Beispiel #1
0
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver
*/
int main(  int argc, char** argv )
{
    magma_int_t info = 0;
    TESTING_INIT();

    magma_copts zopts;
    magma_queue_t queue=NULL;
    magma_queue_create( 0, &queue );
    
    magma_c_matrix Z={Magma_CSR};
    
    int i=1;
    CHECK( magma_cparse_opts( argc, argv, &zopts, &i, queue ));
    printf("matrixinfo = [ \n");
    printf("%%   size (n)   ||   nonzeros (nnz)   ||   nnz/n \n");
    printf("%%=============================================================%%\n");
    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, &Z, queue ));
        } else {                        // file-matrix test
            CHECK( magma_c_csr_mtx( &Z,  argv[i], queue ));
        }

        printf("   %10d          %10d          %10d\n",
               int(Z.num_rows),  int(Z.nnz), int(Z.nnz/Z.num_rows) );

        magma_cmfree(&Z, queue );

        i++;
    }
    printf("%%=============================================================%%\n");
    printf("];\n");
        
cleanup:
    magma_cmfree(&Z, queue );
    magma_queue_destroy( queue );
    TESTING_FINALIZE();
    return info;
}
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver 
*/
int main(  int argc, char** argv )
{
    TESTING_INIT();

    magma_copts zopts;
    magma_queue_t queue;
    magma_queue_create( /*devices[ opts->device ],*/ &queue );
    
    int i=1;
    magma_cparse_opts( argc, argv, &zopts, &i, queue );


    real_Double_t res;
    magma_c_sparse_matrix Z, Z2, A, A2, AT, AT2, B;

    B.blocksize = zopts.blocksize;
    B.alignment = zopts.alignment;

    while(  i < argc ) {

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

        printf( "# matrix info: %d-by-%d with %d nonzeros\n",
                            (int) Z.num_rows,(int) Z.num_cols,(int) Z.nnz );
        
        // convert to be non-symmetric
        magma_c_mconvert( Z, &A, Magma_CSR, Magma_CSRL, queue );
        magma_c_mconvert( Z, &B, Magma_CSR, Magma_CSRU, queue );
        
        // transpose
        magma_c_mtranspose( A, &AT, queue );
        
        // quite some conversions
        
        //ELL
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_ELL, queue );
        magma_c_mfree(&AT, queue );        
        magma_c_mconvert( AT2, &AT, Magma_ELL, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        //ELLPACKT
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_ELLPACKT, queue );
        magma_c_mfree(&AT, queue );        
        magma_c_mconvert( AT2, &AT, Magma_ELLPACKT, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        //ELLRT
        AT2.blocksize = 8;
        AT2.alignment = 8;
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_ELLRT, queue );
        magma_c_mfree(&AT, queue );        
        magma_c_mconvert( AT2, &AT, Magma_ELLRT, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        //SELLP
        AT2.blocksize = 8;
        AT2.alignment = 8;
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_SELLP, queue );
        magma_c_mfree(&AT, queue );   
        magma_c_mconvert( AT2, &AT, Magma_SELLP, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        //ELLD
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_ELLD, queue );
        magma_c_mfree(&AT, queue );        
        magma_c_mconvert( AT2, &AT, Magma_ELLD, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        //CSRCOO
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_CSRCOO, queue );
        magma_c_mfree(&AT, queue );        
        magma_c_mconvert( AT2, &AT, Magma_CSRCOO, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        //CSRD
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_CSRD, queue );
        magma_c_mfree(&AT, queue );        
        magma_c_mconvert( AT2, &AT, Magma_CSRD, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        //BCSR
        magma_c_mconvert( AT, &AT2, Magma_CSR, Magma_BCSR, queue );
        magma_c_mfree(&AT, queue );        
        magma_c_mconvert( AT2, &AT, Magma_BCSR, Magma_CSR, queue );  
        magma_c_mfree(&AT2, queue );
        
