseDestroyMatDescr( descrA );
    cusparseDestroy( cusparseHandle );
    magma_dmfree(&U, queue );
    magma_dmfree(&hA, queue );

    return info;
}
コード例 #6
0
extern "C" magma_int_t
magma_dcumilugeneratesolverinfo(
    magma_d_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrL=NULL;
    cusparseMatDescr_t descrU=NULL;
    
    magma_d_matrix hA={Magma_CSR}, hL={Magma_CSR}, hU={Magma_CSR};
    
    if (precond->L.memory_location != Magma_DEV ){
        CHECK( magma_dmtransfer( precond->M, &hA,
        precond->M.memory_location, Magma_CPU, queue ));

        hL.diagorder_type = Magma_UNITY;
        CHECK( magma_dmconvert( hA, &hL , Magma_CSR, Magma_CSRL, queue ));
        hU.diagorder_type = Magma_VALUE;
        CHECK( magma_dmconvert( hA, &hU , Magma_CSR, Magma_CSRU, queue ));
        CHECK( magma_dmtransfer( hL, &(precond->L), Magma_CPU, Magma_DEV, queue ));
        CHECK( magma_dmtransfer( hU, &(precond->U), Magma_CPU, Magma_DEV, queue ));
        
        magma_dmfree(&hA, queue );
        magma_dmfree(&hL, queue );
        magma_dmfree(&hU, queue );
    }
    
    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));


    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->L.num_rows,
        precond->L.nnz, descrL,
        precond->L.dval, precond->L.drow, precond->L.dcol, precond->cuinfoL ));


    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_UPPER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoU ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->U.num_rows,
        precond->U.nnz, descrU,
        precond->U.dval, precond->U.drow, precond->U.dcol, precond->cuinfoU ));

    
    if( precond->maxiter < 50 ){
        //prepare for iterative solves

        // extract the diagonal of L into precond->d
        CHECK( magma_djacobisetup_diagscal( precond->L, &precond->d, queue ));
        CHECK( magma_dvinit( &precond->work1, Magma_DEV, precond->U.num_rows, 1, MAGMA_D_ZERO, queue ));
        
        // extract the diagonal of U into precond->d2
        CHECK( magma_djacobisetup_diagscal( precond->U, &precond->d2, queue ));
        CHECK( magma_dvinit( &precond->work2, Magma_DEV, precond->U.num_rows, 1, MAGMA_D_ZERO, queue ));
    }
    
cleanup:
    cusparseDestroyMatDescr( descrL );
    cusparseDestroyMatDescr( descrU );
    cusparseDestroy( cusparseHandle );
     
    return info;
}
コード例 #7
0
extern "C" magma_int_t
magma_dcumilusetup_transpose(
    magma_d_matrix A,
    magma_d_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    magma_d_matrix Ah1={Magma_CSR}, Ah2={Magma_CSR};
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrLT=NULL;
    cusparseMatDescr_t descrUT=NULL;
    
    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));

    // transpose the matrix
    magma_dmtransfer( precond->L, &Ah1, Magma_DEV, Magma_CPU, queue );
    magma_dmconvert( Ah1, &Ah2, A.storage_type, Magma_CSR, queue );
    magma_dmfree(&Ah1, queue );
    magma_dmtransposeconjugate( Ah2, &Ah1, queue );
    magma_dmfree(&Ah2, queue );
    Ah2.blocksize = A.blocksize;
    Ah2.alignment = A.alignment;
    magma_dmconvert( Ah1, &Ah2, Magma_CSR, A.storage_type, queue );
    magma_dmfree(&Ah1, queue );
    magma_dmtransfer( Ah2, &(precond->LT), Magma_CPU, Magma_DEV, queue );
    magma_dmfree(&Ah2, queue );
    
    magma_dmtransfer( precond->U, &Ah1, Magma_DEV, Magma_CPU, queue );
    magma_dmconvert( Ah1, &Ah2, A.storage_type, Magma_CSR, queue );
    magma_dmfree(&Ah1, queue );
    magma_dmtransposeconjugate( Ah2, &Ah1, queue );
    magma_dmfree(&Ah2, queue );
    Ah2.blocksize = A.blocksize;
    Ah2.alignment = A.alignment;
    magma_dmconvert( Ah1, &Ah2, Magma_CSR, A.storage_type, queue );
    magma_dmfree(&Ah1, queue );
    magma_dmtransfer( Ah2, &(precond->UT), Magma_CPU, Magma_DEV, queue );
    magma_dmfree(&Ah2, queue );
   
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrLT ));
    CHECK_CUSPARSE( cusparseSetMatType( descrLT, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrLT, CUSPARSE_DIAG_TYPE_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrLT, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrLT, CUSPARSE_FILL_MODE_UPPER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoLT ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->LT.num_rows,
        precond->LT.nnz, descrLT,
        precond->LT.dval, precond->LT.drow, precond->LT.dcol, precond->cuinfoLT ));
    
