extern "C" magma_int_t
magma_zmdiagadd(
magma_z_sparse_matrix *A,
magmaDoubleComplex add,
magma_queue_t queue )
{
if ( A->memory_location == Magma_CPU && A->storage_type == Magma_CSRCOO ) {
for( magma_int_t z=0; z<A->nnz; z++ ) {
if ( A->col[z]== A->rowidx[z] ) {
// add some identity matrix
A->val[z] = A->val[z] + add;
}
}
return MAGMA_SUCCESS;
}
else {
magma_z_sparse_matrix hA, CSRA;
magma_storage_t A_storage = A->storage_type;
magma_location_t A_location = A->memory_location;
magma_z_mtransfer( *A, &hA, A->memory_location, Magma_CPU, queue );
magma_z_mconvert( hA, &CSRA, hA.storage_type, Magma_CSRCOO, queue );
magma_zmdiagadd( &CSRA, add, queue );
magma_z_mfree( &hA, queue );
magma_z_mfree( A, queue );
magma_z_mconvert( CSRA, &hA, Magma_CSRCOO, A_storage, queue );
magma_z_mtransfer( hA, A, Magma_CPU, A_location, queue );
magma_z_mfree( &hA, queue );
magma_z_mfree( &CSRA, queue );
return MAGMA_SUCCESS;
}
}
magma_int_t
magma_zbaiter( magma_z_sparse_matrix A, magma_z_vector b, magma_z_vector *x,
magma_z_solver_par *solver_par )
{
// prepare solver feedback
solver_par->solver = Magma_BAITER;
solver_par->info = 0;
magma_z_sparse_matrix A_d, D, R, D_d, R_d;
magma_z_mtransfer( A, &A_d, Magma_CPU, Magma_DEV );
// initial residual
real_Double_t tempo1, tempo2;
double residual;
magma_zresidual( A_d, b, *x, &residual );
solver_par->init_res = residual;
solver_par->res_vec = NULL;
solver_par->timing = NULL;
// setup
magma_zcsrsplit( 256, A, &D, &R );
magma_z_mtransfer( D, &D_d, Magma_CPU, Magma_DEV );
magma_z_mtransfer( R, &R_d, Magma_CPU, Magma_DEV );
magma_int_t localiter = 1;
magma_device_sync(); tempo1=magma_wtime();
// block-asynchronous iteration iterator
for( int iter=0; iter<solver_par->maxiter; iter++)
magma_zbajac_csr( localiter, D_d, R_d, b, x );
magma_device_sync(); tempo2=magma_wtime();
solver_par->runtime = (real_Double_t) tempo2-tempo1;
magma_zresidual( A_d, b, *x, &residual );
solver_par->final_res = residual;
solver_par->numiter = solver_par->maxiter;
if( solver_par->init_res > solver_par->final_res )
solver_par->info = 0;
else
solver_par->info = -1;
magma_z_mfree(&D);
magma_z_mfree(&R);
magma_z_mfree(&D_d);
magma_z_mfree(&R_d);
magma_z_mfree(&A_d);
return MAGMA_SUCCESS;
} /* magma_zbaiter */
extern "C" magma_int_t
magma_zjacobisetup_diagscal(
magma_z_sparse_matrix A, magma_z_vector *d,
magma_queue_t queue )
{
magma_int_t i;
magma_z_sparse_matrix A_h1, B;
magma_z_vector diag;
magma_z_vinit( &diag, Magma_CPU, A.num_rows, MAGMA_Z_ZERO, queue );
if ( A.storage_type != Magma_CSR) {
magma_z_mtransfer( A, &A_h1, A.memory_location, Magma_CPU, queue );
magma_z_mconvert( A_h1, &B, A_h1.storage_type, Magma_CSR, queue );
}
else {
magma_z_mtransfer( A, &B, A.memory_location, Magma_CPU, queue );
}
for( magma_int_t rowindex=0; rowindex<B.num_rows; rowindex++ ) {
magma_int_t start = (B.drow[rowindex]);
magma_int_t end = (B.drow[rowindex+1]);
for( i=start; i<end; i++ ) {
if ( B.dcol[i]==rowindex ) {
diag.val[rowindex] = 1.0/B.val[i];
if ( MAGMA_Z_REAL( diag.val[rowindex]) == 0 )
printf(" error: zero diagonal element in row %d!\n",
(int) rowindex);
}
}
}
magma_z_vtransfer( diag, d, Magma_CPU, A.memory_location, queue );
if ( A.storage_type != Magma_CSR) {
magma_z_mfree( &A_h1, queue );
}
magma_z_mfree( &B, queue );
magma_z_vfree( &diag, queue );
return MAGMA_SUCCESS;
}
extern "C" magma_int_t
magma_zcuspaxpy(
magmaDoubleComplex *alpha, magma_z_sparse_matrix A,
magmaDoubleComplex *beta, magma_z_sparse_matrix B,
magma_z_sparse_matrix *AB,
magma_queue_t queue )
{
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 ) ) {
magma_z_sparse_matrix C;
C.num_rows = A.num_rows;
C.num_cols = A.num_cols;
C.storage_type = A.storage_type;
C.memory_location = A.memory_location;
magma_int_t stat_dev = 0;
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;
// CUSPARSE context //
cusparseHandle_t handle;
cusparseStatus_t cusparseStatus;
cusparseStatus = cusparseCreate(&handle);
cusparseSetStream( handle, queue );
if (cusparseStatus != 0) printf("error in Handle.\n");
cusparseMatDescr_t descrA;
cusparseMatDescr_t descrB;
cusparseMatDescr_t descrC;
cusparseStatus = cusparseCreateMatDescr(&descrA);
cusparseStatus = cusparseCreateMatDescr(&descrB);
cusparseStatus = cusparseCreateMatDescr(&descrC);
if (cusparseStatus != 0) printf("error in MatrDescr.\n");
cusparseStatus =
cusparseSetMatType(descrA,CUSPARSE_MATRIX_TYPE_GENERAL);
cusparseSetMatType(descrB,CUSPARSE_MATRIX_TYPE_GENERAL);