        // transpose
        magma_c_mtranspose( AT, &A2, queue );
        
        magma_cmdiff( A, A2, &res, queue);
        printf("# ||A-A2||_F = %8.2e\n", res);
        if ( res < .000001 )
            printf("# conversion tester:  ok\n");
        else
            printf("# conversion tester:  failed\n");
        
        magma_cmlumerge( A2, B, &Z2, queue );

        
        magma_cmdiff( Z, Z2, &res, queue);
        printf("# ||Z-Z2||_F = %8.2e\n", res);
        if ( res < .000001 )
            printf("# LUmerge tester:  ok\n");
        else
            printf("# LUmerge tester:  failed\n");
        


        magma_c_mfree(&A, queue ); 
        magma_c_mfree(&A2, queue );
        magma_c_mfree(&AT, queue ); 
        magma_c_mfree(&AT2, queue ); 
        magma_c_mfree(&B, queue ); 
        magma_c_mfree(&Z2, queue );
        magma_c_mfree(&Z, queue ); 

        i++;
    }
    magma_queue_destroy( queue );
    TESTING_FINALIZE();
    return 0;
}
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver 
*/
int main(  int argc, char** argv )
{
    TESTING_INIT();

    magma_copts zopts;
    magma_queue_t queue;
    magma_queue_create( /*devices[ opts->device ],*/ &queue );
    
    int i=1;
    magma_cparse_opts( argc, argv, &zopts, &i, queue );


    magmaFloatComplex one = MAGMA_C_MAKE(1.0, 0.0);
    magmaFloatComplex zero = MAGMA_C_MAKE(0.0, 0.0);
    magma_c_sparse_matrix A, B, B_d;
    magma_c_vector x, b;

    B.blocksize = zopts.blocksize;
    B.alignment = zopts.alignment;

    if ( zopts.solver_par.solver != Magma_PCG &&
         zopts.solver_par.solver != Magma_PGMRES &&
         zopts.solver_par.solver != Magma_PBICGSTAB &&
         zopts.solver_par.solver != Magma_ITERREF )
    zopts.precond_par.solver = Magma_NONE;

    magma_csolverinfo_init( &zopts.solver_par, &zopts.precond_par, queue );

    while(  i < argc ) {

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

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


        // for the eigensolver case
        zopts.solver_par.ev_length = A.num_rows;
        magma_ceigensolverinfo_init( &zopts.solver_par, queue );

        // scale matrix
        magma_cmscale( &A, zopts.scaling, queue );

        magma_c_mconvert( A, &B, Magma_CSR, zopts.output_format, queue );
        magma_c_mtransfer( B, &B_d, Magma_CPU, Magma_DEV, queue );

        // vectors and initial guess
        magma_c_vinit( &b, Magma_DEV, A.num_cols, one, queue );
        magma_c_vinit( &x, Magma_DEV, A.num_cols, one, queue );
        magma_c_spmv( one, B_d, x, zero, b, queue );                 //  b = A x
        magma_c_vfree(&x, queue );
        magma_c_vinit( &x, Magma_DEV, A.num_cols, zero, queue );

        magma_c_solver( B_d, b, &x, &zopts, queue );         

        magma_csolverinfo( &zopts.solver_par, &zopts.precond_par, queue );

        magma_c_mfree(&B_d, queue );
        magma_c_mfree(&B, queue );
        magma_c_mfree(&A, queue ); 
        magma_c_vfree(&x, queue );
        magma_c_vfree(&b, queue );

        i++;
    }

    magma_csolverinfo_free( &zopts.solver_par, &zopts.precond_par, queue );
    
    magma_queue_destroy( queue );
    TESTING_FINALIZE();
    return 0;
}
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver
*/
int main(  int argc, char** argv )
{
    magma_int_t info = 0;
    TESTING_INIT();

    magma_copts zopts;
    magma_queue_t queue=NULL;
    magma_queue_create( /*devices[ opts->device ],*/ &queue );

    real_Double_t res;
    magma_c_matrix A={Magma_CSR}, AT={Magma_CSR}, A2={Magma_CSR}, 
    B={Magma_CSR}, B_d={Magma_CSR};
    
    int i=1;
    real_Double_t start, end;
    CHECK( magma_cparse_opts( argc, argv, &zopts, &i, queue ));

    B.blocksize = zopts.blocksize;
    B.alignment = zopts.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, &A, queue ));
        } else {                        // file-matrix test
            CHECK( magma_c_csr_mtx( &A,  argv[i], queue ));
        }

