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authorvrouvrea <vrouvrea@636b058d-ea47-450e-bf9e-a15bfbe3eedb>2015-01-13 10:44:56 +0000
committervrouvrea <vrouvrea@636b058d-ea47-450e-bf9e-a15bfbe3eedb>2015-01-13 10:44:56 +0000
commit58418083d4e539a7e9f27b80d0a45bcb523dbb41 (patch)
treeb2892ea630977aec2daaa5047de24ef564f05b1c /src
parent2f46c731dd4dac16b0af319449abeb98c0900f42 (diff)
new alpha shapes persistence example
git-svn-id: svn+ssh://scm.gforge.inria.fr/svnroot/gudhi/branches/TDA_dev_1.1.0@407 636b058d-ea47-450e-bf9e-a15bfbe3eedb Former-commit-id: c261b88e39db9a910d90dccbcb1798287b0ed6da
Diffstat (limited to 'src')
-rw-r--r--src/Persistent_cohomology/example/CMakeLists.txt9
-rw-r--r--src/Persistent_cohomology/example/alpha_shapes_persistence.cpp303
2 files changed, 312 insertions, 0 deletions
diff --git a/src/Persistent_cohomology/example/CMakeLists.txt b/src/Persistent_cohomology/example/CMakeLists.txt
index ae4b3be9..5255988a 100644
--- a/src/Persistent_cohomology/example/CMakeLists.txt
+++ b/src/Persistent_cohomology/example/CMakeLists.txt
@@ -24,4 +24,13 @@ if(GMPXX_FOUND AND GMP_FOUND)
add_executable ( performance_rips_persistence performance_rips_persistence.cpp )
target_link_libraries(performance_rips_persistence ${Boost_SYSTEM_LIBRARY} ${Boost_PROGRAM_OPTIONS_LIBRARY} ${GMPXX_LIBRARIES} ${GMP_LIBRARIES})
+
+ if(CGAL_FOUND)
+ add_definitions(-DDEBUG_TRACES)
+ add_executable(alpha_shapes_persistence alpha_shapes_persistence.cpp)
+ target_link_libraries(alpha_shapes_persistence ${Boost_SYSTEM_LIBRARY} ${GMPXX_LIBRARIES} ${GMP_LIBRARIES} ${CGAL_LIBRARY})
+ #add_test(persistence_from_file_3_2_0 ${CMAKE_CURRENT_BINARY_DIR}/persistence_from_file ${CMAKE_SOURCE_DIR}/data/points/bunny_5000.st -p 2 -m 0)
+ #add_test(persistence_from_file_3_3_100 ${CMAKE_CURRENT_BINARY_DIR}/persistence_from_file ${CMAKE_SOURCE_DIR}/data/points/bunny_5000.st -p 3 -m 100)
+ endif()
+
endif()
diff --git a/src/Persistent_cohomology/example/alpha_shapes_persistence.cpp b/src/Persistent_cohomology/example/alpha_shapes_persistence.cpp
new file mode 100644
index 00000000..02baf1b0
--- /dev/null
+++ b/src/Persistent_cohomology/example/alpha_shapes_persistence.cpp
@@ -0,0 +1,303 @@
+ /* 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 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/>.
+ */
+
+#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 "gudhi/graph_simplicial_complex.h"
+#include "gudhi/Simplex_tree.h"
+#include "gudhi/Persistent_cohomology.h"
+#include <boost/variant.hpp>
+
+using namespace Gudhi;
+using namespace Gudhi::persistent_cohomology;
+
+// Alpha_shape_3 templates type definitions
+typedef CGAL::Exact_predicates_inexact_constructions_kernel Kernel;
+typedef CGAL::Alpha_shape_vertex_base_3<Kernel> Vb;
+typedef CGAL::Alpha_shape_cell_base_3<Kernel> Fb;
+typedef CGAL::Triangulation_data_structure_3<Vb,Fb> Tds;
+typedef CGAL::Delaunay_triangulation_3<Kernel,Tds> Triangulation_3;
+typedef CGAL::Alpha_shape_3<Triangulation_3> Alpha_shape_3;
+
+// From file type definition
+typedef Kernel::Point_3 Point;
+
+// filtration with alpha values needed type definition
+typedef Alpha_shape_3::FT Alpha_value_type;
+typedef CGAL::Object Object;
+typedef 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> >
+ > > Dispatch;
+typedef Alpha_shape_3::Cell_handle Cell_handle;
+typedef Alpha_shape_3::Facet Facet;
+typedef Alpha_shape_3::Edge Edge;
+typedef std::list<Alpha_shape_3::Vertex_handle> Vertex_list;
+
+// gudhi type definition
+typedef Simplex_tree<>::Vertex_handle Simplex_tree_vertex;
+typedef std::map<Alpha_shape_3::Vertex_handle, Simplex_tree_vertex > Alpha_shape_simplex_tree_map;
+typedef std::pair<Alpha_shape_3::Vertex_handle, Simplex_tree_vertex> Alpha_shape_simplex_tree_pair;
+typedef std::vector< Simplex_tree_vertex > Simplex_tree_vector_vertex;
+
+//#define DEBUG_TRACES
+
+Vertex_list from (const Cell_handle& ch)
+{
+ Vertex_list the_list;
+ for (auto i = 0; i < 4; i++)