cusparseSetMatType(descrC,CUSPARSE_MATRIX_TYPE_GENERAL);
if (cusparseStatus != 0) printf("error in MatrType.\n");
cusparseStatus =
cusparseSetMatIndexBase(descrA,CUSPARSE_INDEX_BASE_ZERO);
cusparseSetMatIndexBase(descrB,CUSPARSE_INDEX_BASE_ZERO);
cusparseSetMatIndexBase(descrC,CUSPARSE_INDEX_BASE_ZERO);
if (cusparseStatus != 0) printf("error in IndexBase.\n");
// multiply A and B on the device
magma_int_t baseC;
// nnzTotalDevHostPtr points to host memory
magma_index_t *nnzTotalDevHostPtr = (magma_index_t*) &C.nnz;
cusparseSetPointerMode(handle, CUSPARSE_POINTER_MODE_HOST);
stat_dev += magma_index_malloc( &C.drow, (A.num_rows + 1) );
cusparseXcsrgeamNnz(handle,A.num_rows, A.num_cols,
descrA, A.nnz, A.drow, A.dcol,
descrB, B.nnz, B.drow, B.dcol,
descrC, C.row, nnzTotalDevHostPtr);
if (NULL != nnzTotalDevHostPtr) {
C.nnz = *nnzTotalDevHostPtr;
} else {
// workaround as nnz and base C are magma_int_t
magma_index_t base_t, nnz_t;
magma_index_getvector( 1, C.drow+C.num_rows, 1, &nnz_t, 1 );
magma_index_getvector( 1, C.drow, 1, &base_t, 1 );
C.nnz = (magma_int_t) nnz_t;
baseC = (magma_int_t) base_t;
C.nnz -= baseC;
}
stat_dev += magma_index_malloc( &C.dcol, C.nnz );
stat_dev += magma_zmalloc( &C.dval, C.nnz );
if( stat_dev != 0 ) {
magma_z_mfree( &C, queue );
return MAGMA_ERR_DEVICE_ALLOC;
}
cusparseZcsrgeam(handle, A.num_rows, A.num_cols,
alpha,
descrA, A.nnz,
A.dval, A.drow, A.dcol,
beta,
descrB, B.nnz,
B.dval, B.drow, B.dcol,
descrC,
C.dval, C.drow, C.dcol);
cusparseDestroyMatDescr( descrA );
cusparseDestroyMatDescr( descrB );
cusparseDestroyMatDescr( descrC );
cusparseDestroy( handle );
// end CUSPARSE context //
magma_z_mtransfer( C, AB, Magma_DEV, Magma_DEV, queue );
magma_z_mfree( &C, queue );
return MAGMA_SUCCESS;
}
else {
printf("error: CSRSPAXPY only supported on device and CSR format.\n");
return MAGMA_SUCCESS;
}
}
extern "C" magma_int_t
magma_zpastixsetup(
magma_z_sparse_matrix A, magma_z_vector b,
magma_z_preconditioner *precond,
magma_queue_t queue )
{
#if defined(HAVE_PASTIX)
#if defined(PRECISION_d)
pastix_data_t *pastix_data = NULL; /* Pointer to a storage structure needed by pastix */
pastix_int_t ncol; /* Size of the matrix */
pastix_int_t *colptr = NULL; /* Indexes of first element of each column in row and values */
pastix_int_t *rows = NULL; /* Row of each element of the matrix */
pastix_float_t *values = NULL; /* Value of each element of the matrix */
pastix_float_t *rhs = NULL; /* right hand side */
pastix_int_t *iparm = NULL; /* integer parameters for pastix */
double *dparm = NULL; /* floating parameters for pastix */
pastix_int_t *perm = NULL; /* Permutation tabular */
pastix_int_t *invp = NULL; /* Reverse permutation tabular */
pastix_int_t mat_type;
magma_z_sparse_matrix A_h1, B;
magma_z_vector diag, c_t, b_h;
magma_z_vinit( &c_t, Magma_CPU, A.num_rows, MAGMA_Z_ZERO, queue );
magma_z_vinit( &diag, Magma_CPU, A.num_rows, MAGMA_Z_ZERO, queue );
magma_z_vtransfer( b, &b_h, A.memory_location, Magma_CPU, queue );
if ( A.storage_type != Magma_CSR ) {
magma_z_mtransfer( A, &A_h1, A.memory_location, Magma_CPU, queue );
magma_z_mconvert( A_h1, &B, A_h1.storage_type, Magma_CSR, queue );
}
else {
magma_z_mtransfer( A, &B, A.memory_location, Magma_CPU, queue );
}
rhs = (pastix_float_t*) b_h.dval;
ncol = B.num_rows;
colptr = B.drow;
rows = B.dcol;
values = (pastix_float_t*) B.dval;
mat_type = API_SYM_NO;
iparm = (pastix_int_t*)malloc(IPARM_SIZE*sizeof(pastix_int_t));
dparm = (pastix_float_t*)malloc(DPARM_SIZE*sizeof(pastix_float_t));
/*******************************************/
/* Initialize parameters to default values */
/*******************************************/
iparm[IPARM_MODIFY_PARAMETER] = API_NO;
pastix(&pastix_data, MPI_COMM_WORLD,
ncol, colptr, rows, values,
perm, invp, rhs, 1, iparm, dparm);
iparm[IPARM_THREAD_NBR] = 16;
iparm[IPARM_SYM] = mat_type;
iparm[IPARM_FACTORIZATION] = API_FACT_LU;
iparm[IPARM_VERBOSE] = API_VERBOSE_YES;
iparm[IPARM_ORDERING] = API_ORDER_SCOTCH;
iparm[IPARM_INCOMPLETE] = API_NO;
iparm[IPARM_RHS_MAKING] = API_RHS_B;
//iparm[IPARM_AMALGAMATION] = 5;
iparm[IPARM_LEVEL_OF_FILL] = 0;
/* if (incomplete == 1)
{
dparm[DPARM_EPSILON_REFINEMENT] = 1e-7;
}
*/
/*
* Matrix needs :
* - to be in fortran numbering
* - to have only the lower triangular part in symmetric case
* - to have a graph with a symmetric structure in unsymmetric case
* If those criteria are not matched, the csc will be reallocated and changed.
