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// This is a simple standalone example. See README.txt
#include <stdlib.h>
#include <stdio.h>
#include <string.h>
#include <math.h>
#include "magma_v2.h"
#include "magmasparse.h"
// ------------------------------------------------------------
// This is an example how magma can be integrated into another software.
int main( int argc, char** argv )
// The software does e.g. discretization of a PDE,
// ends up with a sparse linear system in CSR format and a RHS.
// Let's assume this system is a diagonal system of size m.
int i, m=3, n=3;
int *col, *row;
double *val, *rhs, *sol;
magma_imalloc_cpu(&row, (m+1));
magma_imalloc_cpu(&col, m);
magma_dmalloc_cpu(&val, m);
magma_dmalloc_cpu(&rhs, m*n);
magma_dmalloc_cpu(&sol, m*n);
for (i = 0; i < m; ++i) {
col[i] = i;
row[i] = i;
val[i] = 55.0;
for (int j = 0; j < n; ++j)
rhs[i + j * m] = j + 3;
sol[i + j * m] = j;
row[m] = m;
// Initialize MAGMA and create some LA structures.
magma_dopts opts;
magma_queue_t queue;
magma_queue_create( 0, &queue );
magma_d_matrix A={Magma_CSR}, dA={Magma_CSR};
magma_d_matrix b={Magma_CSR}, db={Magma_CSR};
magma_d_matrix x={Magma_CSR}, dx={Magma_CSR};
// Pass the system to MAGMA.
magma_dcsrset( m, m, row, col, val, &A, queue );
magma_dvset( m, n, rhs, &b, queue );
magma_dvset( m, n, sol, &x, queue );
// Choose a solver, preconditioner, etc. - see documentation for options.
opts.solver_par.solver = Magma_CG;
opts.solver_par.restart = 8;
opts.solver_par.maxiter = 1000;
opts.solver_par.rtol = 1e-10;
opts.solver_par.maxiter = 1000;
opts.precond_par.solver = Magma_ILU;
opts.precond_par.levels = 0;
opts.precond_par.trisolver = Magma_CUSOLVE;
// Initialize the solver.
magma_dsolverinfo_init( &opts.solver_par, &opts.precond_par, queue );
// Copy the system to the device (optional, only necessary if using the GPU)
magma_dmtransfer( A, &dA, Magma_CPU, Magma_DEV, queue );
magma_dmtransfer( b, &db, Magma_CPU, Magma_DEV, queue );
magma_dmtransfer( x, &dx, Magma_CPU, Magma_DEV, queue );
// Generate the preconditioner.
magma_d_precondsetup( dA, db, &opts.solver_par, &opts.precond_par, queue );
// In case we only wanted to generate a preconditioner, we are done.
// The preconditioner in the opts.precond_par structure - in this case an ILU.
// The lower ILU(0) factor is in opts.precond_par.L and
// the upper ILU(0) factor is in opts.precond_par.U (in this case on the device).
// If we want to solve the problem, run:
int code = magma_d_solver( dA, db, &dx, &opts, queue );
if (code != MAGMA_SUCCESS)
printf("Solver returned error code %d\n", code);
// Then copy the solution back to the host...
magma_dmfree( &x, queue );
magma_dmtransfer( dx, &x, Magma_DEV, Magma_CPU, queue );
// and back to the application code
magma_dvget( x, &m, &n, &sol, queue );
// Free the allocated memory...
magma_dmfree( &dx, queue );
magma_dmfree( &db, queue );
magma_dmfree( &dA, queue );
// and finalize MAGMA.
magma_queue_destroy( queue );
// From here on, the application code may continue with the solution in sol...
for (i = 0; i < m; ++i) {
for (int j = 0; j < n; ++j)
printf("%.4f ", sol[i + j * m]);
return 0;
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