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

        // scale matrix
        CHECK( magma_cmscale( &A, zopts.scaling, queue ));

        // remove nonzeros in matrix
        start = magma_sync_wtime( queue );
        for (int j=0; j<10; j++)
            CHECK( magma_cmcsrcompressor( &A, queue ));
        end = magma_sync_wtime( queue );
        printf( " > MAGMA CPU: %.2e seconds.\n", (end-start)/10 );
        // transpose
        CHECK( magma_cmtranspose( A, &AT, queue ));

        // convert, copy back and forth to check everything works
        CHECK( magma_cmconvert( AT, &B, Magma_CSR, Magma_CSR, queue ));
        magma_cmfree(&AT, queue );
        CHECK( magma_cmtransfer( B, &B_d, Magma_CPU, Magma_DEV, queue ));
        magma_cmfree(&B, queue );

        start = magma_sync_wtime( queue );
        for (int j=0; j<10; j++)
            CHECK( magma_cmcsrcompressor_gpu( &B_d, queue ));
        end = magma_sync_wtime( queue );
        printf( " > MAGMA GPU: %.2e seconds.\n", (end-start)/10 );


        CHECK( magma_cmtransfer( B_d, &B, Magma_DEV, Magma_CPU, queue ));
        magma_cmfree(&B_d, queue );
        CHECK( magma_cmconvert( B, &AT, Magma_CSR, Magma_CSR, queue ));
        magma_cmfree(&B, queue );

        // transpose back
        CHECK( magma_cmtranspose( AT, &A2, queue ));
        magma_cmfree(&AT, queue );
        CHECK( magma_cmdiff( A, A2, &res, queue ));
        printf("# ||A-B||_F = %8.2e\n", res);
        if ( res < .000001 )
            printf("# tester matrix compressor:  ok\n");
        else
            printf("# tester matrix compressor:  failed\n");

        magma_cmfree(&A, queue );
        magma_cmfree(&A2, queue );

        i++;
    }
    
cleanup:
    magma_cmfree(&AT, queue );
    magma_cmfree(&B, queue );
    magma_cmfree(&A, queue );
    magma_cmfree(&A2, queue );
    magma_queue_destroy( queue );
    TESTING_FINALIZE();
    return info;
}
Beispiel #5
0
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver
*/
int main(  int argc, char** argv )
{
    magma_int_t info = 0;
    TESTING_CHECK( magma_init() );
    magma_print_environment();

    magma_copts zopts;
    magma_queue_t queue=NULL;
    magma_queue_create( 0, &queue );
    
    real_Double_t res;
    magma_c_matrix A={Magma_CSR}, A2={Magma_CSR}, 
    A3={Magma_CSR}, A4={Magma_CSR}, A5={Magma_CSR};
    
    int i=1;
    TESTING_CHECK( magma_cparse_opts( argc, argv, &zopts, &i, queue ));

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

        printf("%% matrix info: %lld-by-%lld with %lld nonzeros\n",
                (long long) A.num_rows, (long long) A.num_cols, (long long) A.nnz );

        // filename for temporary matrix storage
        const char *filename = "testmatrix.mtx";

        // write to file
        TESTING_CHECK( magma_cwrite_csrtomtx( A, filename, queue ));
        // read from file
        TESTING_CHECK( magma_c_csr_mtx( &A2, filename, queue ));

        // delete temporary matrix
        unlink( filename );
                
        //visualize
        printf("A2:\n");
        TESTING_CHECK( magma_cprint_matrix( A2, queue ));
        
        //visualize
        TESTING_CHECK( magma_cmconvert(A2, &A4, Magma_CSR, Magma_CSRL, queue ));
        printf("A4:\n");
        TESTING_CHECK( magma_cprint_matrix( A4, queue ));
        TESTING_CHECK( magma_cmconvert(A4, &A5, Magma_CSR, Magma_ELL, queue ));
        printf("A5:\n");
        TESTING_CHECK( magma_cprint_matrix( A5, queue ));

        // pass it to another application and back
        magma_int_t m, n;
        magma_index_t *row, *col;
        magmaFloatComplex *val=NULL;
        TESTING_CHECK( magma_ccsrget( A2, &m, &n, &row, &col, &val, queue ));
        TESTING_CHECK( magma_ccsrset( m, n, row, col, val, &A3, queue ));

