/* igraph library. Copyright (C) 2022-2025 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" /* Testing community detection on the null graph: * * - The modularity should be NaN. * - In hierarchical methods, the modularity vector should have size 1. */ int main(void) { igraph_t g; igraph_vector_t modularity; igraph_vector_int_t membership; igraph_matrix_int_t merges; igraph_real_t m; igraph_arpack_options_t ao; igraph_empty(&g, 0, IGRAPH_UNDIRECTED); igraph_vector_init(&modularity, 2); igraph_vector_int_init(&membership, 1); igraph_matrix_int_init(&merges, 1, 1); /* Edge betweenness */ igraph_community_edge_betweenness(&g, NULL, NULL, &merges, NULL, &modularity, &membership, IGRAPH_UNDIRECTED, NULL, NULL); IGRAPH_ASSERT(igraph_matrix_int_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_int_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(isnan(VECTOR(modularity)[0])); /* Fast greedy */ igraph_vector_resize(&modularity, 2); igraph_vector_int_resize(&membership, 1); igraph_matrix_int_resize(&merges, 1, 1); igraph_community_fastgreedy(&g, NULL, &merges, &modularity, &membership); IGRAPH_ASSERT(igraph_matrix_int_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_int_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(isnan(VECTOR(modularity)[0])); /* Fluid communities */ igraph_vector_int_resize(&membership, 1); igraph_community_fluid_communities(&g, 0, &membership); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); /* InfoMAP */ { igraph_error_t ret; igraph_error_handler_t *handler; m = 2; igraph_vector_int_resize(&membership, 1); handler = igraph_set_error_handler(igraph_error_handler_ignore); ret = igraph_community_infomap(&g, NULL, NULL, 3, false, 0, &membership, &m); igraph_set_error_handler(handler); if (ret != IGRAPH_UNIMPLEMENTED) { IGRAPH_ASSERT(ret == IGRAPH_SUCCESS); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); } } /* Label propagation */ igraph_vector_int_resize(&membership, 1); igraph_lpa_variant_t variants[3] = {IGRAPH_LPA_DOMINANCE, IGRAPH_LPA_RETENTION, IGRAPH_LPA_FAST}; for (igraph_int_t i = 0; i < 3; i++) { igraph_community_label_propagation(&g, &membership, IGRAPH_ALL, NULL, NULL, NULL, variants[i]); } IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); /* Leading eigenvector */ m = 2; igraph_vector_int_resize(&membership, 1); igraph_matrix_int_resize(&merges, 1, 1); igraph_arpack_options_init(&ao); igraph_community_leading_eigenvector(&g, NULL, &merges, &membership, 1, &ao, &m, 0, NULL, NULL, NULL, NULL, NULL); IGRAPH_ASSERT(igraph_matrix_int_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_int_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(isnan(m)); /* Leiden */ m = 2; igraph_vector_int_resize(&membership, 1); igraph_community_leiden(&g, NULL, NULL, NULL, 1, 0.01, 0, 1, &membership, NULL, &m); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(isnan(m)); /* Multilevel */ igraph_vector_int_resize(&membership, 1); igraph_vector_resize(&modularity, 2); igraph_community_multilevel(&g, NULL, 1, &membership, NULL, &modularity); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(isnan(VECTOR(modularity)[0])); /* Optimal modularity */ /* Test only when GLPK is available */ { igraph_error_t ret; igraph_error_handler_t *handler; m = 2; igraph_vector_int_resize(&membership, 1); handler = igraph_set_error_handler(igraph_error_handler_ignore); ret = igraph_community_optimal_modularity(&g, NULL, 1, &m, &membership); igraph_set_error_handler(handler); if (ret != IGRAPH_UNIMPLEMENTED) { IGRAPH_ASSERT(ret == IGRAPH_SUCCESS); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(isnan(m)); } } /* Spinglass */ m = 2; igraph_vector_int_resize(&membership, 1); igraph_community_spinglass(&g, NULL, &m, NULL, &membership, NULL, 5, 0, 1, 0.01, 0.99, IGRAPH_SPINCOMM_UPDATE_SIMPLE, 1, IGRAPH_SPINCOMM_IMP_ORIG, 1); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(isnan(m)); m = 2; igraph_vector_int_resize(&membership, 1); igraph_community_spinglass(&g, NULL, &m, NULL, &membership, NULL, 5, false, 1.0, 0.01, 0.99, IGRAPH_SPINCOMM_UPDATE_SIMPLE, 1, IGRAPH_SPINCOMM_IMP_NEG, 1); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(isnan(m)); /* Walktrap */ igraph_vector_resize(&modularity, 2); igraph_vector_int_resize(&membership, 1); igraph_matrix_int_resize(&merges, 1, 1); igraph_community_walktrap(&g, NULL, 4, &merges, &modularity, &membership); IGRAPH_ASSERT(igraph_matrix_int_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_int_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_int_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(isnan(VECTOR(modularity)[0])); /* Cleanup */ igraph_matrix_int_destroy(&merges); igraph_vector_int_destroy(&membership); igraph_vector_destroy(&modularity); igraph_destroy(&g); VERIFY_FINALLY_STACK(); return 0; }