*/
iparm[IPARM_MATRIX_VERIFICATION] = API_YES;
perm = (pastix_int_t*)malloc(ncol*sizeof(pastix_int_t));
invp = (pastix_int_t*)malloc(ncol*sizeof(pastix_int_t));
/*******************************************/
/* Step 1 - Ordering / Scotch */
/* Perform it only when the pattern of */
/* matrix change. */
/* eg: mesh refinement */
/* In many cases users can simply go from */
/* API_TASK_ORDERING to API_TASK_ANALYSE */
/* in one call. */
/*******************************************/
/*******************************************/
/* Step 2 - Symbolic factorization */
/* Perform it only when the pattern of */
/* matrix change. */
/*******************************************/
/*******************************************/
/* Step 3 - Mapping and Compute scheduling */
/* Perform it only when the pattern of */
/* matrix change. */
/*******************************************/
/*******************************************/
/* Step 4 - Numerical Factorisation */
/* Perform it each time the values of the */
/* matrix changed. */
/*******************************************/
iparm[IPARM_START_TASK] = API_TASK_ORDERING;
iparm[IPARM_END_TASK] = API_TASK_NUMFACT;
pastix(&pastix_data, MPI_COMM_WORLD,
ncol, colptr, rows, values,
perm, invp, NULL, 1, iparm, dparm);
precond->int_array_1 = (magma_int_t*) perm;
precond->int_array_2 = (magma_int_t*) invp;
precond->M.dval = (magmaDoubleComplex*) values;
precond->M.dcol = (magma_int_t*) colptr;
precond->M.drow = (magma_int_t*) rows;
precond->M.num_rows = A.num_rows;
precond->M.num_cols = A.num_cols;
precond->M.memory_location = Magma_CPU;
precond->pastix_data = pastix_data;
precond->iparm = iparm;
precond->dparm = dparm;
if ( A.storage_type != Magma_CSR) {
magma_z_mfree( &A_h1, queue );
}
magma_z_vfree( &b_h, queue );
magma_z_mfree( &B, queue );
#else
printf( "error: only double precision supported yet.\n");
#endif
#else
printf( "error: pastix not available.\n");
#endif
return MAGMA_SUCCESS;
}
extern "C" magma_int_t
magma_zjacobisetup(
magma_z_sparse_matrix A, magma_z_vector b,
magma_z_sparse_matrix *M, magma_z_vector *c,
magma_queue_t queue )
{
magma_int_t i;
magma_z_sparse_matrix A_h1, A_h2, B, C;
magma_z_vector diag, c_t, b_h;
magma_z_vinit( &c_t, Magma_CPU, A.num_rows, MAGMA_Z_ZERO, queue );
magma_z_vinit( &diag, Magma_CPU, A.num_rows, MAGMA_Z_ZERO, queue );
magma_z_vtransfer( b, &b_h, A.memory_location, Magma_CPU, queue );
if ( A.storage_type != Magma_CSR ) {
magma_z_mtransfer( A, &A_h1, A.memory_location, Magma_CPU, queue );
magma_z_mconvert( A_h1, &B, A_h1.storage_type, Magma_CSR, queue );
}
else {
magma_z_mtransfer( A, &B, A.memory_location, Magma_CPU, queue );
}
for( magma_int_t rowindex=0; rowindex<B.num_rows; rowindex++ ) {
magma_int_t start = (B.drow[rowindex]);
magma_int_t end = (B.drow[rowindex+1]);
for( i=start; i<end; i++ ) {
if ( B.dcol[i]==rowindex ) {
diag.val[rowindex] = B.val[i];
if ( MAGMA_Z_REAL( diag.val[rowindex]) == 0 )
printf(" error: zero diagonal element in row %d!\n",
(int) rowindex);
}
}
for( i=start; i<end; i++ ) {
B.val[i] = B.val[i] / diag.val[rowindex];
if ( B.dcol[i]==rowindex ) {
B.val[i] = MAGMA_Z_MAKE( 0., 0. );
}
}
c_t.val[rowindex] = b_h.val[rowindex] / diag.val[rowindex];
}
magma_z_csr_compressor(&B.val, &B.drow, &B.dcol,
&C.val, &C.drow, &C.dcol, &B.num_rows, queue );
C.num_rows = B.num_rows;
C.num_cols = B.num_cols;
C.memory_location = B.memory_location;
C.nnz = C.drow[B.num_rows];
C.storage_type = B.storage_type;
C.memory_location = B.memory_location;
if ( A.storage_type != Magma_CSR) {
A_h2.alignment = A.alignment;
A_h2.blocksize = A.blocksize;
magma_z_mconvert( C, &A_h2, Magma_CSR, A_h1.storage_type, queue );
magma_z_mtransfer( A_h2, M, Magma_CPU, A.memory_location, queue );
}
else {
magma_z_mtransfer( C, M, Magma_CPU, A.memory_location, queue );
}
magma_z_vtransfer( c_t, c, Magma_CPU, A.memory_location, queue );
if ( A.storage_type != Magma_CSR) {
magma_z_mfree( &A_h1, queue );
magma_z_mfree( &A_h2, queue );
}
magma_z_mfree( &B, queue );
magma_z_mfree( &C, queue );
magma_z_vfree( &diag, queue );
magma_z_vfree( &c_t, queue );
magma_z_vfree( &b_h, queue );
return MAGMA_SUCCESS;
}
/* ////////////////////////////////////////////////////////////////////////////
-- testing csr matrix add
*/
int main( int argc, char** argv )
{
TESTING_INIT();
magma_queue_t queue;
magma_queue_create( /*devices[ opts->device ],*/ &queue );
real_Double_t res;
magma_z_sparse_matrix A, B, B2, C, A_d, B_d, C_d;
magmaDoubleComplex one = MAGMA_Z_MAKE(1.0, 0.0);
magmaDoubleComplex zero = MAGMA_Z_MAKE(0.0, 0.0);
magmaDoubleComplex mone = MAGMA_Z_MAKE(-1.0, 0.0);
magma_int_t i=1;
if ( strcmp("LAPLACE2D", argv[i]) == 0 && i+1 < argc ) { // Laplace test
i++;
magma_int_t laplace_size = atoi( argv[i] );
magma_zm_5stencil( laplace_size, &A, queue );
} else { // file-matrix test
magma_z_csr_mtx( &A, argv[i], queue );
}
printf( "# matrix info: %d-by-%d with %d nonzeros\n",
(int) A.num_rows,(int) A.num_cols,(int) A.nnz );
i++;
if ( strcmp("LAPLACE2D", argv[i]) == 0 && i+1 < argc ) { // Laplace test
i++;
magma_int_t laplace_size = atoi( argv[i] );
magma_zm_5stencil( laplace_size, &B, queue );
} else { // file-matrix test
magma_z_csr_mtx( &B, argv[i], queue );
}
printf( "# matrix info: %d-by-%d with %d nonzeros\n",
(int) B.num_rows,(int) B.num_cols,(int) B.nnz );
magma_z_mtransfer( A, &A_d, Magma_CPU, Magma_DEV, queue );
magma_z_mtransfer( B, &B_d, Magma_CPU, Magma_DEV, queue );
magma_zcuspaxpy( &one, A_d, &one, B_d, &C_d, queue );
magma_z_mfree(&B_d, queue );
magma_zcuspaxpy( &mone, A_d, &one, C_d, &B_d, queue );
magma_z_mtransfer( B_d, &B2, Magma_DEV, Magma_CPU, queue );
magma_z_mfree(&A_d, queue );
magma_z_mfree(&B_d, queue );
magma_z_mfree(&C_d, queue );
// check difference