        TESTING_CHECK( magma_cmdiff( A, A2, &res, queue ));
        printf("%% ||A-B||_F = %8.2e\n", res);
        if ( res < .000001 )
            printf("%% tester IO:  ok\n");
        else
            printf("%% tester IO:  failed\n");

        TESTING_CHECK( magma_cmdiff( A, A3, &res, queue ));
        printf("%% ||A-B||_F = %8.2e\n", res);
        if ( res < .000001 )
            printf("%% tester matrix interface:  ok\n");
        else
            printf("%% tester matrix interface:  failed\n");

        magma_cmfree(&A, queue );
        magma_cmfree(&A2, queue );
        magma_cmfree(&A4, queue );
        magma_cmfree(&A5, queue );

        i++;
    }
    
    magma_queue_destroy( queue );
    TESTING_CHECK( magma_finalize() );
    return info;
}
Beispiel #6
0
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver 
*/
int main( int argc, char** argv)
{
    TESTING_INIT();

    magma_copts zopts;

    int i=1;
    magma_cparse_opts( argc, argv, &zopts, &i);


    magmaFloatComplex one = MAGMA_C_MAKE(1.0, 0.0);
    magmaFloatComplex zero = MAGMA_C_MAKE(0.0, 0.0);
    magma_c_sparse_matrix A, B, B_d;
    magma_c_vector x, b;

    B.blocksize = zopts.blocksize;
    B.alignment = zopts.alignment;

    if ( zopts.solver_par.solver != Magma_PCG &&
         zopts.solver_par.solver != Magma_PGMRES &&
         zopts.solver_par.solver != Magma_PBICGSTAB &&
         zopts.solver_par.solver != Magma_ITERREF )
    zopts.precond_par.solver = Magma_NONE;

    magma_csolverinfo_init( &zopts.solver_par, &zopts.precond_par );

    while(  i < argc ){

        magma_c_csr_mtx( &A,  argv[i]  ); 

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

        // scale matrix
        magma_cmscale( &A, zopts.scaling );

        magma_c_mconvert( A, &B, Magma_CSR, zopts.output_format );
        magma_c_mtransfer( B, &B_d, Magma_CPU, Magma_DEV );

        // vectors and initial guess
        magma_c_vinit( &b, Magma_DEV, A.num_cols, one );
        magma_c_vinit( &x, Magma_DEV, A.num_cols, one );
        magma_c_spmv( one, B_d, x, zero, b );                 //  b = A x
        magma_c_vfree(&x);
        magma_c_vinit( &x, Magma_DEV, A.num_cols, zero );

        magma_c_solver( B_d, b, &x, &zopts ); 

        magma_csolverinfo( &zopts.solver_par, &zopts.precond_par );

        magma_c_mfree(&B_d);
        magma_c_mfree(&B);
        magma_c_mfree(&A); 
        magma_c_vfree(&x);
        magma_c_vfree(&b);

        i++;
    }

    magma_csolverinfo_free( &zopts.solver_par, &zopts.precond_par );

    TESTING_FINALIZE();
    return 0;
}
Beispiel #7
0
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver
*/
int main(  int argc, char** argv )
{
    magma_int_t info = 0;
    TESTING_CHECK( magma_init() );
    magma_print_environment();

    magma_copts zopts;
    magma_queue_t queue;
    magma_queue_create( 0, &queue );
    
    magmaFloatComplex one = MAGMA_C_MAKE(1.0, 0.0);
    magmaFloatComplex zero = MAGMA_C_MAKE(0.0, 0.0);
    magma_c_matrix A={Magma_CSR}, B={Magma_CSR}, B_d={Magma_CSR};
    magma_c_matrix x={Magma_CSR}, b={Magma_CSR};
    
    int i=1;
    TESTING_CHECK( magma_cparse_opts( argc, argv, &zopts, &i, queue ));
    B.blocksize = zopts.blocksize;
    B.alignment = zopts.alignment;

    TESTING_CHECK( magma_csolverinfo_init( &zopts.solver_par, &zopts.precond_par, queue ));