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrUT ));
    CHECK_CUSPARSE( cusparseSetMatType( descrUT, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrUT, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrUT, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrUT, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoUT ));
    CHECK_CUSPARSE( cusparseDcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->UT.num_rows,
        precond->UT.nnz, descrUT,
        precond->UT.dval, precond->UT.drow, precond->UT.dcol, precond->cuinfoUT ));
cleanup:
    cusparseDestroyMatDescr( descrLT );
    cusparseDestroyMatDescr( descrUT );
    cusparseDestroy( cusparseHandle );
    magma_dmfree(&Ah1, queue );
    magma_dmfree(&Ah2, queue );

    return info;
}
コード例 #8
0
ファイル: magma_cmtranspose.cpp プロジェクト: xulunfan/magma
extern "C" magma_int_t
magma_cmtransposeconjugate(
    magma_c_matrix A,
    magma_c_matrix *B,
    magma_queue_t queue )
{
    // for symmetric matrices: convert to csc using cusparse
    
    magma_int_t info = 0;
    cusparseHandle_t handle=NULL;
    cusparseMatDescr_t descrA=NULL;
    cusparseMatDescr_t descrB=NULL;
    
    magma_c_matrix ACSR={Magma_CSR}, BCSR={Magma_CSR};
    magma_c_matrix A_d={Magma_CSR}, B_d={Magma_CSR};

    if( A.storage_type == Magma_CSR && A.memory_location == Magma_DEV ) {
        // fill in information for B
        B->storage_type    = A.storage_type;
        B->diagorder_type  = A.diagorder_type;
        B->memory_location = Magma_DEV;
        B->num_rows        = A.num_cols;  // transposed
        B->num_cols        = A.num_rows;  // transposed
        B->nnz             = A.nnz;
        B->true_nnz = A.true_nnz;
        if ( A.fill_mode == MagmaFull ) {
            B->fill_mode = MagmaFull;
        }
        else if ( A.fill_mode == MagmaLower ) {
            B->fill_mode = MagmaUpper;
        }
        else if ( A.fill_mode == MagmaUpper ) {
            B->fill_mode = MagmaLower;
        }
        B->dval = NULL;
        B->drow = NULL;
        B->dcol = NULL;
        
        // memory allocation
        CHECK( magma_cmalloc( &B->dval, B->nnz ));
        CHECK( magma_index_malloc( &B->drow, B->num_rows + 1 ));
        CHECK( magma_index_malloc( &B->dcol, B->nnz ));
        // CUSPARSE context //
        CHECK_CUSPARSE( cusparseCreate( &handle ));
        CHECK_CUSPARSE( cusparseSetStream( handle, queue->cuda_stream() ));
        CHECK_CUSPARSE( cusparseCreateMatDescr( &descrA ));
        CHECK_CUSPARSE( cusparseCreateMatDescr( &descrB ));
        CHECK_CUSPARSE( cusparseSetMatType( descrA, CUSPARSE_MATRIX_TYPE_GENERAL ));
        CHECK_CUSPARSE( cusparseSetMatType( descrB, CUSPARSE_MATRIX_TYPE_GENERAL ));
        CHECK_CUSPARSE( cusparseSetMatIndexBase( descrA, CUSPARSE_INDEX_BASE_ZERO ));
        CHECK_CUSPARSE( cusparseSetMatIndexBase( descrB, CUSPARSE_INDEX_BASE_ZERO ));
        CHECK_CUSPARSE(
        cusparseCcsr2csc( handle, A.num_rows, A.num_cols, A.nnz,
                          A.dval, A.drow, A.dcol, B->dval, B->dcol, B->drow,
                          CUSPARSE_ACTION_NUMERIC,
                          CUSPARSE_INDEX_BASE_ZERO) );
        CHECK( magma_cmconjugate( B, queue ));
    } else if ( A.memory_location == Magma_CPU ){
        CHECK( magma_cmtransfer( A, &A_d, A.memory_location, Magma_DEV, queue ));
        CHECK( magma_cmtransposeconjugate( A_d, &B_d, queue ));
        CHECK( magma_cmtransfer( B_d, B, Magma_DEV, A.memory_location, queue ));
    } else {
        CHECK( magma_cmconvert( A, &ACSR, A.storage_type, Magma_CSR, queue ));
        CHECK( magma_cmtransposeconjugate( ACSR, &BCSR, queue ));
        CHECK( magma_cmconvert( BCSR, B, Magma_CSR, A.storage_type, queue ));
    }
cleanup:
    cusparseDestroyMatDescr( descrA );
    cusparseDestroyMatDescr( descrB );
    cusparseDestroy( handle );
    magma_cmfree( &A_d, queue );
    magma_cmfree( &B_d, queue );
    magma_cmfree( &ACSR, queue );
    magma_cmfree( &BCSR, queue );
    if( info != 0 ){
        magma_cmfree( B, queue );
    }
    return info;
}
コード例 #9
0
ファイル: ccustomic.cpp プロジェクト: maxhutch/magma
magma_int_t
magma_ccustomicsetup(
    magma_c_matrix A,
    magma_c_matrix b,
    magma_c_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;

    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrL=NULL;
    cusparseMatDescr_t descrU=NULL;
    
    magma_c_matrix hA={Magma_CSR};
    char preconditionermatrix[255];
    
    snprintf( preconditionermatrix, sizeof(preconditionermatrix),
                "/Users/hanzt0114cl306/work/matrices/ani/ani7_crop_ichol.mtx" );
    