magma_zmdiff( B, B2, &res, queue );
printf("# ||A-B||_F = %8.2e\n", res);
if ( res < .000001 )
printf("# tester matrix add: ok\n");
else
printf("# tester matrix add: failed\n");
magma_z_mfree(&A, queue );
magma_z_mfree(&B, queue );
magma_z_mfree(&B2, queue );
magma_queue_destroy( queue );
TESTING_FINALIZE();
return 0;
}
/* ////////////////////////////////////////////////////////////////////////////
-- running magma_zgmres
*/
int main( int argc, char** argv)
{
TESTING_INIT();
magma_z_solver_par solver_par;
magma_z_preconditioner precond_par;
solver_par.epsilon = 10e-16;
solver_par.maxiter = 1000;
solver_par.restart = 30;
solver_par.num_eigenvalues = 0;
solver_par.ortho = Magma_CGS;
solver_par.verbose = 0;
int format = 0;
int ortho = 0;
int scale = 0;
magma_scale_t scaling = Magma_NOSCALE;
magma_z_sparse_matrix A, B, B_d;
magma_z_vector x, b;
B.blocksize = 8;
B.alignment = 8;
magmaDoubleComplex one = MAGMA_Z_MAKE(1.0, 0.0);
magmaDoubleComplex zero = MAGMA_Z_MAKE(0.0, 0.0);
B.storage_type = Magma_CSR;
int i;
for( i = 1; i < argc; ++i ) {
if ( strcmp("--format", argv[i]) == 0 ) {
format = atoi( argv[++i] );
switch( format ) {
case 0: B.storage_type = Magma_CSR; break;
case 1: B.storage_type = Magma_ELL; break;
case 2: B.storage_type = Magma_ELLRT; break;
case 3: B.storage_type = Magma_SELLP; break;
}
}else if ( strcmp("--mscale", argv[i]) == 0 ) {
scale = atoi( argv[++i] );
switch( scale ) {
case 0: scaling = Magma_NOSCALE; break;
case 1: scaling = Magma_UNITDIAG; break;
case 2: scaling = Magma_UNITROW; break;
}
}else if ( strcmp("--blocksize", argv[i]) == 0 ) {
B.blocksize = atoi( argv[++i] );
}else if ( strcmp("--alignment", argv[i]) == 0 ) {
B.alignment = atoi( argv[++i] );
}else if ( strcmp("--verbose", argv[i]) == 0 ) {
solver_par.verbose = atoi( argv[++i] );
} else if ( strcmp("--ortho", argv[i]) == 0 ) {
ortho = atoi( argv[++i] );
switch( ortho ) {
case 0: solver_par.ortho = Magma_CGS; break;
case 1: solver_par.ortho = Magma_MGS; break;
case 2: solver_par.ortho = Magma_FUSED_CGS; break;
}
} else if ( strcmp("--restart", argv[i]) == 0 ) {
solver_par.restart = atoi( argv[++i] );
} else if ( strcmp("--maxiter", argv[i]) == 0 ) {
solver_par.maxiter = atoi( argv[++i] );
} else if ( strcmp("--tol", argv[i]) == 0 ) {
sscanf( argv[++i], "%lf", &solver_par.epsilon );
} else
break;
}
printf( "\n# usage: ./run_zgmres"
" [ --format %d (0=CSR, 1=ELL 2=ELLRT, 3=SELLP)"
" [ --blocksize %d --alignment %d ]"
" --mscale %d (0=no, 1=unitdiag, 2=unitrownrm)"
" --verbose %d (0=summary, k=details every k iterations)"
" --restart %d --maxiter %d --tol %.2e"
" --ortho %d (0=CGS, 1=MGS, 2=FUSED_CGS) ]"
" matrices \n\n", format, (int) B.blocksize, (int) B.alignment,
(int) scale,
(int) solver_par.verbose,
(int) solver_par.restart, (int) solver_par.maxiter,
solver_par.epsilon, ortho );
magma_zsolverinfo_init( &solver_par, &precond_par );
while( i < argc ){
magma_z_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_zmscale( &A, scaling );
magma_z_mconvert( A, &B, Magma_CSR, B.storage_type );
magma_z_mtransfer( B, &B_d, Magma_CPU, Magma_DEV );
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zgmres( B_d, b, &x, &solver_par );
magma_zsolverinfo( &solver_par, &precond_par );
magma_z_mfree(&B_d);
magma_z_mfree(&B);
magma_z_mfree(&A);
magma_z_vfree(&x);
magma_z_vfree(&b);
i++;
}
magma_zsolverinfo_free( &solver_par, &precond_par );
TESTING_FINALIZE();
return 0;
}
extern "C" magma_int_t
magma_zmscale(
magma_z_sparse_matrix *A,
magma_scale_t scaling,
magma_queue_t queue )
{
if ( A->memory_location == Magma_CPU && A->storage_type == Magma_CSRCOO ) {
if ( scaling == Magma_NOSCALE ) {
// no scale
;
}
else if ( scaling == Magma_UNITROW ) {
// scale to unit rownorm
magmaDoubleComplex *tmp;
magma_zmalloc_cpu( &tmp, A->num_rows );
for( magma_int_t z=0; z<A->num_rows; z++ ) {
magmaDoubleComplex s = MAGMA_Z_MAKE( 0.0, 0.0 );
for( magma_int_t f=A->row[z]; f<A->row[z+1]; f++ )
s+= MAGMA_Z_REAL(A->val[f])*MAGMA_Z_REAL(A->val[f]);
tmp[z] = MAGMA_Z_MAKE( 1.0/sqrt( MAGMA_Z_REAL( s ) ), 0.0 );
}
for( magma_int_t z=0; z<A->nnz; z++ ) {
A->val[z] = A->val[z] * tmp[A->col[z]] * tmp[A->rowidx[z]];
}
magma_free_cpu( tmp );
}
else if (scaling == Magma_UNITDIAG ) {
// scale to unit diagonal
magmaDoubleComplex *tmp;
magma_zmalloc_cpu( &tmp, A->num_rows );
for( magma_int_t z=0; z<A->num_rows; z++ ) {
magmaDoubleComplex s = MAGMA_Z_MAKE( 0.0, 0.0 );
for( magma_int_t f=A->row[z]; f<A->row[z+1]; f++ ) {
if ( A->col[f]== z ) {
// add some identity matrix
//A->val[f] = A->val[f] + MAGMA_Z_MAKE( 100000.0, 0.0 );
s = A->val[f];
}
}
if ( s == MAGMA_Z_MAKE( 0.0, 0.0 ) )
printf("error: zero diagonal element.\n");
tmp[z] = MAGMA_Z_MAKE( 1.0/sqrt( MAGMA_Z_REAL( s ) ), 0.0 );
}
for( magma_int_t z=0; z<A->nnz; z++ ) {
A->val[z] = A->val[z] * tmp[A->col[z]] * tmp[A->rowidx[z]];
}
magma_free_cpu( tmp );
}
else
printf( "error: scaling not supported\n" );
return MAGMA_SUCCESS;
}
else {
magma_z_sparse_matrix hA, CSRA;
magma_storage_t A_storage = A->storage_type;
magma_location_t A_location = A->memory_location;
magma_z_mtransfer( *A, &hA, A->memory_location, Magma_CPU, queue );
magma_z_mconvert( hA, &CSRA, hA.storage_type, Magma_CSRCOO, queue );
magma_zmscale( &CSRA, scaling, queue );
magma_z_mfree( &hA, queue );
magma_z_mfree( A, queue );
magma_z_mconvert( CSRA, &hA, Magma_CSRCOO, A_storage, queue );
magma_z_mtransfer( hA, A, Magma_CPU, A_location, queue );
magma_z_mfree( &hA, queue );
magma_z_mfree( &CSRA, queue );
return MAGMA_SUCCESS;
}
}
extern "C" magma_int_t
magma_z_cucsrtranspose(
magma_z_sparse_matrix A,
magma_z_sparse_matrix *B,
magma_queue_t queue )
{
// for symmetric matrices: convert to csc using cusparse
if( A.storage_type == Magma_CSR && A.memory_location == Magma_DEV ) {
