diff options
Diffstat (limited to 'src/Alpha_complex/utilities')
-rw-r--r-- | src/Alpha_complex/utilities/CMakeLists.txt | 58 | ||||
-rw-r--r-- | src/Alpha_complex/utilities/alpha_complex_3d_persistence.cpp | 305 | ||||
-rw-r--r-- | src/Alpha_complex/utilities/alpha_complex_persistence.cpp | 126 | ||||
-rw-r--r-- | src/Alpha_complex/utilities/alphacomplex.md | 127 |
4 files changed, 616 insertions, 0 deletions
diff --git a/src/Alpha_complex/utilities/CMakeLists.txt b/src/Alpha_complex/utilities/CMakeLists.txt new file mode 100644 index 00000000..5295f3cd --- /dev/null +++ b/src/Alpha_complex/utilities/CMakeLists.txt @@ -0,0 +1,58 @@ +project(Alpha_complex_utilities) + +if (NOT CGAL_WITH_EIGEN3_VERSION VERSION_LESS 4.11.0) + add_executable (alpha_complex_persistence alpha_complex_persistence.cpp) + target_link_libraries(alpha_complex_persistence ${CGAL_LIBRARY} ${Boost_PROGRAM_OPTIONS_LIBRARY}) + + if (TBB_FOUND) + target_link_libraries(alpha_complex_persistence ${TBB_LIBRARIES}) + endif(TBB_FOUND) + add_test(NAME Alpha_complex_utilities_alpha_complex_persistence COMMAND $<TARGET_FILE:alpha_complex_persistence> + "${CMAKE_SOURCE_DIR}/data/points/tore3D_300.off" "-p" "2" "-m" "0.45") + + install(TARGETS alpha_complex_persistence DESTINATION bin) + + add_executable(alpha_complex_3d_persistence alpha_complex_3d_persistence.cpp) + target_link_libraries(alpha_complex_3d_persistence ${CGAL_LIBRARY} ${Boost_PROGRAM_OPTIONS_LIBRARY}) + if (TBB_FOUND) + target_link_libraries(alpha_complex_3d_persistence ${TBB_LIBRARIES}) + endif(TBB_FOUND) + + add_test(NAME Alpha_complex_utilities_alpha_complex_3d COMMAND $<TARGET_FILE:alpha_complex_3d_persistence> + "${CMAKE_SOURCE_DIR}/data/points/tore3D_300.off" + "-p" "2" "-m" "0.45" "-o" "safe.pers") + + add_test(NAME Alpha_complex_utilities_exact_alpha_complex_3d COMMAND $<TARGET_FILE:alpha_complex_3d_persistence> + "${CMAKE_SOURCE_DIR}/data/points/tore3D_300.off" + "-p" "2" "-m" "0.45" "-o" "exact.pers" "-e") + + add_test(NAME Alpha_complex_utilities_safe_alpha_complex_3d COMMAND $<TARGET_FILE:alpha_complex_3d_persistence> + "${CMAKE_SOURCE_DIR}/data/points/tore3D_300.off" + "-p" "2" "-m" "0.45" "-o" "fast.pers" "-f") + + if (DIFF_PATH) + add_test(Alpha_complex_utilities_diff_alpha_complex_3d ${DIFF_PATH} + "exact.pers" "safe.pers") + add_test(Alpha_complex_utilities_diff_alpha_complex_3d ${DIFF_PATH} + "fast.pers" "safe.pers") + endif() + + add_test(NAME Alpha_complex_utilities_periodic_alpha_complex_3d_persistence COMMAND $<TARGET_FILE:alpha_complex_3d_persistence> + "${CMAKE_SOURCE_DIR}/data/points/grid_10_10_10_in_0_1.off" + "-c" "${CMAKE_SOURCE_DIR}/data/points/iso_cuboid_3_in_0_1.txt" + "-p" "2" "-m" "0") + + add_test(NAME Alpha_complex_utilities_weighted_alpha_complex_3d COMMAND $<TARGET_FILE:alpha_complex_3d_persistence> + "${CMAKE_SOURCE_DIR}/data/points/grid_10_10_10_in_0_1.off" + "-w" "${CMAKE_SOURCE_DIR}/data/points/grid_10_10_10_in_0_1.weights" + "-p" "2" "-m" "0") + + add_test(NAME Alpha_complex_utilities_weighted_periodic_alpha_complex_3d COMMAND $<TARGET_FILE:alpha_complex_3d_persistence> + "${CMAKE_SOURCE_DIR}/data/points/grid_10_10_10_in_0_1.off" + "-w" "${CMAKE_SOURCE_DIR}/data/points/grid_10_10_10_in_0_1.weights" + "-c" "${CMAKE_SOURCE_DIR}/data/points/iso_cuboid_3_in_0_1.txt" + "-p" "2" "-m" "0" "-e") + + install(TARGETS