    CHECK( magma_c_csr_mtx( &hA, preconditionermatrix , queue) );
    
    
    // for CUSPARSE
    CHECK( magma_cmtransfer( hA, &precond->M, Magma_CPU, Magma_DEV , queue ));

        // copy the matrix to precond->L and (transposed) to precond->U
    CHECK( magma_cmtransfer(precond->M, &(precond->L), Magma_DEV, Magma_DEV, queue ));
    CHECK( magma_cmtranspose( precond->L, &(precond->U), queue ));

    // extract the diagonal of L into precond->d
    CHECK( magma_cjacobisetup_diagscal( precond->L, &precond->d, queue ));
    CHECK( magma_cvinit( &precond->work1, Magma_DEV, hA.num_rows, 1, MAGMA_C_ZERO, queue ));

    // extract the diagonal of U into precond->d2
    CHECK( magma_cjacobisetup_diagscal( precond->U, &precond->d2, queue ));
    CHECK( magma_cvinit( &precond->work2, Magma_DEV, hA.num_rows, 1, MAGMA_C_ZERO, queue ));


    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseCcsrsv_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrL,
        precond->M.val, precond->M.row, precond->M.col, precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoU ));
    CHECK_CUSPARSE( cusparseCcsrsv_analysis( cusparseHandle,
        CUSPARSE_OPERATION_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrU,
        precond->M.val, precond->M.row, precond->M.col, precond->cuinfoU ));

    
    cleanup:
        
    cusparseDestroy( cusparseHandle );
    cusparseDestroyMatDescr( descrL );
    cusparseDestroyMatDescr( descrU );
    cusparseHandle=NULL;
    descrL=NULL;
    descrU=NULL;    
    magma_cmfree( &hA, queue );
    
    return info;
}
コード例 #10
0
extern "C" magma_int_t
magma_zcuspmm(
    magma_z_matrix A, magma_z_matrix B,
    magma_z_matrix *AB,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    
    magma_z_matrix C={Magma_CSR};
    C.num_rows = A.num_rows;
    C.num_cols = B.num_cols;
    C.storage_type = A.storage_type;
    C.memory_location = A.memory_location;
    C.fill_mode = MagmaFull;
    
    C.val = NULL;
    C.col = NULL;
    C.row = NULL;
    C.rowidx = NULL;
    C.blockinfo = NULL;
    C.diag = NULL;
    C.dval = NULL;
    C.dcol = NULL;
    C.drow = NULL;
    C.drowidx = NULL;
    C.ddiag = NULL;
    
    magma_index_t base_t, nnz_t, baseC;
    
    cusparseHandle_t handle=NULL;
    cusparseMatDescr_t descrA=NULL;
    cusparseMatDescr_t descrB=NULL;
    cusparseMatDescr_t descrC=NULL;
    
    if (    A.memory_location == Magma_DEV
        && B.memory_location == Magma_DEV
        && ( A.storage_type == Magma_CSR ||
             A.storage_type == Magma_CSRCOO )
        && ( B.storage_type == Magma_CSR ||
             B.storage_type == Magma_CSRCOO ) )
    {
        // CUSPARSE context /
        CHECK_CUSPARSE( cusparseCreate( &handle ));
        CHECK_CUSPARSE( cusparseSetStream( handle, queue->cuda_stream() ));
        CHECK_CUSPARSE( cusparseCreateMatDescr( &descrA ));
        CHECK_CUSPARSE( cusparseCreateMatDescr( &descrB ));
        CHECK_CUSPARSE( cusparseCreateMatDescr( &descrC ));
        CHECK_CUSPARSE( cusparseSetMatType( descrA, CUSPARSE_MATRIX_TYPE_GENERAL ));
        CHECK_CUSPARSE( cusparseSetMatType( descrB, CUSPARSE_MATRIX_TYPE_GENERAL ));
        CHECK_CUSPARSE( cusparseSetMatType( descrC, CUSPARSE_MATRIX_TYPE_GENERAL ));
        CHECK_CUSPARSE( cusparseSetMatIndexBase( descrA, CUSPARSE_INDEX_BASE_ZERO ));
        CHECK_CUSPARSE( cusparseSetMatIndexBase( descrB, CUSPARSE_INDEX_BASE_ZERO ));
        CHECK_CUSPARSE( cusparseSetMatIndexBase( descrC, CUSPARSE_INDEX_BASE_ZERO ));