magma_z_sparse_matrix C;
magma_z_mtransfer( A, &C, Magma_DEV, Magma_DEV, queue );
// CUSPARSE context //
cusparseHandle_t handle;
cusparseStatus_t cusparseStatus;
cusparseStatus = cusparseCreate(&handle);
cusparseSetStream( handle, queue );
if (cusparseStatus != 0) printf("error in Handle.\n");
cusparseMatDescr_t descrA;
cusparseMatDescr_t descrB;
cusparseStatus = cusparseCreateMatDescr(&descrA);
cusparseStatus = cusparseCreateMatDescr(&descrB);
if (cusparseStatus != 0) printf("error in MatrDescr.\n");
cusparseStatus =
cusparseSetMatType(descrA,CUSPARSE_MATRIX_TYPE_GENERAL);
cusparseSetMatType(descrB,CUSPARSE_MATRIX_TYPE_GENERAL);
if (cusparseStatus != 0) printf("error in MatrType.\n");
cusparseStatus =
cusparseSetMatIndexBase(descrA,CUSPARSE_INDEX_BASE_ZERO);
cusparseSetMatIndexBase(descrB,CUSPARSE_INDEX_BASE_ZERO);
if (cusparseStatus != 0) printf("error in IndexBase.\n");
cusparseStatus =
cusparseZcsr2csc( handle, A.num_rows, A.num_rows, A.nnz,
A.dval, A.drow, A.dcol, C.dval, C.dcol, C.drow,
CUSPARSE_ACTION_NUMERIC,
CUSPARSE_INDEX_BASE_ZERO);
if (cusparseStatus != 0)
printf("error in transpose: %d.\n", cusparseStatus);
cusparseDestroyMatDescr( descrA );
cusparseDestroyMatDescr( descrB );
cusparseDestroy( handle );
magma_z_mtransfer( C, B, Magma_DEV, Magma_DEV, queue );
if( A.fill_mode == Magma_FULL ){
B->fill_mode = Magma_FULL;
}
else if( A.fill_mode == Magma_LOWER ){
B->fill_mode = Magma_UPPER;
}
else if ( A.fill_mode == Magma_UPPER ){
B->fill_mode = Magma_LOWER;
}
// end CUSPARSE context //
return MAGMA_SUCCESS;
}else if( A.storage_type == Magma_CSR && A.memory_location == Magma_CPU ){
magma_z_sparse_matrix A_d, B_d;
magma_z_mtransfer( A, &A_d, A.memory_location, Magma_DEV, queue );
magma_z_cucsrtranspose( A_d, &B_d, queue );
magma_z_mtransfer( B_d, B, Magma_DEV, A.memory_location, queue );
magma_z_mfree( &A_d, queue );
magma_z_mfree( &B_d, queue );
return MAGMA_SUCCESS;
}else {
magma_z_sparse_matrix ACSR, BCSR;
magma_z_mconvert( A, &ACSR, A.storage_type, Magma_CSR, queue );
magma_z_cucsrtranspose( ACSR, &BCSR, queue );
magma_z_mconvert( BCSR, B, Magma_CSR, A.storage_type, queue );
magma_z_mfree( &ACSR, queue );
magma_z_mfree( &BCSR, queue );
return MAGMA_SUCCESS;
}
}
magma_int_t
magma_zailusetup( magma_z_sparse_matrix A, magma_z_preconditioner *precond ){
magma_z_sparse_matrix hAh, hA, hAL, hALCOO, hAU, hAUT, hAUCOO, dAL, dAU,
hL, hU, dL, dU, DL, RL, DU, RU;
// copy original matrix as CSRCOO to device
magma_z_mtransfer(A, &hAh, A.memory_location, Magma_CPU);
magma_z_mconvert( hAh, &hA, hAh.storage_type, Magma_CSR );
magma_z_mfree(&hAh);
// in case using fill-in
magma_zilustruct( &hA, precond->levels);
// need only lower triangular
hAL.diagorder_type == Magma_UNITY;
magma_z_mconvert( hA, &hAL, Magma_CSR, Magma_CSRL );
magma_z_mconvert( hAL, &hALCOO, Magma_CSR, Magma_CSRCOO );
magma_z_mtransfer( hALCOO, &dAL, Magma_CPU, Magma_DEV );
magma_z_mtransfer( hALCOO, &dAU, Magma_CPU, Magma_DEV );
// need only upper triangular
magma_z_mconvert( hA, &hAU, Magma_CSR, Magma_CSRU );
magma_z_cucsrtranspose( hAU, &hAUT );
magma_z_mconvert( hAUT, &hAUCOO, Magma_CSR, Magma_CSRCOO );
magma_z_mtransfer( hAUCOO, &dL, Magma_CPU, Magma_DEV );
magma_z_mtransfer( hAUCOO, &dU, Magma_CPU, Magma_DEV );
magma_z_mfree(&hALCOO);
magma_z_mfree(&hAL);
magma_z_mfree(&hAUCOO);
magma_z_mfree(&hAUT);
magma_z_mfree(&hAU);
for(int i=0; i<precond->sweeps; i++){
magma_zailu_csr_s( dAL, dAU, dL, dU );
}
magma_z_mtransfer( dL, &hL, Magma_DEV, Magma_CPU );
magma_z_mtransfer( dU, &hU, Magma_DEV, Magma_CPU );
magma_z_LUmergein( hL, hU, &hA);
magma_z_mtransfer( hA, &precond->M, Magma_CPU, Magma_DEV );
magma_z_mfree(&dL);
magma_z_mfree(&dU);
magma_z_mfree(&dAL);
magma_z_mfree(&dAU);
hAL.diagorder_type = Magma_UNITY;
magma_z_mconvert(hA, &hAL, Magma_CSR, Magma_CSRL);
hAL.storage_type = Magma_CSR;
magma_z_mconvert(hA, &hAU, Magma_CSR, Magma_CSRU);
hAU.storage_type = Magma_CSR;
magma_z_mfree(&hA);
magma_z_mfree(&hL);
magma_z_mfree(&hU);
magma_zcsrsplit( 256, hAL, &DL, &RL );
magma_zcsrsplit( 256, hAU, &DU, &RU );
magma_z_mtransfer( DL, &precond->LD, Magma_CPU, Magma_DEV );
magma_z_mtransfer( DU, &precond->UD, Magma_CPU, Magma_DEV );
// for cusparse uncomment this
magma_z_mtransfer( hAL, &precond->L, Magma_CPU, Magma_DEV );
magma_z_mtransfer( hAU, &precond->U, Magma_CPU, Magma_DEV );
// for ba-solve uncomment this
/*
if( RL.nnz != 0 )
magma_z_mtransfer( RL, &precond->L, Magma_CPU, Magma_DEV );
else{
precond->L.nnz = 0;
precond->L.val = NULL;
precond->L.col = NULL;
precond->L.row = NULL;
precond->L.blockinfo = NULL;
}
if( RU.nnz != 0 )
magma_z_mtransfer( RU, &precond->U, Magma_CPU, Magma_DEV );
else{
precond->U.nnz = 0;
precond->L.val = NULL;
precond->L.col = NULL;
precond->L.row = NULL;
precond->L.blockinfo = NULL;
}
*/
magma_z_mfree(&hAL);
magma_z_mfree(&hAU);
magma_z_mfree(&DL);
magma_z_mfree(&RL);
magma_z_mfree(&DU);
magma_z_mfree(&RU);
// CUSPARSE context //
cusparseHandle_t cusparseHandle;
cusparseStatus_t cusparseStatus;
cusparseStatus = cusparseCreate(&cusparseHandle);
if(cusparseStatus != 0) printf("error in Handle.\n");
cusparseMatDescr_t descrL;
cusparseStatus = cusparseCreateMatDescr(&descrL);
if(cusparseStatus != 0) printf("error in MatrDescr.\n");
cusparseStatus =
cusparseSetMatType(descrL,CUSPARSE_MATRIX_TYPE_TRIANGULAR);
if(cusparseStatus != 0) printf("error in MatrType.\n");
cusparseStatus =
cusparseSetMatDiagType (descrL, CUSPARSE_DIAG_TYPE_UNIT);
if(cusparseStatus != 0) printf("error in DiagType.\n");
cusparseStatus =
cusparseSetMatIndexBase(descrL,CUSPARSE_INDEX_BASE_ZERO);
if(cusparseStatus != 0) printf("error in IndexBase.\n");
cusparseStatus =
cusparseSetMatFillMode(descrL,CUSPARSE_FILL_MODE_LOWER);
if(cusparseStatus != 0) printf("error in fillmode.\n");
