#include #include "test_utilities.inc" /* Testing community detection on null graph: * * - The modularity should be NaN. * - In hierarchical methods, the modularity vector should have size 1. */ int main() { igraph_t g; igraph_vector_t modularity, membership; igraph_matrix_t merges; igraph_real_t m; igraph_integer_t nb_communities; igraph_arpack_options_t ao; igraph_empty(&g, 0, IGRAPH_UNDIRECTED); igraph_vector_init(&modularity, 2); igraph_vector_init(&membership, 1); igraph_matrix_init(&merges, 1, 1); /* Edge betweenness */ igraph_community_edge_betweenness(&g, NULL, NULL, &merges, NULL, &modularity, &membership, 0, NULL); IGRAPH_ASSERT(igraph_matrix_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(igraph_is_nan(VECTOR(modularity)[0])); /* Fast greedy */ igraph_vector_resize(&modularity, 2); igraph_vector_resize(&membership, 1); igraph_matrix_resize(&merges, 1, 1); igraph_community_fastgreedy(&g, NULL, &merges, &modularity, &membership); IGRAPH_ASSERT(igraph_matrix_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(igraph_is_nan(VECTOR(modularity)[0])); /* Fluid communities */ m = 2; igraph_vector_resize(&membership, 1); igraph_community_fluid_communities(&g, 0, &membership, &m); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_is_nan(m)); /* InfoMAP */ igraph_vector_resize(&membership, 1); igraph_community_infomap(&g, NULL, NULL, 3, &membership, &m); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); /* Label propagation */ m = 2; igraph_vector_resize(&membership, 1); igraph_community_label_propagation(&g, &membership, NULL, NULL, NULL, &m); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_is_nan(m)); /* Leading eigenvector */ m = 2; igraph_vector_resize(&membership, 1); igraph_matrix_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_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_is_nan(m)); /* Leiden */ m = 2; igraph_vector_resize(&membership, 1); igraph_community_leiden(&g, NULL, NULL, 1, 0.01, 0, &membership, &nb_communities, &m); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_is_nan(m)); /* Multilevel */ igraph_vector_resize(&membership, 1); igraph_vector_resize(&modularity, 2); igraph_community_multilevel(&g, NULL, 1, &membership, NULL, &modularity); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(igraph_is_nan(VECTOR(modularity)[0])); /* Optimal modularity */ m = 2; igraph_vector_resize(&membership, 1); igraph_community_optimal_modularity(&g, &m, &membership, NULL); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_is_nan(m)); /* Spinglass */ m = 2; igraph_vector_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_size(&membership) == 0); IGRAPH_ASSERT(igraph_is_nan(m)); m = 2; igraph_vector_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_NEG, 1); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_is_nan(m)); /* Walktrap */ igraph_vector_resize(&modularity, 2); igraph_vector_resize(&membership, 1); igraph_matrix_resize(&merges, 1, 1); igraph_community_walktrap(&g, NULL, 4, &merges, &modularity, &membership); IGRAPH_ASSERT(igraph_matrix_nrow(&merges) == 0); IGRAPH_ASSERT(igraph_matrix_ncol(&merges) == 2); IGRAPH_ASSERT(igraph_vector_size(&membership) == 0); IGRAPH_ASSERT(igraph_vector_size(&modularity) == 1); IGRAPH_ASSERT(igraph_is_nan(VECTOR(modularity)[0])); /* Cleanup */ igraph_matrix_destroy(&merges); igraph_vector_destroy(&membership); igraph_vector_destroy(&modularity); igraph_destroy(&g); VERIFY_FINALLY_STACK(); return 0; }