        // nnzTotalDevHostPtr points to host memory
        magma_index_t *nnzTotalDevHostPtr = (magma_index_t*) &C.nnz;
        CHECK_CUSPARSE( cusparseSetPointerMode( handle, CUSPARSE_POINTER_MODE_HOST ));
        CHECK( magma_index_malloc( &C.drow, (A.num_rows + 1) ));
        CHECK_CUSPARSE( cusparseXcsrgemmNnz( handle, CUSPARSE_OPERATION_NON_TRANSPOSE,
                                    CUSPARSE_OPERATION_NON_TRANSPOSE,
                                    A.num_rows, B.num_cols, A.num_cols,
                                    descrA, A.nnz, A.drow, A.dcol,
                                    descrB, B.nnz, B.drow, B.dcol,
                                    descrC, C.drow, nnzTotalDevHostPtr ));
        if (NULL != nnzTotalDevHostPtr) {
            C.nnz = *nnzTotalDevHostPtr;
        } else {
            // workaround as nnz and base C are magma_int_t
            magma_index_getvector( 1, C.drow+C.num_rows, 1, &nnz_t, 1, queue );
            magma_index_getvector( 1, C.drow,   1, &base_t,    1, queue );
            C.nnz = (magma_int_t) nnz_t;
            baseC = (magma_int_t) base_t;
            C.nnz -= baseC;
        }
        CHECK( magma_index_malloc( &C.dcol, C.nnz ));
        CHECK( magma_zmalloc( &C.dval, C.nnz ));
        CHECK_CUSPARSE( cusparseZcsrgemm( handle, CUSPARSE_OPERATION_NON_TRANSPOSE,
                                    CUSPARSE_OPERATION_NON_TRANSPOSE,
                        A.num_rows, B.num_cols, A.num_cols,
                        descrA, A.nnz,
                        A.dval, A.drow, A.dcol,
                        descrB, B.nnz,
                        B.dval, B.drow, B.dcol,
                        descrC,
                        C.dval, C.drow, C.dcol ));
        // end CUSPARSE context //
        //magma_device_sync();
        magma_queue_sync( queue );
        CHECK( magma_zmtransfer( C, AB, Magma_DEV, Magma_DEV, queue ));
    }
    else {
        info = MAGMA_ERR_NOT_SUPPORTED; 
    }
    
cleanup:
    cusparseDestroyMatDescr( descrA );
    cusparseDestroyMatDescr( descrB );
    cusparseDestroyMatDescr( descrC );
    cusparseDestroy( handle );
    magma_zmfree( &C, queue );
    return info;
}
コード例 #11
0
ファイル: testing_cspmm.cpp プロジェクト: xulunfan/magma
/* ////////////////////////////////////////////////////////////////////////////
   -- testing sparse matrix vector product
*/
int main(  int argc, char** argv )
{
    magma_int_t info = 0;
    TESTING_INIT();
    magma_queue_t queue=NULL;
    magma_queue_create( &queue );
    
    magma_c_matrix hA={Magma_CSR}, hA_SELLP={Magma_CSR}, hA_ELL={Magma_CSR}, 
    dA={Magma_CSR}, dA_SELLP={Magma_CSR}, dA_ELL={Magma_CSR};
    
    magma_c_matrix hx={Magma_CSR}, hy={Magma_CSR}, dx={Magma_CSR}, 
    dy={Magma_CSR}, hrefvec={Magma_CSR}, hcheck={Magma_CSR};
        
    hA_SELLP.blocksize = 8;
    hA_SELLP.alignment = 8;
    real_Double_t start, end, res;
    #ifdef MAGMA_WITH_MKL
        magma_int_t *pntre=NULL;
    #endif
    cusparseHandle_t cusparseHandle = NULL;
    cusparseMatDescr_t descr = NULL;

    magmaFloatComplex c_one  = MAGMA_C_MAKE(1.0, 0.0);
    magmaFloatComplex c_zero = MAGMA_C_MAKE(0.0, 0.0);
    
    float accuracy = 1e-10;
    
    #define PRECISION_c
    #if defined(PRECISION_c)
        accuracy = 1e-4;
    #endif
    #if defined(PRECISION_s)
        accuracy = 1e-4;
    #endif
    
    magma_int_t i, j;
    for( i = 1; i < argc; ++i ) {
        if ( strcmp("--blocksize", argv[i]) == 0 ) {
            hA_SELLP.blocksize = atoi( argv[++i] );
        } else if ( strcmp("--alignment", argv[i]) == 0 ) {
            hA_SELLP.alignment = atoi( argv[++i] );
        } else
            break;
    }
    printf("\n#    usage: ./run_cspmm"
           " [ --blocksize %d --alignment %d (for SELLP) ]"
           " matrices \n\n", int(hA_SELLP.blocksize), int(hA_SELLP.alignment) );

    while( i < argc ) {
        if ( strcmp("LAPLACE2D", argv[i]) == 0 && i+1 < argc ) {   // Laplace test
            i++;
            magma_int_t laplace_size = atoi( argv[i] );
            CHECK( magma_cm_5stencil(  laplace_size, &hA, queue ));
        } else {                        // file-matrix test
            CHECK( magma_c_csr_mtx( &hA,  argv[i], queue ));
        }

        printf("%% matrix info: %d-by-%d with %d nonzeros\n",
                            int(hA.num_rows), int(hA.num_cols), int(hA.nnz) );

        real_Double_t FLOPS = 2.0*hA.nnz/1e9;



        // m - number of rows for the sparse matrix
        // n - number of vectors to be multiplied in the SpMM product
        magma_int_t m, n;

        m = hA.num_rows;
        n = 48;

        // init CPU vectors
        CHECK( magma_cvinit( &hx, Magma_CPU, m, n, c_one, queue ));
        CHECK( magma_cvinit( &hy, Magma_CPU, m, n, c_zero, queue ));