cusparseStatus = cusparseCreateSolveAnalysisInfo(&precond->cuinfoL);
if(cusparseStatus != 0) printf("error in info.\n");
cusparseStatus =
cusparseZcsrsv_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 );
if(cusparseStatus != 0) printf("error in analysis.\n");
cusparseDestroyMatDescr( descrL );
cusparseMatDescr_t descrU;
cusparseStatus = cusparseCreateMatDescr(&descrU);
if(cusparseStatus != 0) printf("error in MatrDescr.\n");
cusparseStatus =
cusparseSetMatType(descrU,CUSPARSE_MATRIX_TYPE_TRIANGULAR);
if(cusparseStatus != 0) printf("error in MatrType.\n");
cusparseStatus =
cusparseSetMatDiagType (descrU, CUSPARSE_DIAG_TYPE_NON_UNIT);
if(cusparseStatus != 0) printf("error in DiagType.\n");
cusparseStatus =
cusparseSetMatIndexBase(descrU,CUSPARSE_INDEX_BASE_ZERO);
if(cusparseStatus != 0) printf("error in IndexBase.\n");
cusparseStatus =
cusparseSetMatFillMode(descrU,CUSPARSE_FILL_MODE_UPPER);
if(cusparseStatus != 0) printf("error in fillmode.\n");
cusparseStatus = cusparseCreateSolveAnalysisInfo(&precond->cuinfoU);
if(cusparseStatus != 0) printf("error in info.\n");
cusparseStatus =
cusparseZcsrsv_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 );
if(cusparseStatus != 0) printf("error in analysis.\n");
cusparseDestroyMatDescr( descrU );
cusparseDestroy( cusparseHandle );
return MAGMA_SUCCESS;
}
magma_int_t
magma_zaiccsetup( magma_z_sparse_matrix A, magma_z_preconditioner *precond ){
magma_z_sparse_matrix hAh, hA, hAL, hALCOO, dAL, hL, dL, DL, RL;
// copy original matrix as CSRCOO to device
magma_z_mtransfer(A, &hAh, A.memory_location, Magma_CPU);
magma_z_mconvert( hAh, &hA, hAh.storage_type, Magma_CSR );
magma_z_mfree(&hAh);
// in case using fill-in
magma_zilustruct( &hA, precond->levels);
magma_z_mconvert( hA, &hAL, Magma_CSR, Magma_CSRL );
magma_z_mconvert( hAL, &hALCOO, Magma_CSR, Magma_CSRCOO );
magma_z_mtransfer( hALCOO, &dAL, Magma_CPU, Magma_DEV );
magma_z_mtransfer( hALCOO, &dL, Magma_CPU, Magma_DEV );
magma_z_mfree(&hALCOO);
magma_z_mfree(&hAL);
magma_z_mfree(&hA);
for(int i=0; i<precond->sweeps; i++){
magma_zaic_csr_s( dAL, dL );
}
magma_z_mtransfer( dL, &hL, Magma_DEV, Magma_CPU );
magma_z_mfree(&dL);
magma_z_mfree(&dAL);
magma_z_mconvert(hL, &hAL, hL.storage_type, Magma_CSR);
// for CUSPARSE
magma_z_mtransfer( hAL, &precond->M, Magma_CPU, Magma_DEV );
magma_zcsrsplit( 256, hAL, &DL, &RL );
magma_z_mtransfer( DL, &precond->LD, Magma_CPU, Magma_DEV );
magma_z_mtransfer( RL, &precond->L, Magma_CPU, Magma_DEV );
magma_z_mfree(&hL);
magma_z_cucsrtranspose( hAL, &hL );
magma_zcsrsplit( 256, hL, &DL, &RL );
magma_z_mtransfer( DL, &precond->UD, Magma_CPU, Magma_DEV );
magma_z_mtransfer( RL, &precond->U, Magma_CPU, Magma_DEV );
magma_z_mfree(&hAL);
magma_z_mfree(&hL);
magma_z_mfree(&DL);
magma_z_mfree(&RL);
// CUSPARSE context //
cusparseHandle_t cusparseHandle;
cusparseStatus_t cusparseStatus;
cusparseStatus = cusparseCreate(&cusparseHandle);
if(cusparseStatus != 0) printf("error in Handle.\n");
cusparseMatDescr_t descrL;
cusparseStatus = cusparseCreateMatDescr(&descrL);
if(cusparseStatus != 0) printf("error in MatrDescr.\n");
cusparseStatus =
cusparseSetMatType(descrL,CUSPARSE_MATRIX_TYPE_TRIANGULAR);
if(cusparseStatus != 0) printf("error in MatrType.\n");
cusparseStatus =
cusparseSetMatDiagType (descrL, CUSPARSE_DIAG_TYPE_NON_UNIT);
if(cusparseStatus != 0) printf("error in DiagType.\n");
cusparseStatus =
cusparseSetMatIndexBase(descrL,CUSPARSE_INDEX_BASE_ZERO);
if(cusparseStatus != 0) printf("error in IndexBase.\n");
cusparseStatus =
cusparseSetMatFillMode(descrL,CUSPARSE_FILL_MODE_LOWER);
if(cusparseStatus != 0) printf("error in fillmode.\n");
cusparseStatus = cusparseCreateSolveAnalysisInfo(&precond->cuinfoL);
if(cusparseStatus != 0) printf("error in info.\n");
cusparseStatus =
cusparseZcsrsv_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 );
if(cusparseStatus != 0) printf("error in analysis L.\n");
cusparseDestroyMatDescr( descrL );
cusparseMatDescr_t descrU;
cusparseStatus = cusparseCreateMatDescr(&descrU);
if(cusparseStatus != 0) printf("error in MatrDescr.\n");
cusparseStatus =
cusparseSetMatType(descrU,CUSPARSE_MATRIX_TYPE_TRIANGULAR);
if(cusparseStatus != 0) printf("error in MatrType.\n");
cusparseStatus =
cusparseSetMatDiagType (descrU, CUSPARSE_DIAG_TYPE_NON_UNIT);
if(cusparseStatus != 0) printf("error in DiagType.\n");
cusparseStatus =
cusparseSetMatIndexBase(descrU,CUSPARSE_INDEX_BASE_ZERO);
if(cusparseStatus != 0) printf("error in IndexBase.\n");
cusparseStatus =
cusparseSetMatFillMode(descrU,CUSPARSE_FILL_MODE_LOWER);
if(cusparseStatus != 0) printf("error in fillmode.\n");
cusparseStatus = cusparseCreateSolveAnalysisInfo(&precond->cuinfoU);
if(cusparseStatus != 0) printf("error in info.\n");
cusparseStatus =
cusparseZcsrsv_analysis(cusparseHandle,
CUSPARSE_OPERATION_TRANSPOSE, precond->M.num_rows,
precond->M.nnz, descrU,
precond->M.val, precond->M.row, precond->M.col, precond->cuinfoU );
if(cusparseStatus != 0) printf("error in analysis U.\n");
cusparseDestroyMatDescr( descrU );
cusparseDestroy( cusparseHandle );
return MAGMA_SUCCESS;
}
/* ////////////////////////////////////////////////////////////////////////////
-- Debugging file
*/
int main( int argc, char** argv)
{
TESTING_INIT();
magma_z_solver_par solver_par;
magma_z_preconditioner precond_par;
solver_par.epsilon = 10e-16;
solver_par.maxiter = 1000;
solver_par.verbose = 0;
solver_par.restart = 30;
solver_par.num_eigenvalues = 0;
solver_par.ortho = Magma_CGS;
magmaDoubleComplex one = MAGMA_Z_MAKE(1.0, 0.0);
magmaDoubleComplex zero = MAGMA_Z_MAKE(0.0, 0.0);
magma_z_sparse_matrix A, B, B_d;
magma_z_vector x, b;
// generate matrix of desired structure and size
magma_int_t n=100; // size is n*n