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

        // for the eigensolver case
        zopts.solver_par.ev_length = A.num_cols;
        TESTING_CHECK( magma_ceigensolverinfo_init( &zopts.solver_par, queue ));

        // scale matrix
        TESTING_CHECK( magma_cmscale( &A, zopts.scaling, queue ));
        
        // preconditioner
        if ( zopts.solver_par.solver != Magma_ITERREF ) {
            TESTING_CHECK( magma_c_precondsetup( A, b, &zopts.solver_par, &zopts.precond_par, queue ) );
        }

        TESTING_CHECK( magma_cmconvert( A, &B, Magma_CSR, zopts.output_format, queue ));
        
        printf( "\n%% matrix info: %lld-by-%lld with %lld nonzeros\n\n",
                            (long long) A.num_rows, (long long) A.num_cols, (long long) A.nnz );
        
        printf("matrixinfo = [\n");
        printf("%%   size   (m x n)     ||   nonzeros (nnz)   ||   nnz/m   ||   stored nnz\n");
        printf("%%============================================================================%%\n");
        printf("  %8lld  %8lld      %10lld             %4lld        %10lld\n",
               (long long) B.num_rows, (long long) B.num_cols, (long long) B.true_nnz,
               (long long) (B.true_nnz/B.num_rows), (long long) B.nnz );
        printf("%%============================================================================%%\n");
        printf("];\n");

        TESTING_CHECK( magma_cmtransfer( B, &B_d, Magma_CPU, Magma_DEV, queue ));

        // vectors and initial guess
        TESTING_CHECK( magma_cvinit( &b, Magma_DEV, A.num_rows, 1, one, queue ));
        //magma_cvinit( &x, Magma_DEV, A.num_cols, 1, one, queue );
        //magma_c_spmv( one, B_d, x, zero, b, queue );                 //  b = A x
        //magma_cmfree(&x, queue );
        TESTING_CHECK( magma_cvinit( &x, Magma_DEV, A.num_cols, 1, zero, queue ));
        
        info = magma_c_solver( B_d, b, &x, &zopts, queue );
        if( info != 0 ) {
            printf("%%error: solver returned: %s (%lld).\n",
                    magma_strerror( info ), (long long) info );
        }
        printf("convergence = [\n");
        magma_csolverinfo( &zopts.solver_par, &zopts.precond_par, queue );
        printf("];\n\n");
        
        zopts.solver_par.verbose = 0;
        printf("solverinfo = [\n");
        magma_csolverinfo( &zopts.solver_par, &zopts.precond_par, queue );
        printf("];\n\n");
        
        printf("precondinfo = [\n");
        printf("%%   setup  runtime\n");        
        printf("  %.6f  %.6f\n",
           zopts.precond_par.setuptime, zopts.precond_par.runtime );
        printf("];\n\n");
        magma_cmfree(&B_d, queue );
        magma_cmfree(&B, queue );
        magma_cmfree(&A, queue );
        magma_cmfree(&x, queue );
        magma_cmfree(&b, queue );
        i++;
    }

    magma_queue_destroy( queue );
    TESTING_CHECK( magma_finalize() );
    return info;
}
Beispiel #8
0
/* ////////////////////////////////////////////////////////////////////////////
   -- testing any solver
*/
int main(  int argc, char** argv )
{
    magma_int_t info = 0;
    TESTING_INIT();

    magma_copts zopts;
    magma_queue_t queue=NULL;
    magma_queue_create( 0, &queue );
    
    magmaFloatComplex one = MAGMA_C_MAKE(1.0, 0.0);
    magmaFloatComplex zero = MAGMA_C_MAKE(0.0, 0.0);
    magma_c_matrix A={Magma_CSR}, B={Magma_CSR}, B_d={Magma_CSR};
    magma_c_matrix x={Magma_CSR}, b={Magma_CSR}, t={Magma_CSR};
    magma_c_matrix x1={Magma_CSR}, x2={Magma_CSR};
    
    //Chronometry
    real_Double_t tempo1, tempo2;
    
    int i=1;
    CHECK( magma_cparse_opts( argc, argv, &zopts, &i, queue ));

    B.blocksize = zopts.blocksize;
    B.alignment = zopts.alignment;