        // init DEV vectors
        CHECK( magma_cvinit( &dx, Magma_DEV, m, n, c_one, queue ));
        CHECK( magma_cvinit( &dy, Magma_DEV, m, n, c_zero, queue ));


        // calling MKL with CSR
        #ifdef MAGMA_WITH_MKL
            CHECK( magma_imalloc_cpu( &pntre, m + 1 ) );
            pntre[0] = 0;
            for (j=0; j < m; j++ ) {
                pntre[j] = hA.row[j+1];
            }

            MKL_INT num_rows = hA.num_rows;
            MKL_INT num_cols = hA.num_cols;
            MKL_INT nnz = hA.nnz;
            MKL_INT num_vecs = n;

            MKL_INT *col;
            TESTING_MALLOC_CPU( col, MKL_INT, nnz );
            for( magma_int_t t=0; t < hA.nnz; ++t ) {
                col[ t ] = hA.col[ t ];
            }
            MKL_INT *row;
            TESTING_MALLOC_CPU( row, MKL_INT, num_rows );
            for( magma_int_t t=0; t < hA.num_rows; ++t ) {
                row[ t ] = hA.col[ t ];
            }

            // === Call MKL with consecutive SpMVs, using mkl_ccsrmv ===
            // warmp up
            mkl_ccsrmv( "N", &num_rows, &num_cols,
                        MKL_ADDR(&c_one), "GFNC", MKL_ADDR(hA.val), col, row, pntre,
                                                MKL_ADDR(hx.val),
                        MKL_ADDR(&c_zero),        MKL_ADDR(hy.val) );
    
            start = magma_wtime();
            for (j=0; j<10; j++ )
                mkl_ccsrmv( "N", &num_rows, &num_cols,
                        MKL_ADDR(&c_one), "GFNC", MKL_ADDR(hA.val), col, row, pntre,
                                                MKL_ADDR(hx.val),
                        MKL_ADDR(&c_zero),        MKL_ADDR(hy.val) );
            end = magma_wtime();
            printf( "\n > MKL SpMVs : %.2e seconds %.2e GFLOP/s    (CSR).\n",
                                            (end-start)/10, FLOPS*10/(end-start) );
    
            // === Call MKL with blocked SpMVs, using mkl_ccsrmm ===
            char transa = 'n';
            MKL_INT ldb = n, ldc=n;
            char matdescra[6] = {'g', 'l', 'n', 'c', 'x', 'x'};
    
            // warm up
            mkl_ccsrmm( &transa, &num_rows, &num_vecs, &num_cols, MKL_ADDR(&c_one), matdescra,
                      MKL_ADDR(hA.val), col, row, pntre,
                      MKL_ADDR(hx.val), &ldb,
                      MKL_ADDR(&c_zero),
                      MKL_ADDR(hy.val), &ldc );
    
            start = magma_wtime();
            for (j=0; j<10; j++ )
                mkl_ccsrmm( &transa, &num_rows, &num_vecs, &num_cols, MKL_ADDR(&c_one), matdescra,
                          MKL_ADDR(hA.val), col, row, pntre,
                          MKL_ADDR(hx.val), &ldb,
                          MKL_ADDR(&c_zero),
                          MKL_ADDR(hy.val), &ldc );
            end = magma_wtime();
            printf( "\n > MKL SpMM  : %.2e seconds %.2e GFLOP/s    (CSR).\n",
                    (end-start)/10, FLOPS*10.*n/(end-start) );

            TESTING_FREE_CPU( row );
            TESTING_FREE_CPU( col );
            row = NULL;
            col = NULL;

        #endif // MAGMA_WITH_MKL

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

        CHECK( magma_cmtransfer( dy, &hrefvec , Magma_DEV, Magma_CPU, queue ));
        magma_cmfree(&dA, queue );


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

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



        // SpMV on GPU (CUSPARSE - CSR)
        // CUSPARSE context //
        magma_cmfree( &dy, queue );
        CHECK( magma_cvinit( &dy, Magma_DEV, dx.num_rows, dx.num_cols, c_zero, queue ));
        //#ifdef PRECISION_d
        start = magma_sync_wtime( queue );
        CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
        CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue->cuda_stream() ));
        CHECK_CUSPARSE( cusparseCreateMatDescr( &descr ));
        CHECK_CUSPARSE( cusparseSetMatType( descr, CUSPARSE_MATRIX_TYPE_GENERAL ));
        CHECK_CUSPARSE( cusparseSetMatIndexBase( descr, CUSPARSE_INDEX_BASE_ZERO ));
        magmaFloatComplex alpha = c_one;
        magmaFloatComplex beta = c_zero;

        // copy matrix to GPU
        CHECK( magma_cmtransfer( hA, &dA, Magma_CPU, Magma_DEV, queue) );

        for (j=0; j<10; j++)
        cusparseCcsrmm(cusparseHandle,
            CUSPARSE_OPERATION_NON_TRANSPOSE,
                    dA.num_rows,   n, dA.num_cols, dA.nnz,
                    &alpha, descr, dA.dval, dA.drow, dA.dcol,
                    dx.dval, dA.num_cols, &beta, dy.dval, dA.num_cols);
        end = magma_sync_wtime( queue );
        printf( " > CUSPARSE: %.2e seconds %.2e GFLOP/s    (CSR).\n",
                                        (end-start)/10, FLOPS*10*n/(end-start) );

