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diff --git a/example/Persistent_cohomology/alpha_complex_3d_persistence.cpp b/example/Persistent_cohomology/alpha_complex_3d_persistence.cpp
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-/* This file is part of the Gudhi Library. The Gudhi library
- * (Geometric Understanding in Higher Dimensions) is a generic C++
- * library for computational topology.
- *
- * Author(s): Vincent Rouvreau
- *
- * Copyright (C) 2014 INRIA
- *
- * 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 3 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 <http://www.gnu.org/licenses/>.
- */
-
-#include <boost/variant.hpp>
-
-#include <gudhi/Simplex_tree.h>
-#include <gudhi/Persistent_cohomology.h>
-#include <gudhi/Points_3D_off_io.h>
-
-#include <CGAL/Exact_predicates_inexact_constructions_kernel.h>
-#include <CGAL/Delaunay_triangulation_3.h>
-#include <CGAL/Alpha_shape_3.h>
-#include <CGAL/iterator.h>
-
-#include <fstream>
-#include <cmath>
-#include <string>
-#include <tuple>
-#include <map>
-#include <utility>
-#include <list>
-#include <vector>
-
-#include "alpha_complex_3d_helper.h"
-
-// Alpha_shape_3 templates type definitions
-using Kernel = CGAL::Exact_predicates_inexact_constructions_kernel;
-using Vb = CGAL::Alpha_shape_vertex_base_3<Kernel>;
-using Fb = CGAL::Alpha_shape_cell_base_3<Kernel>;
-using Tds = CGAL::Triangulation_data_structure_3<Vb, Fb>;
-using Triangulation_3 = CGAL::Delaunay_triangulation_3<Kernel, Tds>;
-using Alpha_shape_3 = CGAL::Alpha_shape_3<Triangulation_3>;
-
-// From file type definition
-using Point_3 = Kernel::Point_3;
-
-// filtration with alpha values needed type definition
-using Alpha_value_type = Alpha_shape_3::FT;
-using Object = CGAL::Object;
-using Dispatch = CGAL::Dispatch_output_iterator<
- CGAL::cpp11::tuple<Object, Alpha_value_type>,
- CGAL::cpp11::tuple<std::back_insert_iterator< std::vector<Object> >,
- std::back_insert_iterator< std::vector<Alpha_value_type> > > >;
-using Cell_handle = Alpha_shape_3::Cell_handle;
-using Facet = Alpha_shape_3::Facet;
-using Edge_3 = Alpha_shape_3::Edge;
-using Vertex_handle = Alpha_shape_3::Vertex_handle;
-using Vertex_list = std::list<Alpha_shape_3::Vertex_handle>;
-
-// gudhi type definition
-using ST = Gudhi::Simplex_tree<Gudhi::Simplex_tree_options_fast_persistence>;
-using Filtration_value = ST::Filtration_value;
-using Simplex_tree_vertex = ST::Vertex_handle;
-using Alpha_shape_simplex_tree_map = std::map<Alpha_shape_3::Vertex_handle, Simplex_tree_vertex >;
-using Alpha_shape_simplex_tree_pair = std::pair<Alpha_shape_3::Vertex_handle, Simplex_tree_vertex>;
-using Simplex_tree_vector_vertex = std::vector< Simplex_tree_vertex >;
-using PCOH = Gudhi::persistent_cohomology::Persistent_cohomology< ST, Gudhi::persistent_cohomology::Field_Zp >;
-
-void usage(const std::string& progName) {
- std::cerr << "Usage:\n" << progName << " path_to_OFF_file coeff_field_characteristic[integer " <<
- "> 0] min_persistence[float >= -1.0]\n";
- std::cerr << " path_to_OFF_file is the path to your points cloud in OFF format.\n";
- exit(-1);
-}
-
-int main(int argc, char * const argv[]) {
- // program args management
- if (argc != 4) {
- std::cerr << "Error: Number of arguments (" << argc << ") is not correct\n";
- usage(argv[0]);
- }
-
- int coeff_field_characteristic = atoi(argv[2]);
-
- Filtration_value min_persistence = 0.0;
- int returnedScanValue = sscanf(argv[3], "%f", &min_persistence);
- if ((returnedScanValue == EOF) || (min_persistence < -1.0)) {
- std::cerr << "Error: " << argv[3] << " is not correct\n";
- usage(argv[0]);
- }
-
- // Read points from file
- std::string offInputFile(argv[1]);
- // Read the OFF file (input file name given as parameter) and triangulate points
- Gudhi::Points_3D_off_reader<Point_3> off_reader(offInputFile);
- // Check the read operation was correct
- if (!off_reader.is_valid()) {
- std::cerr << "Unable to read file " << offInputFile << std::endl;
- usage(argv[0]);
- }
-
- // Retrieve the triangulation
- std::vector<Point_3> lp = off_reader.get_point_cloud();
-
- // alpha shape construction from points. CGAL has a strange behavior in REGULARIZED mode.
