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Simple example of how to use SuiteSparse's SPQR by creating a matrix of triplets.
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#include <cstdlib> | |
#include <iostream> | |
#include <SuiteSparseQR.hpp> | |
int main(int argc, char* argv[]) { | |
cholmod_common common; | |
cholmod_sparse *A; | |
cholmod_dense *x, *b, *residual; | |
double residual_norm; | |
double one[] = { 1, 0 }, minusone[] = { -1, 0 }; | |
cholmod_l_start(&common); | |
{ | |
const size_t n = 1000; | |
const size_t nnz = 2 + 2 * (n - 2); | |
cholmod_triplet *T = cholmod_l_allocate_triplet(n, n, nnz, 0, CHOLMOD_REAL, &common); | |
if (T == nullptr) { | |
perror("cholmod_l_allocate_triplet"); | |
return EXIT_FAILURE; | |
} | |
size_t k = 0; | |
long* i = (long*) T->i; | |
long* j = (long*) T->j; | |
double* v = (double*) T->x; | |
i[k] = 0; j[k] = 1; v[k] = 1.0; ++k; | |
for (size_t row = 1; row < n-1; ++row) { | |
i[k] = row; j[k] = row - 1; v[k] = 0.5; ++k; | |
i[k] = row; j[k] = row + 1; v[k] = 0.5; ++k; | |
} | |
i[k] = n - 1; j[k] = n - 2; v[k] = 1.0; ++k; | |
T->nnz = k; | |
cholmod_l_print_triplet(T, "triplet", &common); | |
A = cholmod_l_triplet_to_sparse(T, T->nnz, &common); | |
if (A == nullptr) { | |
perror("cholmod_l_triplet_to_sparse"); | |
return EXIT_FAILURE; | |
} | |
cholmod_l_print_sparse(A, "sparse", &common); | |
cholmod_l_free_triplet(&T, &common); | |
} | |
b = cholmod_l_ones(A->nrow, 1, A->xtype, &common); | |
x = SuiteSparseQR<double>(A, b, &common); | |
residual = cholmod_l_copy_dense(b, &common); | |
cholmod_l_sdmult(A, 0, minusone, one, x, residual, &common); | |
residual_norm = cholmod_l_norm_dense(residual, 2, &common) ; | |
std::cout << "|| A x - b ||_2 = " << residual_norm << "\n"; | |
cholmod_l_free_dense(&residual, &common); | |
cholmod_l_free_sparse(&A, &common); | |
cholmod_l_free_dense(&x, &common); | |
cholmod_l_free_dense(&b, &common); | |
cholmod_l_finish(&common); | |
return EXIT_SUCCESS; | |
} |
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