        CHECK( magma_cmtransfer( dy, &hcheck , Magma_DEV, Magma_CPU, queue ));
        res = 0.0;
        for(magma_int_t k=0; k<hA.num_rows; k++ )
            res=res + MAGMA_C_REAL(hcheck.val[k]) - MAGMA_C_REAL(hrefvec.val[k]);
        printf("%% |x-y|_F = %8.2e\n", res);
        if ( res < accuracy )
            printf("%% tester spmm cuSPARSE:  ok\n");
        else
            printf("%% tester spmm cuSPARSE:  failed\n");
        magma_cmfree( &hcheck, queue );

        cusparseDestroyMatDescr( descr ); 
        cusparseDestroy( cusparseHandle );
        descr = NULL;
        cusparseHandle = NULL;
        //#endif

        printf("\n\n");


        // free CPU memory
        magma_cmfree(&hA, queue );
        magma_cmfree(&hx, queue );
        magma_cmfree(&hy, queue );
        magma_cmfree(&hrefvec, queue );
        // free GPU memory
        magma_cmfree(&dx, queue );
        magma_cmfree(&dy, queue );
        magma_cmfree(&dA, queue);

        i++;
    }

cleanup:
    #ifdef MAGMA_WITH_MKL
        magma_free_cpu(pntre);
    #endif
    cusparseDestroyMatDescr( descr ); 
    cusparseDestroy( cusparseHandle );
    magma_cmfree(&hA, queue );
    magma_cmfree(&dA, queue );
    magma_cmfree(&hA_ELL, queue );
    magma_cmfree(&dA_ELL, queue );
    magma_cmfree(&hA_SELLP, queue );
    magma_cmfree(&dA_SELLP, queue );
    
    magma_queue_destroy( queue );
    TESTING_FINALIZE();
    return info;
}
コード例 #12
0
magma_int_t
magma_dcustomilusetup(
    magma_d_matrix A,
    magma_d_matrix b,
    magma_d_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;

    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrL=NULL;
    cusparseMatDescr_t descrU=NULL;
    
    magma_d_matrix hA={Magma_CSR};
    char preconditionermatrix[255];
    
    // first L
    snprintf( preconditionermatrix, sizeof(preconditionermatrix),
                "precondL.mtx" );
    
    CHECK( magma_d_csr_mtx( &hA, preconditionermatrix , queue) );
    CHECK( magma_dmtransfer( hA, &precond->L, Magma_CPU, Magma_DEV , queue ));
    // extract the diagonal of L into precond->d
    CHECK( magma_djacobisetup_diagscal( precond->L, &precond->d, queue ));
    CHECK( magma_dvinit( &precond->work1, Magma_DEV, hA.num_rows, 1, MAGMA_D_ZERO, queue ));

    magma_dmfree( &hA, queue );
    
    // now U
    snprintf( preconditionermatrix, sizeof(preconditionermatrix),
                "precondU.mtx" );

    CHECK( magma_d_csr_mtx( &hA, preconditionermatrix , queue) );
    CHECK( magma_dmtransfer( hA, &precond->U, Magma_CPU, Magma_DEV , queue ));
    // extract the diagonal of U into precond->d2
    CHECK( magma_djacobisetup_diagscal( precond->U, &precond->d2, queue ));
    CHECK( magma_dvinit( &precond->work2, Magma_DEV, hA.num_rows, 1, MAGMA_D_ZERO, queue ));


    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseDcsrsv_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->L.num_rows,
        precond->L.nnz, descrL,
        precond->L.val, precond->L.row, precond->L.col, precond->cuinfoL ));

    
    
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_UPPER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoU ));
    CHECK_CUSPARSE( cusparseDcsrsv_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->U.num_rows,
        precond->U.nnz, descrU,
        precond->U.val, precond->U.row, precond->U.col, precond->cuinfoU ));

    
    cleanup:
        
    cusparseDestroy( cusparseHandle );
    cusparseDestroyMatDescr( descrL );
    cusparseDestroyMatDescr( descrU );
    cusparseHandle=NULL;
    descrL=NULL;
    descrU=NULL;    
    magma_dmfree( &hA, queue );
    
    return info;
}
コード例 #13
0
ファイル: ccumilu.cpp プロジェクト: cjy7117/FT-MAGMA
extern "C" magma_int_t
magma_ccumiccsetup(
    magma_c_matrix A,
    magma_c_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrA=NULL;
    cusparseMatDescr_t descrL=NULL;
    cusparseMatDescr_t descrU=NULL;
    
    magma_c_matrix hA={Magma_CSR}, hACSR={Magma_CSR}, U={Magma_CSR};
    CHECK( magma_cmtransfer( A, &hA, A.memory_location, Magma_CPU, queue ));
    U.diagorder_type = Magma_VALUE;
    CHECK( magma_cmconvert( hA, &hACSR, hA.storage_type, Magma_CSR, queue ));

