/* This file is part of the Gudhi Library - https://gudhi.inria.fr/ - which is released under MIT. * See file LICENSE or go to https://gudhi.inria.fr/licensing/ for full license details. * Author(s): Siddharth Pritam, Vincent Rouvreau * * Copyright (C) 2020 Inria * * Modification(s): * - YYYY/MM Author: Description of the modification */ #include #include #include #include #include #include #include #include #include // for std::pair #include #include // Types definition using Simplex_tree = Gudhi::Simplex_tree<>; using Filtration_value = Simplex_tree::Filtration_value; using Vertex_handle = Simplex_tree::Vertex_handle; using Point = std::vector; using Vector_of_points = std::vector; using Filtered_edge = std::tuple; using Proximity_graph = Gudhi::Proximity_graph; using Field_Zp = Gudhi::persistent_cohomology::Field_Zp; using Persistent_cohomology = Gudhi::persistent_cohomology::Persistent_cohomology; void program_options(int argc, char* argv[], std::string& off_file_points, std::string& filediag, Filtration_value& threshold, int& dim_max, int& p, int& edge_collapse_iter_nb, Filtration_value& min_persistence); int main(int argc, char* argv[]) { std::string off_file_points; std::string filediag; double threshold; int dim_max; int p; int edge_collapse_iter_nb; double min_persistence; program_options(argc, argv, off_file_points, filediag, threshold, dim_max, p, edge_collapse_iter_nb, min_persistence); std::cout << "The current input values to run the program is: " << std::endl; std::cout << "min_persistence, threshold, max_complex_dimension, off_file_points, filediag" << std::endl; std::cout << min_persistence << ", " << threshold << ", " << dim_max << ", " << off_file_points << ", " << filediag << std::endl; Gudhi::Points_off_reader off_reader(off_file_points); if (!off_reader.is_valid()) { std::cerr << "Unable to read file " << off_file_points << "\n"; exit(-1); // ----- >> } Vector_of_points point_vector = off_reader.get_point_cloud(); if (point_vector.size() <= 0) { std::cerr << "Empty point cloud." << std::endl; exit(-1); // ----- >> } std::cout << "Successfully read " << point_vector.size() << " point_vector.\n"; std::cout << "Ambient dimension is " << point_vector[0].size() << ".\n"; Proximity_graph proximity_graph = Gudhi::compute_proximity_graph(point_vector, threshold, Gudhi::Euclidean_distance()); if (num_edges(proximity_graph) <= 0) { std::cerr << "Total number of egdes are zero." << std::endl; exit(-1); } auto edges_from_graph = boost::adaptors::transform(edges(proximity_graph), [&](auto&&edge){ return std::make_tuple(source(edge, proximity_graph), target(edge, proximity_graph), get(Gudhi::edge_filtration_t(), proximity_graph, edge)); }); std::vector edges_list(edges_from_graph.begin(), edges_from_graph.end()); std::vector remaining_edges; for (int iter = 0; iter < edge_collapse_iter_nb; iter++) { auto remaining_edges = Gudhi::collapse::flag_complex_collapse_edges(edges_list); edges_list = std::move(remaining_edges); remaining_edges.clear(); } Simplex_tree stree; for (Vertex_handle vertex = 0; static_cast(vertex) < point_vector.size(); vertex++) { // insert the vertex with a 0. filtration value just like a Rips stree.insert_simplex({vertex}, 0.); } for (auto filtered_edge : edges_list) { stree.insert_simplex({std::get<0>(filtered_edge), std::get<1>(filtered_edge)}, std::get<2>(filtered_edge)); } stree.expansion(dim_max); std::cout << "The complex contains " << stree.num_simplices() << " simplices after collapse. \n"; std::cout << " and has dimension " << stree.dimension() << " \n"; // Sort the simplices in the order of the filtration stree.initialize_filtration(); // Compute the persistence diagram of the complex Persistent_cohomology pcoh(stree); // initializes the coefficient field for homology pcoh.init_coefficients(p); pcoh.compute_persistent_cohomology(min_persistence); if (filediag.empty()) { pcoh.output_diagram(); } else { std::ofstream out(filediag); pcoh.output_diagram(out); out.close(); } return 0; } void program_options(int argc, char* argv[], std::string& off_file_points, std::string& filediag, Filtration_value& threshold, int& dim_max, int& p, int& edge_collapse_iter_nb, Filtration_value& min_persistence) { namespace po = boost::program_options; po::options_description hidden("Hidden options"); hidden.add_options()("input-file", po::value(&off_file_points), "Name of an OFF file containing a point set.\n"); po::options_description visible("Allowed options", 100); visible.add_options()("help,h", "produce help message")( "output-file,o", po::value(&filediag)->default_value(std::string()), "Name of file in which the persistence diagram is written. Default print in std::cout")( "max-edge-length,r", po::value(&threshold)->default_value(std::numeric_limits::infinity()), "Maximal length of an edge for the Rips complex construction.")( "cpx-dimension,d", po::value(&dim_max)->default_value(1), "Maximal dimension of the Rips complex we want to compute.")( "field-charac,p", po::value(&p)->default_value(11), "Characteristic p of the coefficient field Z/pZ for computing homology.")( "edge-collapse-iterations,i", po::value(&edge_collapse_iter_nb)->default_value(1), "Number of iterations edge collapse is performed.")( "min-persistence,m", po::value(&min_persistence), "Minimal lifetime of homology feature to be recorded. Default is 0. Enter a negative value to see zero length " "intervals"); po::positional_options_description pos; pos.add("input-file", 1); po::options_description all; all.add(visible).add(hidden); po::variables_map vm; po::store(po::command_line_parser(argc, argv).options(all).positional(pos).run(), vm); po::notify(vm); if (vm.count("help") || !vm.count("input-file")) { std::cout << std::endl; std::cout << "Compute the persistent homology with coefficient field Z/pZ \n"; std::cout << "of a Rips complex, after edge collapse, defined on a set of input points.\n \n"; std::cout << "The output diagram contains one bar per line, written with the convention: \n"; std::cout << " p dim b d \n"; std::cout << "where dim is the dimension of the homological feature,\n"; std::cout << "b and d are respectively the birth and death of the feature and \n"; std::cout << "p is the characteristic of the field Z/pZ used for homology coefficients." << std::endl << std::endl; std::cout << "Usage: " << argv[0] << " [options] input-file" << std::endl << std::endl; std::cout << visible << std::endl; exit(-1); } }