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Bottleneck.h
1/* This file is part of the Gudhi Library - https://gudhi.inria.fr/ - which is released under MIT.
2 * See file LICENSE or go to https://gudhi.inria.fr/licensing/ for full license details.
3 * Author: Francois Godi
4 *
5 * Copyright (C) 2015 Inria
6 *
7 * Modification(s):
8 * - 2019/06 Vincent Rouvreau : Fix doxygen warning.
9 * - 2019/08 Vincent Rouvreau: Fix issue #10 for CGAL
10 * - YYYY/MM Author: Description of the modification
11 */
12
13#ifndef BOTTLENECK_H_
14#define BOTTLENECK_H_
15
16#include <gudhi/Graph_matching.h>
17
18#include <CGAL/version.h> // for CGAL_VERSION_NR
19
20#include <vector>
21#include <algorithm> // for max
22#include <limits> // for numeric_limits
23
24#include <cmath>
25#include <cfloat> // FLT_EVAL_METHOD
26
27// Make compilation fail - required for external projects - https://github.com/GUDHI/gudhi-devel/issues/10
28#if CGAL_VERSION_NR < 1041101000
29# error bottleneck_distance is only available for CGAL >= 4.11
30#endif
31
32namespace Gudhi {
33
34namespace persistence_diagram {
35
36inline double bottleneck_distance_approx(Persistence_graph& g, double e) {
37 double b_lower_bound = 0.;
38 double b_upper_bound = g.max_dist_to_diagonal();
39 int graph_size = g.size();
40 if (graph_size <= 1)
41 // The value of alpha would be wrong in this case
42 return b_upper_bound;
43 const double alpha = std::pow(graph_size, 1. / 5.);
44 Graph_matching m(g);
45 Graph_matching biggest_unperfect(g);
46 while (b_upper_bound - b_lower_bound > 2 * e) {
47 double step = b_lower_bound + (b_upper_bound - b_lower_bound) / alpha;
48#if !defined FLT_EVAL_METHOD || FLT_EVAL_METHOD < 0 || FLT_EVAL_METHOD > 1
49 // On platforms where double computation is done with excess precision,
50 // we force it to its true precision so the following test is reliable.
51 volatile double drop_excess_precision = step;
52 step = drop_excess_precision;
53 // Alternative: step = CGAL::IA_force_to_double(step);
54#endif
55 if (step <= b_lower_bound || step >= b_upper_bound) // Avoid precision problem
56 break;
57 m.set_r(step);
58 while (m.multi_augment()) {} // compute a maximum matching (in the graph corresponding to the current r)
59 if (m.perfect()) {
60 m = biggest_unperfect;
61 b_upper_bound = step;
62 } else {
63 biggest_unperfect = m;
64 b_lower_bound = step;
65 }
66 }
67 return (b_lower_bound + b_upper_bound) / 2.;
68}
69
70inline double bottleneck_distance_exact(Persistence_graph& g) {
71 std::vector<double> sd = g.sorted_distances();
72 long lower_bound_i = 0;
73 long upper_bound_i = sd.size() - 1;
74 const double alpha = std::pow(g.size(), 1. / 5.);
75 Graph_matching m(g);
76 Graph_matching biggest_unperfect(g);
77 while (lower_bound_i != upper_bound_i) {
78 long step = lower_bound_i + static_cast<long> ((upper_bound_i - lower_bound_i - 1) / alpha);
79 m.set_r(sd.at(step));
80 while (m.multi_augment()) {} // compute a maximum matching (in the graph corresponding to the current r)
81 if (m.perfect()) {
82 m = biggest_unperfect;
83 upper_bound_i = step;
84 } else {
85 biggest_unperfect = m;
86 lower_bound_i = step + 1;
87 }
88 }
89 return sd.at(lower_bound_i);
90}
91
115template<typename Persistence_diagram1, typename Persistence_diagram2>
116double bottleneck_distance(const Persistence_diagram1 &diag1, const Persistence_diagram2 &diag2,
117 double e = (std::numeric_limits<double>::min)()) {
118 Persistence_graph g(diag1, diag2, e);
119 if (g.bottleneck_alive() == std::numeric_limits<double>::infinity())
120 return std::numeric_limits<double>::infinity();
121 return (std::max)(g.bottleneck_alive(), e == 0. ? bottleneck_distance_exact(g) : bottleneck_distance_approx(g, e));
122}
123
124} // namespace persistence_diagram
125
126} // namespace Gudhi
127
128#endif // BOTTLENECK_H_
double bottleneck_distance(const Persistence_diagram1 &diag1, const Persistence_diagram2 &diag2, double e=(std::numeric_limits< double >::min)())
Function to compute the Bottleneck distance between two persistence diagrams.
Definition: Bottleneck.h:116
Gudhi namespace.
Definition: SimplicialComplexForAlpha.h:14