/* igraph library. Copyright (C) 2009-2012 Gabor Csardi 334 Harvard st, Cambridge MA, 02139 USA This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program; if not, write to the Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA */ #include igraph_bool_t check_solution(const igraph_sparsemat_t *A, const igraph_vector_t *x, const igraph_vector_t *b) { igraph_vector_t res; igraph_real_t min, max; igraph_bool_t success; igraph_sparsemat_iterator_t it; igraph_vector_init_copy(&res, b); igraph_sparsemat_iterator_init(&it, (igraph_sparsemat_t*) A); while (!igraph_sparsemat_iterator_end(&it)) { igraph_int_t row = igraph_sparsemat_iterator_row(&it); igraph_int_t col = igraph_sparsemat_iterator_col(&it); igraph_real_t value = igraph_sparsemat_iterator_get(&it); VECTOR(res)[row] -= VECTOR(*x)[col] * value; igraph_sparsemat_iterator_next(&it); } igraph_vector_minmax(&res, &min, &max); success = fabs(min) < 1e-12 && fabs(max) < 1e-12; if (!success) { printf("Incorrect solution.\n\n"); printf("A =\n"); igraph_sparsemat_print(A, stdout); printf("\n"); printf("x =\n"); igraph_vector_print(x); printf("\n"); printf("b =\n"); igraph_vector_print(b); printf("\n"); printf("difference between A*x and b =\n"); igraph_vector_print(&res); printf("\n\n"); } igraph_vector_destroy(&res); return success; } int main(void) { igraph_sparsemat_t A, B, C; igraph_vector_t b, x; igraph_int_t i; /* Initialize the library. */ igraph_setup(); /* Seed the RNG for reproducible results */ igraph_rng_seed(igraph_rng_default(), 123); /* lsolve */ #define DIM 10 #define EDGES (DIM*DIM/6) igraph_sparsemat_init(&A, DIM, DIM, EDGES + DIM); for (i = 0; i < DIM; i++) { igraph_sparsemat_entry(&A, i, i, RNG_INTEGER(1, 3)); } for (i = 0; i < EDGES; i++) { igraph_int_t r = RNG_INTEGER(0, DIM - 1); igraph_int_t c = RNG_INTEGER(0, r); igraph_real_t value = RNG_INTEGER(1, 5); igraph_sparsemat_entry(&A, r, c, value); } igraph_sparsemat_compress(&A, &B); igraph_sparsemat_destroy(&A); igraph_sparsemat_dupl(&B); igraph_vector_init(&b, DIM); for (i = 0; i < DIM; i++) { VECTOR(b)[i] = RNG_INTEGER(1, 10); } igraph_vector_init(&x, DIM); igraph_sparsemat_lsolve(&B, &b, &x); if (! check_solution(&B, &x, &b)) { return 1; } igraph_vector_destroy(&b); igraph_vector_destroy(&x); igraph_sparsemat_destroy(&B); #undef DIM #undef EDGES /* ltsolve */ #define DIM 10 #define EDGES (DIM*DIM/6) igraph_sparsemat_init(&A, DIM, DIM, EDGES + DIM); for (i = 0; i < DIM; i++) { igraph_sparsemat_entry(&A, i, i, RNG_INTEGER(1, 3)); } for (i = 0; i < EDGES; i++) { igraph_int_t r = RNG_INTEGER(0, DIM - 1); igraph_int_t c = RNG_INTEGER(0, r); igraph_real_t value = RNG_INTEGER(1, 5); igraph_sparsemat_entry(&A, r, c, value); } igraph_sparsemat_compress(&A, &B); igraph_sparsemat_destroy(&A); igraph_sparsemat_dupl(&B); igraph_vector_init(&b, DIM); for (i = 0; i < DIM; i++) { VECTOR(b)[i] = RNG_INTEGER(1, 10); } igraph_vector_init(&x, DIM); igraph_sparsemat_ltsolve(&B, &b, &x); igraph_sparsemat_transpose(&B, &A); if (! check_solution(&A, &x, &b)) { return 2; } igraph_vector_destroy(&b); igraph_vector_destroy(&x); igraph_sparsemat_destroy(&B); igraph_sparsemat_destroy(&A); #undef DIM #undef EDGES /* usolve */ #define DIM 10 #define EDGES (DIM*DIM/6) igraph_sparsemat_init(&A, DIM, DIM, EDGES + DIM); for (i = 0; i < DIM; i++) { igraph_sparsemat_entry(&A, i, i, RNG_INTEGER(1, 3)); } for (i = 0; i < EDGES; i++) { igraph_int_t r = RNG_INTEGER(0, DIM - 1); igraph_int_t