    // in case using fill-in
    if( precond->levels > 0 ){
            magma_c_matrix hAL={Magma_CSR}, hAUt={Magma_CSR};
            CHECK( magma_csymbilu( &hACSR, precond->levels, &hAL, &hAUt,  queue ));
            magma_cmfree(&hAL, queue);
            magma_cmfree(&hAUt, queue);
    }

    CHECK( magma_cmconvert( hACSR, &U, Magma_CSR, Magma_CSRL, queue ));
    magma_cmfree( &hACSR, queue );
    CHECK( magma_cmtransfer(U, &(precond->M), Magma_CPU, Magma_DEV, queue ));

    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrA ));
    CHECK_CUSPARSE( cusparseSetMatType( descrA, CUSPARSE_MATRIX_TYPE_SYMMETRIC ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrA, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrA, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrA, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &(precond->cuinfo) ));
    CHECK_CUSPARSE( cusparseCcsrsm_analysis( cusparseHandle,
                CUSPARSE_OPERATION_NON_TRANSPOSE,
                precond->M.num_rows, precond->M.nnz, descrA,
                precond->M.dval, precond->M.drow, precond->M.dcol,
                precond->cuinfo ));
    CHECK_CUSPARSE( cusparseCcsric0( cusparseHandle, CUSPARSE_OPERATION_NON_TRANSPOSE,
                      precond->M.num_rows, descrA,
                      precond->M.dval,
                      precond->M.drow,
                      precond->M.dcol,
                      precond->cuinfo ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseCcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrL,
        precond->M.dval, precond->M.drow, precond->M.dcol, precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoU ));
    CHECK_CUSPARSE( cusparseCcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_TRANSPOSE, precond->M.num_rows,
        precond->M.nnz, descrU,
        precond->M.dval, precond->M.drow, precond->M.dcol, precond->cuinfoU ));
    
    if( precond->maxiter < 50 ){
        //prepare for iterative solves
        
        // copy the matrix to precond->L and (transposed) to precond->U
        CHECK( magma_cmtransfer(precond->M, &(precond->L), Magma_DEV, Magma_DEV, queue ));
        CHECK( magma_cmtranspose( precond->L, &(precond->U), queue ));
        
        // extract the diagonal of L into precond->d
        CHECK( magma_cjacobisetup_diagscal( precond->L, &precond->d, queue ));
        CHECK( magma_cvinit( &precond->work1, Magma_DEV, hA.num_rows, 1, MAGMA_C_ZERO, queue ));
        
        // extract the diagonal of U into precond->d2
        CHECK( magma_cjacobisetup_diagscal( precond->U, &precond->d2, queue ));
        CHECK( magma_cvinit( &precond->work2, Magma_DEV, hA.num_rows, 1, MAGMA_C_ZERO, queue ));
    }



/*
    // to enable also the block-asynchronous iteration for the triangular solves
    CHECK( magma_cmtransfer( precond->M, &hA, Magma_DEV, Magma_CPU, queue ));
    hA.storage_type = Magma_CSR;

    magma_c_matrix hD, hR, hAt

    CHECK( magma_ccsrsplit( 256, hA, &hD, &hR, queue ));

    CHECK( magma_cmtransfer( hD, &precond->LD, Magma_CPU, Magma_DEV, queue ));
    CHECK( magma_cmtransfer( hR, &precond->L, Magma_CPU, Magma_DEV, queue ));

    magma_cmfree(&hD, queue );
    magma_cmfree(&hR, queue );

    CHECK( magma_c_cucsrtranspose(   hA, &hAt, queue ));

    CHECK( magma_ccsrsplit( 256, hAt, &hD, &hR, queue ));

    CHECK( magma_cmtransfer( hD, &precond->UD, Magma_CPU, Magma_DEV, queue ));
    CHECK( magma_cmtransfer( hR, &precond->U, Magma_CPU, Magma_DEV, queue ));
    
    magma_cmfree(&hD, queue );
    magma_cmfree(&hR, queue );
    magma_cmfree(&hA, queue );
    magma_cmfree(&hAt, queue );
*/

cleanup:
    cusparseDestroySolveAnalysisInfo( precond->cuinfo );
    cusparseDestroyMatDescr( descrL );
    cusparseDestroyMatDescr( descrU );
    cusparseDestroyMatDescr( descrA );
    cusparseDestroy( cusparseHandle );
    magma_cmfree(&U, queue );
    magma_cmfree(&hA, queue );
    
    return info;
}
コード例 #14
0
ファイル: ccumilu.cpp プロジェクト: cjy7117/FT-MAGMA
extern "C" magma_int_t
magma_ccumilusetup(
    magma_c_matrix A,
    magma_c_preconditioner *precond,
    magma_queue_t queue )
{
    magma_int_t info = 0;
    
    cusparseHandle_t cusparseHandle=NULL;
    cusparseMatDescr_t descrA=NULL;
    cusparseMatDescr_t descrL=NULL;
    cusparseMatDescr_t descrU=NULL;
    
    //magma_cprint_matrix(A, queue );
    // copy matrix into preconditioner parameter
    magma_c_matrix hA={Magma_CSR}, hACSR={Magma_CSR};
    magma_c_matrix hL={Magma_CSR}, hU={Magma_CSR};
    CHECK( magma_cmtransfer( A, &hA, A.memory_location, Magma_CPU, queue ));
    CHECK( magma_cmconvert( hA, &hACSR, hA.storage_type, Magma_CSR, queue ));