magma_int_t nn = n*n;
magma_int_t offdiags = 2;
magma_index_t *diag_offset;
magmaDoubleComplex *diag_vals;
magma_zmalloc_cpu( &diag_vals, offdiags+1 );
magma_index_malloc_cpu( &diag_offset, offdiags+1 );
diag_offset[0] = 0;
diag_offset[1] = 1;
diag_offset[2] = n;
diag_vals[0] = MAGMA_Z_MAKE( 4.1, 0.0 );
diag_vals[1] = MAGMA_Z_MAKE( -1.0, 0.0 );
diag_vals[2] = MAGMA_Z_MAKE( -1.0, 0.0 );
magma_zmgenerator( nn, offdiags, diag_offset, diag_vals, &A );
// convert marix into desired format
B.storage_type = Magma_SELLC;
B.blocksize = 8;
B.alignment = 8;
// scale matrix
magma_zmscale( &A, Magma_UNITDIAG );
magma_z_mconvert( A, &B, Magma_CSR, B.storage_type );
magma_z_mtransfer( B, &B_d, Magma_CPU, Magma_DEV );
// test CG ####################################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// solver
magma_zcg_res( B_d, b, &x, &solver_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test PCG Jacobi ############################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_JACOBI;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpcg( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test PCG IC ################################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_ICC;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpcg( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test PCG IC ################################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_ICC;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpcg( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test BICGSTAB ####################################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// solver
magma_zbicgstab( B_d, b, &x, &solver_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test PBICGSTAB Jacobi ############################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_JACOBI;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpbicgstab( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
/*
// test PBICGSTAB ILU ###############################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_ILU;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpbicgstab( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test PBICGSTAB ILU ###############################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);printf("here\n");
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_ILU;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpbicgstab( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test GMRES ####################################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// solver
magma_zgmres( B_d, b, &x, &solver_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
// test PGMRES Jacobi ############################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_JACOBI;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpgmres( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);*/
// test PGMRES ILU ###############################
// vectors and initial guess
magma_z_vinit( &b, Magma_DEV, A.num_cols, one );
magma_z_vinit( &x, Magma_DEV, A.num_cols, one );
magma_z_spmv( one, B_d, x, zero, b ); // b = A x
magma_z_vfree(&x);
magma_z_vinit( &x, Magma_DEV, A.num_cols, zero );
magma_zsolverinfo_init( &solver_par, &precond_par );
// Preconditioner
precond_par.solver = Magma_ILU;
magma_z_precondsetup( B_d, b, &precond_par );
// solver
magma_zpgmres( B_d, b, &x, &solver_par, &precond_par );
// solverinfo
magma_zsolverinfo( &solver_par, &precond_par );
if( solver_par.numiter > 150 ){
printf("error: test not passed!\n"); exit(-1);
}
magma_zsolverinfo_free( &solver_par, &precond_par );
magma_z_vfree(&x);
magma_z_vfree(&b);
printf("all tests passed.\n");
magma_z_mfree(&B_d);
magma_z_mfree(&B);
magma_z_mfree(&A);
TESTING_FINALIZE();
return 0;
}
/* ////////////////////////////////////////////////////////////////////////////
-- testing sparse matrix vector product
*/
int main( int argc, char** argv )
{
TESTING_INIT();
magma_queue_t queue;
magma_queue_create( /*devices[ opts->device ],*/ &queue );
magma_z_sparse_matrix hA, hA_SELLP, hA_ELL, dA, dA_SELLP, dA_ELL;
hA_SELLP.blocksize = 8;
hA_SELLP.alignment = 8;
real_Double_t start, end, res;
magma_int_t *pntre;
magmaDoubleComplex c_one = MAGMA_Z_MAKE(1.0, 0.0);
magmaDoubleComplex c_zero = MAGMA_Z_MAKE(0.0, 0.0);
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_zspmv"
" [ --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] );
magma_zm_5stencil( laplace_size, &hA, queue );
} else { // file-matrix test
magma_z_csr_mtx( &hA, argv[i], queue );
}
printf( "\n# matrix info: %d-by-%d with %d nonzeros\n\n",
(int) hA.num_rows,(int) hA.num_cols,(int) hA.nnz );
real_Double_t FLOPS = 2.0*hA.nnz/1e9;
magma_z_vector hx, hy, dx, dy, hrefvec, hcheck;
// init CPU vectors
magma_z_vinit( &hx, Magma_CPU, hA.num_rows, c_zero, queue );
magma_z_vinit( &hy, Magma_CPU, hA.num_rows, c_zero, queue );
// init DEV vectors
magma_z_vinit( &dx, Magma_DEV, hA.num_rows, c_one, queue );
magma_z_vinit( &dy, Magma_DEV, hA.num_rows, c_zero, queue );
#ifdef MAGMA_WITH_MKL
// calling MKL with CSR
pntre = (magma_int_t*)malloc( (hA.num_rows+1)*sizeof(magma_int_t) );
pntre[0] = 0;
for (j=0; j<hA.num_rows; 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 *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 ];
}
start = magma_wtime();
for (j=0; j<10; j++ ) {
mkl_zcsrmv( "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 : %.2e seconds %.2e GFLOP/s (CSR).\n",
(end-start)/10, FLOPS*10/(end-start) );
TESTING_FREE_CPU( row );
TESTING_FREE_CPU( col );
free(pntre);
#endif // MAGMA_WITH_MKL
// copy matrix to GPU
magma_z_mtransfer( hA, &dA, Magma_CPU, Magma_DEV, queue );
// SpMV on GPU (CSR) -- this is the reference!