+ {
+#ifdef DEBUG_TRACES
+ std::cout << "from cell[" << i << "]=" << ch->vertex(i)->point() << std::endl;
+#endif // DEBUG_TRACES
+ the_list.push_back(ch->vertex(i));
+ }
+ return the_list;
+}
+Vertex_list from (const Facet& fct)
+{
+ Vertex_list the_list;
+ for (auto i = 0; i < 4; i++)
+ {
+ if (fct.second != i)
+ {
+#ifdef DEBUG_TRACES
+ std::cout << "from facet=[" << i << "]" << fct.first->vertex(i)->point() << std::endl;
+#endif // DEBUG_TRACES
+ the_list.push_back(fct.first->vertex(i));
+ }
+ }
+ return the_list;
+}
+Vertex_list from (const Edge& edg)
+{
+ Vertex_list the_list;
+ for (auto i = 0; i < 4; i++)
+ {
+ if ((edg.second == i) ||(edg.third == i))
+ {
+#ifdef DEBUG_TRACES
+ std::cout << "from edge[" << i << "]=" << edg.first->vertex(i)->point() << std::endl;
+#endif // DEBUG_TRACES
+ the_list.push_back(edg.first->vertex(i));
+ }
+ }
+ return the_list;
+}
+Vertex_list from (const Alpha_shape_3::Vertex_handle& vh)
+{
+ Vertex_list the_list;
+#ifdef DEBUG_TRACES
+ std::cout << "from vertex=" << vh->point() << std::endl;
+#endif // DEBUG_TRACES
+ the_list.push_back(vh);
+ return the_list;
+}
+
+void usage(char * const progName)
+{
+ std::cerr << "Usage: " << progName << " path_to_file_graph coeff_field_characteristic min_persistence\n";
+ exit(-1); // ----- >>
+}
+
+int main (int argc, char * const argv[])
+{
+
+ int coeff_field_characteristic=0;
+ int returnedScanValue = sscanf(argv[2], "%d", &coeff_field_characteristic);
+ if ((returnedScanValue == EOF) || (coeff_field_characteristic <= 0)) {
+ std::cerr << "Error: " << argv[2] << " is not correct\n";
+ usage(argv[0]);
+ }
+
+ int min_persist_int = 0;
+ returnedScanValue = sscanf(argv[3], "%d", &min_persist_int);
+ if ((returnedScanValue == EOF) || (min_persist_int < -1)) {
+ std::cerr << "Error: " << argv[3] << " is not correct\n";
+ usage(argv[0]);
+ }
+ Filtration_value min_persistence = (Filtration_value)min_persist_int;
+
+ // program args management
+ if (argc != 4) {
+ std::cerr << "Error: Number of arguments (" << argc << ") is not correct\n";
+ usage(argv[0]);
+ }
+
+ // Read points from file
+ std::string filegraph = argv[1];
+ std::list<Point> lp;
+ std::ifstream is(filegraph.c_str());
+ int n;
+ is >> n;
+#ifdef DEBUG_TRACES
+ std::cout << "Reading " << n << " points " << std::endl;
+#endif // DEBUG_TRACES
+ Point p;
+ for( ; n>0 ; n--) {
+ is >> p;
+ lp.push_back(p);
+ }
+
+ // 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;
+ Simplex_tree<> 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);
+ count_cells++;
+ if (dim_max < 3) {
+ dim_max=3; // Cell is of dim 3
+ }
+ }
+ else if (const Facet* facet = CGAL::object_cast<Facet>(&object_iterator))
+ {
+ vertex_list = from(*facet);
+ count_facets++;
+ if (dim_max < 2) {
+ dim_max=2; // Facet is of dim 2
+ }
+ }
+ else if (const Edge* edge = CGAL::object_cast<Edge>(&object_iterator))
+ {
+ vertex_list = from(*edge);
+ count_edges++;
+ if (dim_max < 1) {
+ dim_max=1; // Edge is of dim 1
+ }
+ }
+ else if (const Alpha_shape_3::Vertex_handle* vertex = CGAL::object_cast<Alpha_shape_3::Vertex_handle>(&object_iterator))
+ {
+ count_vertices++;
+ vertex_list = from(*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(the_simplex_tree, std::sqrt(*the_alpha_value_iterator));
+ 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_filtration(filtration_max);
+ simplex_tree.set_num_simplices(count_vertices + count_edges + count_facets + count_cells);
+ 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() << " ";
+ std::cout << " filtration = " << simplex_tree.filtration() << std::endl << std::endl;
+#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
+ Persistent_cohomology< Simplex_tree<>, Field_Zp > pcoh( simplex_tree );
+ pcoh.init_coefficients( coeff_field_characteristic ); //initializes the coefficient field for homology
+
+ pcoh.compute_persistent_cohomology( min_persistence );
+
+ pcoh.output_diagram();
+
+ return 0;
+}