        // in case using fill-in
    if( precond->levels > 0 ){
        magma_c_matrix hAL={Magma_CSR}, hAUt={Magma_CSR};
        CHECK( magma_csymbilu( &hACSR, precond->levels, &hAL, &hAUt,  queue ));
        magma_cmfree(&hAL, queue);
        magma_cmfree(&hAUt, queue);
    }

    CHECK( magma_cmtransfer(hACSR, &(precond->M), Magma_CPU, Magma_DEV, queue ));

    magma_cmfree( &hA, queue );
    magma_cmfree( &hACSR, queue );

    // CUSPARSE context //
    CHECK_CUSPARSE( cusparseCreate( &cusparseHandle ));
    CHECK_CUSPARSE( cusparseSetStream( cusparseHandle, queue ));
    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrA ));
    CHECK_CUSPARSE( cusparseSetMatType( descrA, CUSPARSE_MATRIX_TYPE_GENERAL ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrA, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrA, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &(precond->cuinfo) ));
    CHECK_CUSPARSE( cusparseCcsrsm_analysis( cusparseHandle,
                CUSPARSE_OPERATION_NON_TRANSPOSE,
                precond->M.num_rows, precond->M.nnz, descrA,
                precond->M.dval, precond->M.drow, precond->M.dcol,
                precond->cuinfo ));
    CHECK_CUSPARSE( cusparseCcsrilu0( cusparseHandle, CUSPARSE_OPERATION_NON_TRANSPOSE,
                      precond->M.num_rows, descrA,
                      precond->M.dval,
                      precond->M.drow,
                      precond->M.dcol,
                      precond->cuinfo ));

    CHECK( magma_cmtransfer( precond->M, &hA, Magma_DEV, Magma_CPU, queue ));

    hL.diagorder_type = Magma_UNITY;
    CHECK( magma_cmconvert( hA, &hL , Magma_CSR, Magma_CSRL, queue ));
    hU.diagorder_type = Magma_VALUE;
    CHECK( magma_cmconvert( hA, &hU , Magma_CSR, Magma_CSRU, queue ));
    CHECK( magma_cmtransfer( hL, &(precond->L), Magma_CPU, Magma_DEV, queue ));
    CHECK( magma_cmtransfer( hU, &(precond->U), Magma_CPU, Magma_DEV, queue ));


    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrL ));
    CHECK_CUSPARSE( cusparseSetMatType( descrL, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrL, CUSPARSE_DIAG_TYPE_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrL, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrL, CUSPARSE_FILL_MODE_LOWER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoL ));
    CHECK_CUSPARSE( cusparseCcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->L.num_rows,
        precond->L.nnz, descrL,
        precond->L.dval, precond->L.drow, precond->L.dcol, precond->cuinfoL ));

    CHECK_CUSPARSE( cusparseCreateMatDescr( &descrU ));
    CHECK_CUSPARSE( cusparseSetMatType( descrU, CUSPARSE_MATRIX_TYPE_TRIANGULAR ));
    CHECK_CUSPARSE( cusparseSetMatDiagType( descrU, CUSPARSE_DIAG_TYPE_NON_UNIT ));
    CHECK_CUSPARSE( cusparseSetMatIndexBase( descrU, CUSPARSE_INDEX_BASE_ZERO ));
    CHECK_CUSPARSE( cusparseSetMatFillMode( descrU, CUSPARSE_FILL_MODE_UPPER ));
    CHECK_CUSPARSE( cusparseCreateSolveAnalysisInfo( &precond->cuinfoU ));
    CHECK_CUSPARSE( cusparseCcsrsm_analysis( cusparseHandle,
        CUSPARSE_OPERATION_NON_TRANSPOSE, precond->U.num_rows,
        precond->U.nnz, descrU,
        precond->U.dval, precond->U.drow, precond->U.dcol, precond->cuinfoU ));


    if( precond->maxiter < 50 ){
        //prepare for iterative solves
        
        // extract the diagonal of L into precond->d
        CHECK( magma_cjacobisetup_diagscal( precond->L, &precond->d, queue ));
        CHECK( magma_cvinit( &precond->work1, Magma_DEV, hA.num_rows, 1, MAGMA_C_ZERO, queue ));
        
        // extract the diagonal of U into precond->d2
        CHECK( magma_cjacobisetup_diagscal( precond->U, &precond->d2, queue ));
        CHECK( magma_cvinit( &precond->work2, Magma_DEV, hA.num_rows, 1, MAGMA_C_ZERO, queue ));
    }

    
cleanup:
    cusparseDestroySolveAnalysisInfo( precond->cuinfo );
    cusparseDestroyMatDescr( descrA );
    cusparseDestroyMatDescr( descrL );
    cusparseDestroyMatDescr( descrU );
    cusparseDestroy( cusparseHandle );
    magma_cmfree( &hA, queue );
    magma_cmfree( &hACSR, queue );
    magma_cmfree(&hA, queue );
    magma_cmfree(&hL, queue );
    magma_cmfree(&hU, queue );

    return info;
}