start = magma_sync_wtime( queue );
for (j=0; j<10; j++)
magma_z_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/(end-start) );
magma_z_mfree(&dA, queue );
magma_z_vtransfer( dy, &hrefvec , Magma_DEV, Magma_CPU, queue );
// convert to ELL and copy to GPU
magma_z_mconvert( hA, &hA_ELL, Magma_CSR, Magma_ELL, queue );
magma_z_mtransfer( hA_ELL, &dA_ELL, Magma_CPU, Magma_DEV, queue );
magma_z_mfree(&hA_ELL, queue );
magma_z_vfree( &dy, queue );
magma_z_vinit( &dy, Magma_DEV, hA.num_rows, c_zero, queue );
// SpMV on GPU (ELL)
start = magma_sync_wtime( queue );
for (j=0; j<10; j++)
magma_z_spmv( c_one, dA_ELL, dx, c_zero, dy, queue );
end = magma_sync_wtime( queue );
printf( " > MAGMA: %.2e seconds %.2e GFLOP/s (standard ELL).\n",
(end-start)/10, FLOPS*10/(end-start) );
magma_z_mfree(&dA_ELL, queue );
magma_z_vtransfer( dy, &hcheck , Magma_DEV, Magma_CPU, queue );
res = 0.0;
for(magma_int_t k=0; k<hA.num_rows; k++ )
res=res + MAGMA_Z_REAL(hcheck.val[k]) - MAGMA_Z_REAL(hrefvec.val[k]);
if ( res < .000001 )
printf("# tester spmv ELL: ok\n");
else
printf("# tester spmv ELL: failed\n");
magma_z_vfree( &hcheck, queue );
// convert to SELLP and copy to GPU
magma_z_mconvert( hA, &hA_SELLP, Magma_CSR, Magma_SELLP, queue );
magma_z_mtransfer( hA_SELLP, &dA_SELLP, Magma_CPU, Magma_DEV, queue );
magma_z_mfree(&hA_SELLP, queue );
magma_z_vfree( &dy, queue );
magma_z_vinit( &dy, Magma_DEV, hA.num_rows, c_zero, queue );
// SpMV on GPU (SELLP)
start = magma_sync_wtime( queue );
for (j=0; j<10; j++)
magma_z_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/(end-start) );
magma_z_vtransfer( dy, &hcheck , Magma_DEV, Magma_CPU, queue );
res = 0.0;
for(magma_int_t k=0; k<hA.num_rows; k++ )
res=res + MAGMA_Z_REAL(hcheck.val[k]) - MAGMA_Z_REAL(hrefvec.val[k]);
printf("# |x-y|_F = %8.2e\n", res);
if ( res < .000001 )
printf("# tester spmv SELL-P: ok\n");
else
printf("# tester spmv SELL-P: failed\n");
magma_z_vfree( &hcheck, queue );
magma_z_mfree(&dA_SELLP, queue );
// SpMV on GPU (CUSPARSE - CSR)
// CUSPARSE context //
cusparseHandle_t cusparseHandle = 0;
cusparseStatus_t cusparseStatus;
cusparseStatus = cusparseCreate(&cusparseHandle);
cusparseSetStream( cusparseHandle, queue );
cusparseMatDescr_t descr = 0;
cusparseStatus = cusparseCreateMatDescr(&descr);
cusparseSetMatType(descr,CUSPARSE_MATRIX_TYPE_GENERAL);
cusparseSetMatIndexBase(descr,CUSPARSE_INDEX_BASE_ZERO);
magmaDoubleComplex alpha = c_one;
magmaDoubleComplex beta = c_zero;
magma_z_vfree( &dy, queue );
magma_z_vinit( &dy, Magma_DEV, hA.num_rows, c_zero, queue );
// copy matrix to GPU
magma_z_mtransfer( hA, &dA, Magma_CPU, Magma_DEV, queue );
start = magma_sync_wtime( queue );
for (j=0; j<10; j++)
cusparseStatus =
cusparseZcsrmv(cusparseHandle,CUSPARSE_OPERATION_NON_TRANSPOSE,
hA.num_rows, hA.num_cols, hA.nnz, &alpha, descr,
dA.dval, dA.drow, dA.dcol, dx.dval, &beta, dy.dval);
end = magma_sync_wtime( queue );
if (cusparseStatus != 0) printf("error in cuSPARSE CSR\n");
printf( " > CUSPARSE: %.2e seconds %.2e GFLOP/s (CSR).\n",
(end-start)/10, FLOPS*10/(end-start) );
cusparseMatDescr_t descrA;
cusparseStatus = cusparseCreateMatDescr(&descrA);
if (cusparseStatus != 0) printf("error\n");
cusparseHybMat_t hybA;
cusparseStatus = cusparseCreateHybMat( &hybA );
if (cusparseStatus != 0) printf("error\n");
magma_z_vtransfer( dy, &hcheck , Magma_DEV, Magma_CPU, queue );
res = 0.0;
for(magma_int_t k=0; k<hA.num_rows; k++ )
res=res + MAGMA_Z_REAL(hcheck.val[k]) - MAGMA_Z_REAL(hrefvec.val[k]);
printf("# |x-y|_F = %8.2e\n", res);
if ( res < .000001 )
printf("# tester spmv cuSPARSE CSR: ok\n");
else
printf("# tester spmv cuSPARSE CSR: failed\n");
magma_z_vfree( &hcheck, queue );
magma_z_vfree( &dy, queue );
magma_z_vinit( &dy, Magma_DEV, hA.num_rows, c_zero, queue );
cusparseZcsr2hyb(cusparseHandle, hA.num_rows, hA.num_cols,
descrA, dA.dval, dA.drow, dA.dcol,
hybA, 0, CUSPARSE_HYB_PARTITION_AUTO);
start = magma_sync_wtime( queue );
for (j=0; j<10; j++)
cusparseStatus =
cusparseZhybmv( cusparseHandle, CUSPARSE_OPERATION_NON_TRANSPOSE,
&alpha, descrA, hybA,
dx.dval, &beta, dy.dval);
end = magma_sync_wtime( queue );
if (cusparseStatus != 0) printf("error in cuSPARSE HYB\n");
printf( " > CUSPARSE: %.2e seconds %.2e GFLOP/s (HYB).\n",
(end-start)/10, FLOPS*10/(end-start) );
magma_z_vtransfer( dy, &hcheck , Magma_DEV, Magma_CPU, queue );
res = 0.0;
for(magma_int_t k=0; k<hA.num_rows; k++ )
res=res + MAGMA_Z_REAL(hcheck.val[k]) - MAGMA_Z_REAL(hrefvec.val[k]);
printf("# |x-y|_F = %8.2e\n", res);
if ( res < .000001 )
printf("# tester spmv cuSPARSE HYB: ok\n");
else
printf("# tester spmv cuSPARSE HYB: failed\n");
magma_z_vfree( &hcheck, queue );
cusparseDestroyMatDescr( descrA );
cusparseDestroyHybMat( hybA );
cusparseDestroy( cusparseHandle );
magma_z_mfree(&dA, queue );
printf("\n\n");
// free CPU memory
magma_z_mfree(&hA, queue );
magma_z_vfree(&hx, queue );
magma_z_vfree(&hy, queue );
magma_z_vfree(&hrefvec, queue );
// free GPU memory
magma_z_vfree(&dx, queue );
magma_z_vfree(&dy, queue );
i++;
}
magma_queue_destroy( queue );
TESTING_FINALIZE();
return 0;
}