- Alpha_shape_3 as(lp.begin(), lp.end(), 0, Alpha_shape_3::GENERAL);
-#ifdef DEBUG_TRACES
- std::cout << "Alpha shape computed in GENERAL mode" << std::endl;
-#endif // DEBUG_TRACES
-
- // filtration with alpha values from alpha shape
- std::vector<Object> the_objects;
- std::vector<Alpha_value_type> the_alpha_values;
-
- Dispatch disp = CGAL::dispatch_output<Object, Alpha_value_type>(std::back_inserter(the_objects),
- std::back_inserter(the_alpha_values));
-
- as.filtration_with_alpha_values(disp);
-#ifdef DEBUG_TRACES
- std::cout << "filtration_with_alpha_values returns : " << the_objects.size() << " objects" << std::endl;
-#endif // DEBUG_TRACES
-
- Alpha_shape_3::size_type count_vertices = 0;
- Alpha_shape_3::size_type count_edges = 0;
- Alpha_shape_3::size_type count_facets = 0;
- Alpha_shape_3::size_type count_cells = 0;
-
- // Loop on objects vector
- Vertex_list vertex_list;
- ST simplex_tree;
- Alpha_shape_simplex_tree_map map_cgal_simplex_tree;
- std::vector<Alpha_value_type>::iterator the_alpha_value_iterator = the_alpha_values.begin();
- int dim_max = 0;
- Filtration_value filtration_max = 0.0;
- for (auto object_iterator : the_objects) {
- // Retrieve Alpha shape vertex list from object
- if (const Cell_handle * cell = CGAL::object_cast<Cell_handle>(&object_iterator)) {
- vertex_list = from_cell<Vertex_list, Cell_handle>(*cell);
- count_cells++;
- if (dim_max < 3) {
- // Cell is of dim 3
- dim_max = 3;
- }
- } else if (const Facet * facet = CGAL::object_cast<Facet>(&object_iterator)) {
- vertex_list = from_facet<Vertex_list, Facet>(*facet);
- count_facets++;
- if (dim_max < 2) {
- // Facet is of dim 2
- dim_max = 2;
- }
- } else if (const Edge_3 * edge = CGAL::object_cast<Edge_3>(&object_iterator)) {
- vertex_list = from_edge<Vertex_list, Edge_3>(*edge);
- count_edges++;
- if (dim_max < 1) {
- // Edge_3 is of dim 1
- dim_max = 1;
- }
- } else if (const Vertex_handle * vertex = CGAL::object_cast<Vertex_handle>(&object_iterator)) {
- count_vertices++;
- vertex_list = from_vertex<Vertex_list, Vertex_handle>(*vertex);
- }
- // Construction of the vector of simplex_tree vertex from list of alpha_shapes vertex
- Simplex_tree_vector_vertex the_simplex_tree;
- for (auto the_alpha_shape_vertex : vertex_list) {
- Alpha_shape_simplex_tree_map::iterator the_map_iterator = map_cgal_simplex_tree.find(the_alpha_shape_vertex);
- if (the_map_iterator == map_cgal_simplex_tree.end()) {
- // alpha shape not found
- Simplex_tree_vertex vertex = map_cgal_simplex_tree.size();
-#ifdef DEBUG_TRACES
- std::cout << "vertex [" << the_alpha_shape_vertex->point() << "] not found - insert " << vertex << std::endl;
-#endif // DEBUG_TRACES
- the_simplex_tree.push_back(vertex);
- map_cgal_simplex_tree.insert(Alpha_shape_simplex_tree_pair(the_alpha_shape_vertex, vertex));
- } else {
- // alpha shape found
- Simplex_tree_vertex vertex = the_map_iterator->second;
-#ifdef DEBUG_TRACES
- std::cout << "vertex [" << the_alpha_shape_vertex->point() << "] found in " << vertex << std::endl;
-#endif // DEBUG_TRACES
- the_simplex_tree.push_back(vertex);
- }
- }
- // Construction of the simplex_tree
- Filtration_value filtr = /*std::sqrt*/(*the_alpha_value_iterator);
-#ifdef DEBUG_TRACES
- std::cout << "filtration = " << filtr << std::endl;
-#endif // DEBUG_TRACES
- if (filtr > filtration_max) {
- filtration_max = filtr;
- }
- simplex_tree.insert_simplex(the_simplex_tree, filtr);
- if (the_alpha_value_iterator != the_alpha_values.end())
- ++the_alpha_value_iterator;
- else
- std::cout << "This shall not happen" << std::endl;
- }
- simplex_tree.set_dimension(dim_max);
-
-#ifdef DEBUG_TRACES
- std::cout << "vertices \t\t" << count_vertices << std::endl;
- std::cout << "edges \t\t" << count_edges << std::endl;
- std::cout << "facets \t\t" << count_facets << std::endl;
- std::cout << "cells \t\t" << count_cells << std::endl;
-
-
- std::cout << "Information of the Simplex Tree: " << std::endl;
- std::cout << " Number of vertices = " << simplex_tree.num_vertices() << " ";
- std::cout << " Number of simplices = " << simplex_tree.num_simplices() << std::endl << std::endl;
- std::cout << " Dimension = " << simplex_tree.dimension() << " ";
-#endif // DEBUG_TRACES
-
-#ifdef DEBUG_TRACES
- std::cout << "Iterator on vertices: " << std::endl;
- for (auto vertex : simplex_tree.complex_vertex_range()) {
- std::cout << vertex << " ";
- }
-#endif // DEBUG_TRACES
-
- // Sort the simplices in the order of the filtration
- simplex_tree.initialize_filtration();
-
- std::cout << "Simplex_tree dim: " << simplex_tree.dimension() << std::endl;
- // Compute the persistence diagram of the complex
- PCOH pcoh(simplex_tree);
- // initializes the coefficient field for homology
- pcoh.init_coefficients(coeff_field_characteristic);
-
- pcoh.compute_persistent_cohomology(min_persistence);
-
- pcoh.output_diagram();
-
- return 0;
-}