/* igraph library. Copyright (C) 2021 The igraph development team 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, see . */ #include #include "test_utilities.h" int main(void) { igraph_t g; igraph_real_t modularity, temperature; igraph_vector_int_t membership, csize; igraph_real_t cohesion, adhesion; igraph_real_t inner_links, outer_links; igraph_rng_seed(igraph_rng_default(), 137); /* Two 5-cliques connected by a single edge */ igraph_small(&g, 10, IGRAPH_UNDIRECTED, 0, 1, 0, 2, 0, 3, 0, 4, 1, 2, 1, 3, 1, 4, 2, 3, 2, 4, 3, 4, 5, 6, 5, 7, 5, 8, 5, 9, 6, 7, 6, 8, 6, 9, 7, 8, 7, 9, 8, 9, 0, 5, -1); igraph_vector_int_init(&membership, 0); igraph_vector_int_init(&csize, 0); printf("\nOriginal implementation.\n"); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ 0, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == igraph_vcount(&g)); IGRAPH_ASSERT(igraph_vector_int_size(&csize) == igraph_vector_int_max(&membership) + 1); /* The following depend on the random seed, however, for this graph, the result is almost always the same (i.e. two clusters). */ printf("Modularity: %g\n", modularity); print_vector_int(&membership); printf("\nOriginal implementation, parallel updating.\n"); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ 1, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == igraph_vcount(&g)); IGRAPH_ASSERT(igraph_vector_int_size(&csize) == igraph_vector_int_max(&membership) + 1); /* The following depend on the random seed, however, for this graph, the result is almost always the same (i.e. two clusters). */ printf("Modularity: %g\n", modularity); print_vector_int(&membership); printf("\nNegative implementation.\n"); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ 0, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_NEG, /*gamma_minus =*/ 0); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == igraph_vcount(&g)); IGRAPH_ASSERT(igraph_vector_int_size(&csize) == igraph_vector_int_max(&membership) + 1); /* The following depend on the random seed, however, for this graph, the result is almost always the same (i.e. two clusters). */ printf("Modularity: %g\n", modularity); print_vector_int(&membership); /* Try to call this as well, we don't check the results currently.... */ igraph_community_spinglass_single(&g, /*weights= */ 0, /*vertex= */ 0, /*community=*/ &membership, /*cohesion= */ &cohesion, /*adhesion= */ &adhesion, /*inner_links= */ &inner_links, /*outer_links= */ &outer_links, /*spins= */ 2, /*update_rule= */ IGRAPH_SPINCOMM_UPDATE_CONFIG, /*gamma= */ 1.0); igraph_destroy(&g); printf("\nTrivial case: null graph.\n"); igraph_empty(&g, 0, IGRAPH_UNDIRECTED); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ 0, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); IGRAPH_ASSERT(igraph_vector_int_empty(&membership)); IGRAPH_ASSERT(igraph_vector_int_empty(&csize)); IGRAPH_ASSERT(temperature == 0.01); IGRAPH_ASSERT(isnan(modularity)); igraph_destroy(&g); printf("\nTrivial case: singleton graph.\n"); igraph_empty(&g, 1, IGRAPH_UNDIRECTED); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ 0, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 1 && VECTOR(membership)[0] == 0); IGRAPH_ASSERT(igraph_vector_int_size(&csize) == 1 && VECTOR(csize)[0] == 1); IGRAPH_ASSERT(temperature == 0.01); IGRAPH_ASSERT(isnan(modularity)); igraph_destroy(&g); printf("\nTest on a random graph to verify consistency of output.\n"); igraph_barabasi_game(&g, 20, 1, 3, NULL, true, 0, false, IGRAPH_BARABASI_PSUMTREE, NULL); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ false, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); printf("Zero temp:\n"); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ false, /* parallel update */ 0.0, /* start temperature */ 0.0, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); printf("Parallel update:\n"); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ true, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); printf("Parallel update, zero temp:\n"); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ true, /* parallel update */ 0.0, /* start temperature */ 0.0, /* stop temperature */ 0.0, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); printf("Negative implementation:\n"); igraph_community_spinglass(&g, NULL, /* no weights */ &modularity, &temperature, &membership, &csize, 10, /* no of spins */ false, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_NEG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); printf("With weights:\n"); igraph_vector_t weights; igraph_vector_init_range(&weights, 1, igraph_ecount(&g)+1); igraph_community_spinglass(&g, &weights, &modularity, &temperature, &membership, &csize, 10, /* no of spins */ false, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); printf("Parallel update:\n"); igraph_community_spinglass(&g, &weights, &modularity, &temperature, &membership, &csize, 10, /* no of spins */ true, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_ORIG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); const igraph_int_t half_ec = igraph_ecount(&g) / 2; igraph_vector_range(&weights, -half_ec, igraph_ecount(&g) - half_ec); printf("Negative implementation:\n"); igraph_community_spinglass(&g, &weights, &modularity, &temperature, &membership, &csize, 10, /* no of spins */ false, /* parallel update */ 1.0, /* start temperature */ 0.01, /* stop temperature */ 0.99, /* cooling factor */ IGRAPH_SPINCOMM_UPDATE_CONFIG, 1.0, /* gamma */ IGRAPH_SPINCOMM_IMP_NEG, /*gamma_minus =*/ 0); printf("Modularity: %g\nTemperature: %g\n", modularity, temperature); print_vector_int(&membership); igraph_vector_destroy(&weights); igraph_destroy(&g); igraph_vector_int_destroy(&membership); igraph_vector_int_destroy(&csize); VERIFY_FINALLY_STACK(); return 0; }