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diff --git a/src/Bottleneck/include/gudhi/Graph_matching.h b/src/Bottleneck/include/gudhi/Graph_matching.h
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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): Francois Godi
- *
- * Copyright (C) 2015 INRIA Saclay (France)
- *
- * 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/>.
- */
-
-#ifndef SRC_BOTTLENECK_INCLUDE_GUDHI_GRAPH_MATCHING_H_
-#define SRC_BOTTLENECK_INCLUDE_GUDHI_GRAPH_MATCHING_H_
-
-#include <deque>
-#include <list>
-#include <vector>
-
-#include "gudhi/Layered_neighbors_finder.h"
-
-namespace Gudhi {
-
-namespace bottleneck {
-
-template<typename Persistence_diagram1, typename Persistence_diagram2>
-double bottleneck_distance(Persistence_diagram1& diag1, Persistence_diagram2& diag2, double e = 0.);
-
-class Graph_matching {
- public:
- Graph_matching(const Persistence_diagrams_graph& g);
- Graph_matching& operator=(const Graph_matching& m);
- bool perfect() const;
- bool multi_augment();
- void set_r(double r);
-
- private:
- const Persistence_diagrams_graph& g;
- double r;
- std::vector<int> v_to_u;
- std::list<int> unmatched_in_u;
-
- Layered_neighbors_finder* layering() const;
- bool augment(Layered_neighbors_finder* layered_nf, int u_start_index, int max_depth);
- void update(std::deque<int>& path);
-};
-
-Graph_matching::Graph_matching(const Persistence_diagrams_graph& g)
- : g(g), r(0), v_to_u(g.size()), unmatched_in_u() {
- for (int u_point_index = 0; u_point_index < g.size(); ++u_point_index)
- unmatched_in_u.emplace_back(u_point_index);
-}
-
-Graph_matching& Graph_matching::operator=(const Graph_matching& m) {
- r = m.r;
- v_to_u = m.v_to_u;
- unmatched_in_u = m.unmatched_in_u;
- return *this;
-}
-
-inline bool Graph_matching::perfect() const {
- return unmatched_in_u.empty();
-}
-
-inline bool Graph_matching::multi_augment() {
- if (perfect())
- return false;
- Layered_neighbors_finder* layered_nf = layering();
- double rn = sqrt(g.size());
- int nblmax = layered_nf->vlayers_number()*2 + 1;
- // verification of a necessary criterion
- if ((unmatched_in_u.size() > rn && nblmax > rn) || nblmax == 0)
- return false;
- bool successful = false;
- std::list<int>* tries = new std::list<int>(unmatched_in_u);
- for (auto it = tries->cbegin(); it != tries->cend(); it++)
- successful = successful || augment(layered_nf, *it, nblmax);
- delete tries;
- delete layered_nf;
- return successful;
-}
-
-inline void Graph_matching::set_r(double r) {
- this->r = r;
-}
-
-Layered_neighbors_finder* Graph_matching::layering() const {
- bool end = false;
- int layer = 0;
- std::list<int> u_vertices(unmatched_in_u);
- std::list<int> v_vertices;
- Neighbors_finder nf(g, r);
- Layered_neighbors_finder* layered_nf = new Layered_neighbors_finder(g, r);
- for (int v_point_index = 0; v_point_index < g.size(); ++v_point_index)
- nf.add(v_point_index);
- while (!u_vertices.empty()) {
- for (auto it = u_vertices.cbegin(); it != u_vertices.cend(); ++it) {
- std::list<int>* u_succ = nf.pull_all_near(*it);
- for (auto it = u_succ->cbegin(); it != u_succ->cend(); ++it) {
- layered_nf->add(*it, layer);
- v_vertices.emplace_back(*it);
- }
- delete u_succ;
- }
- u_vertices.clear();
- for (auto it = v_vertices.cbegin(); it != v_vertices.cend(); it++) {
- if (v_to_u.at(*it) == null_point_index())
- end = true;
- else
- u_vertices.emplace_back(v_to_u.at(*it));
- }
- if (end)
- return layered_nf;
- v_vertices.clear();
- layer++;
- }
- return layered_nf;
-}
-
-bool Graph_matching::augment(Layered_neighbors_finder *layered_nf, int u_start_index, int max_depth) {
- std::deque<int> path;
- path.emplace_back(u_start_index);
- // start is a point from U
- do {
- if (static_cast<int>(path.size()) > max_depth) {
- path.pop_back();
- path.pop_back();
- }
- if (path.empty())
- return false;
- int w = path.back();
- path.emplace_back(layered_nf->pull_near(w, path.size() / 2));
- while (path.back() == null_point_index()) {
- path.pop_back();
- path.pop_back();
- if (path.empty())
- return false;
- path.pop_back();
- path.emplace_back(layered_nf->pull_near(path.back(), path.size() / 2));
- }
- path.emplace_back(v_to_u.at(path.back()));
- } while (path.back() != null_point_index());
- path.pop_back();
- update(path);
- return true;
-}
-
-void Graph_matching::update(std::deque<int>& path) {
- unmatched_in_u.remove(path.front());
- for (auto it = path.cbegin(); it != path.cend(); ++it) {
- int tmp = *it;
- ++it;
- v_to_u[*it] = tmp;
- }
-}
-
-template<typename Persistence_diagram1, typename Persistence_diagram2>
-double bottleneck_distance(Persistence_diagram1& diag1, Persistence_diagram2& diag2, double e) {
- Persistence_diagrams_graph g(diag1, diag2, e);
- std::vector<double>* sd = g.sorted_distances();
- int idmin = 0;
- int idmax = sd->size() - 1;
- double alpha = pow(sd->size(), 0.25);
- Graph_matching m(g);
- Graph_matching biggest_unperfect = m;
- while (idmin != idmax) {
- int pas = static_cast<int>((idmax - idmin) / alpha);
- m.set_r(sd->at(idmin + pas));
- while (m.multi_augment()) {}
- if (m.perfect()) {
- idmax = idmin + pas;
- m = biggest_unperfect;
- } else {
- biggest_unperfect = m;
- idmin = idmin + pas + 1;
- }
- }
- double b = sd->at(idmin);
- delete sd;
- return b;
-}
-
-} // namespace bottleneck
-
-} // namespace Gudhi
-
-#endif // SRC_BOTTLENECK_INCLUDE_GUDHI_GRAPH_MATCHING_H_