c = RNG_INTEGER(0, r); igraph_real_t value = RNG_INTEGER(1, 5); igraph_sparsemat_entry(&A, r, c, value); } igraph_sparsemat_compress(&A, &B); igraph_sparsemat_destroy(&A); igraph_sparsemat_dupl(&B); igraph_sparsemat_transpose(&B, &A); igraph_vector_init(&b, DIM); for (i = 0; i < DIM; i++) { VECTOR(b)[i] = RNG_INTEGER(1, 10); } igraph_vector_init(&x, DIM); igraph_sparsemat_usolve(&A, &b, &x); if (! check_solution(&A, &x, &b)) { return 3; } igraph_vector_destroy(&b); igraph_vector_destroy(&x); igraph_sparsemat_destroy(&B); igraph_sparsemat_destroy(&A); #undef DIM #undef EDGES /* utsolve */ #define DIM 10 #define EDGES (DIM*DIM/6) igraph_sparsemat_init(&A, DIM, DIM, EDGES + DIM); for (i = 0; i < DIM; i++) { igraph_sparsemat_entry(&A, i, i, RNG_INTEGER(1, 3)); } for (i = 0; i < EDGES; i++) { igraph_int_t r = RNG_INTEGER(0, DIM - 1); igraph_int_t c = RNG_INTEGER(0, r); igraph_real_t value = RNG_INTEGER(1, 5); igraph_sparsemat_entry(&A, r, c, value); } igraph_sparsemat_compress(&A, &B); igraph_sparsemat_destroy(&A); igraph_sparsemat_dupl(&B); igraph_sparsemat_transpose(&B, &A); igraph_sparsemat_destroy(&B); igraph_vector_init(&b, DIM); for (i = 0; i < DIM; i++) { VECTOR(b)[i] = RNG_INTEGER(1, 10); } igraph_vector_init(&x, DIM); igraph_sparsemat_utsolve(&A, &b, &x); igraph_sparsemat_transpose(&A, &B); if (! check_solution(&B, &x, &b)) { return 4; } igraph_vector_destroy(&b); igraph_vector_destroy(&x); igraph_sparsemat_destroy(&B); igraph_sparsemat_destroy(&A); #undef DIM #undef EDGES /* cholsol */ /* We need a positive definite matrix, so we create a full-rank matrix first and then calculate A'A, which will be positive definite. */ #define DIM 10 #define EDGES (DIM*DIM/6) igraph_sparsemat_init(&A, DIM, DIM, EDGES + DIM); for (i = 0; i < DIM; i++) { igraph_sparsemat_entry(&A, i, i, RNG_INTEGER(1, 3)); } for (i = 0; i < EDGES; i++) { igraph_int_t from = RNG_INTEGER(0, DIM - 1); igraph_int_t to = RNG_INTEGER(0, DIM - 1); igraph_real_t value = RNG_INTEGER(1, 5); igraph_sparsemat_entry(&A, from, to, value); } igraph_sparsemat_compress(&A, &B); igraph_sparsemat_destroy(&A); igraph_sparsemat_dupl(&B); igraph_sparsemat_transpose(&B, &A); igraph_sparsemat_multiply(&A, &B, &C); igraph_sparsemat_destroy(&A); igraph_sparsemat_destroy(&B); igraph_vector_init(&b, DIM); for (i = 0; i < DIM; i++) { VECTOR(b)[i] = RNG_INTEGER(1, 10); } igraph_vector_init(&x, DIM); igraph_sparsemat_cholsol(&C, &b, &x, /*order=*/ 0); if (! check_solution(&C, &x, &b)) { return 5; } igraph_vector_destroy(&b); igraph_vector_destroy(&x); igraph_sparsemat_destroy(&C); #undef DIM #undef EDGES /* lusol */ #define DIM 10 #define EDGES (DIM*DIM/4) igraph_sparsemat_init(&A, DIM, DIM, EDGES + DIM); for (i = 0; i < DIM; i++) { igraph_sparsemat_entry(&A, i, i, RNG_INTEGER(1, 3)); } for (i = 0; i < EDGES; i++) { igraph_int_t from = RNG_INTEGER(0, DIM - 1); igraph_int_t to = RNG_INTEGER(0, DIM - 1); igraph_real_t value = RNG_INTEGER(1, 5); igraph_sparsemat_entry(&A, from, to, value); } igraph_sparsemat_compress(&A, &B); igraph_sparsemat_destroy(&A); igraph_sparsemat_dupl(&B); igraph_vector_init(&b, DIM); for (i = 0; i < DIM; i++) { VECTOR(b)[i] = RNG_INTEGER(1, 10); } igraph_vector_init(&x, DIM); igraph_sparsemat_lusol(&B, &b, &x, /*order=*/ 0, /*tol=*/ 1e-10); if (! check_solution(&B, &x, &b)) { return 6; } igraph_vector_destroy(&b); igraph_vector_destroy(&x); igraph_sparsemat_destroy(&B); #undef DIM #undef EDGES return 0; }