    CHECK( magma_csolverinfo_init( &zopts.solver_par, &zopts.precond_par, queue ));

    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, &A, queue ));
        } else {                        // file-matrix test
            CHECK( magma_c_csr_mtx( &A,  argv[i], queue ));
        }

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


        // for the eigensolver case
        zopts.solver_par.ev_length = A.num_rows;
        CHECK( magma_ceigensolverinfo_init( &zopts.solver_par, queue ));

        // scale matrix
        CHECK( magma_cmscale( &A, zopts.scaling, queue ));

        CHECK( magma_cmconvert( A, &B, Magma_CSR, zopts.output_format, queue ));
        CHECK( magma_cmtransfer( B, &B_d, Magma_CPU, Magma_DEV, queue ));

        // vectors and initial guess
        CHECK( magma_cvinit( &b, Magma_DEV, A.num_cols, 1, one, queue ));
        CHECK( magma_cvinit( &x, Magma_DEV, A.num_cols, 1, zero, queue ));
        CHECK( magma_cvinit( &t, Magma_DEV, A.num_cols, 1, zero, queue ));
        CHECK( magma_cvinit( &x1, Magma_DEV, A.num_cols, 1, zero, queue ));
        CHECK( magma_cvinit( &x2, Magma_DEV, A.num_cols, 1, zero, queue ));
                        
        //preconditioner
        CHECK( magma_c_precondsetup( B_d, b, &zopts.solver_par, &zopts.precond_par, queue ) );
        
        float residual;
        CHECK( magma_cresidual( B_d, b, x, &residual, queue ));
        zopts.solver_par.init_res = residual;
        printf("data = [\n");
        
        printf("%%runtime left preconditioner:\n");
        tempo1 = magma_sync_wtime( queue );
        info = magma_c_applyprecond_left( MagmaNoTrans, B_d, b, &x1, &zopts.precond_par, queue ); 
        tempo2 = magma_sync_wtime( queue );
        if( info != 0 ){
            printf("error: preconditioner returned: %s (%d).\n",
                magma_strerror( info ), int(info) );
        }
        CHECK( magma_cresidual( B_d, b, x1, &residual, queue ));
        printf("%.8e  %.8e\n", tempo2-tempo1, residual );
        
        printf("%%runtime right preconditioner:\n");
        tempo1 = magma_sync_wtime( queue );
        info = magma_c_applyprecond_right( MagmaNoTrans, B_d, b, &x2, &zopts.precond_par, queue ); 
        tempo2 = magma_sync_wtime( queue );
        if( info != 0 ){
            printf("error: preconditioner returned: %s (%d).\n",
                magma_strerror( info ), int(info) );
        }
        CHECK( magma_cresidual( B_d, b, x2, &residual, queue ));
        printf("%.8e  %.8e\n", tempo2-tempo1, residual );
        
        
        printf("];\n");
        
        info = magma_c_applyprecond_left( MagmaNoTrans, B_d, b, &t, &zopts.precond_par, queue ); 
        info = magma_c_applyprecond_right( MagmaNoTrans, B_d, t, &x, &zopts.precond_par, queue ); 

                
        CHECK( magma_cresidual( B_d, b, x, &residual, queue ));
        zopts.solver_par.final_res = residual;
        
        magma_csolverinfo( &zopts.solver_par, &zopts.precond_par, queue );

        magma_cmfree(&B_d, queue );
        magma_cmfree(&B, queue );
        magma_cmfree(&A, queue );
        magma_cmfree(&x, queue );
        magma_cmfree(&x1, queue );
        magma_cmfree(&x2, queue );
        magma_cmfree(&b, queue );
        magma_cmfree(&t, queue );

        i++;
    }

cleanup:
    magma_cmfree(&B_d, queue );
    magma_cmfree(&B, queue );
    magma_cmfree(&A, queue );
    magma_cmfree(&x, queue );
    magma_cmfree(&x1, queue );
    magma_cmfree(&x2, queue );
    magma_cmfree(&b, queue );
    magma_cmfree(&t, queue );
    magma_csolverinfo_free( &zopts.solver_par, &zopts.precond_par, queue );
    magma_queue_destroy( queue );
    TESTING_FINALIZE();
    return info;
}