alpha_complex_3d_persistence DESTINATION bin) + +endif (NOT CGAL_WITH_EIGEN3_VERSION VERSION_LESS 4.11.0) diff --git a/src/Alpha_complex/utilities/alpha_complex_3d_persistence.cpp b/src/Alpha_complex/utilities/alpha_complex_3d_persistence.cpp new file mode 100644 index 00000000..2272576e --- /dev/null +++ b/src/Alpha_complex/utilities/alpha_complex_3d_persistence.cpp @@ -0,0 +1,305 @@ +/* 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): Vincent Rouvreau + * + * Copyright (C) 2014 Inria + * + * Modification(s): + * - YYYY/MM Author: Description of the modification + */ + +#include <boost/program_options.hpp> +#include <boost/variant.hpp> + +#include <gudhi/Alpha_complex_3d.h> +#include <gudhi/Simplex_tree.h> +#include <gudhi/Persistent_cohomology.h> +#include <gudhi/Points_3D_off_io.h> + +#include <fstream> +#include <string> +#include <vector> +#include <limits> // for numeric_limits<> + +// gudhi type definition +using Simplex_tree = Gudhi::Simplex_tree<Gudhi::Simplex_tree_options_fast_persistence>; +using Filtration_value = Simplex_tree::Filtration_value; +using Persistent_cohomology = + Gudhi::persistent_cohomology::Persistent_cohomology<Simplex_tree, Gudhi::persistent_cohomology::Field_Zp>; + +void program_options(int argc, char *argv[], std::string &off_file_points, bool &exact, bool &safe, + std::string &weight_file, std::string &cuboid_file, std::string &output_file_diag, + Filtration_value &alpha_square_max_value, int &coeff_field_characteristic, + Filtration_value &min_persistence); + +bool read_weight_file(const std::string &weight_file, std::vector<double> &weights) { + // Read weights information from file + std::ifstream weights_ifstr(weight_file); + if (weights_ifstr.good()) { + double weight = 0.0; + // Attempt read the weight in a double format, return false if it fails + while (weights_ifstr >> weight) { + weights.push_back(weight); + } + } else { + return false; + } + return true; +} + +bool read_cuboid_file(const std::string &cuboid_file, double &x_min, double &y_min, double &z_min, double &x_max, + double &y_max, double &z_max) { + // Read weights information from file + std::ifstream iso_cuboid_str(cuboid_file); + if (iso_cuboid_str.is_open()) { + if (!(iso_cuboid_str >> x_min >> y_min >> z_min >> x_max >> y_max >> z_max)) { + return false; + } + } else { + return false; + } + return true; +} + +template <typename AlphaComplex3d> +std::vector<typename AlphaComplex3d::Point_3> read_off(const std::string &off_file_points) { + // Read the OFF file (input file name given as parameter) and triangulate points + Gudhi::Points_3D_off_reader<typename AlphaComplex3d::Point_3> off_reader(off_file_points); + // Check the read operation was correct + if (!off_reader.is_valid()) { + std::cerr << "Unable to read OFF file " << off_file_points << std::endl; + exit(-1); + } + return off_reader.get_point_cloud(); +} + +int main(int argc, char **argv) { + std::string off_file_points; + std::string weight_file; + std::string cuboid_file; + std::string output_file_diag; + Filtration_value alpha_square_max_value = 0.; + int coeff_field_characteristic = 0; + Filtration_value min_persistence = 0.; + bool exact_version = false; + bool fast_version = false; + bool weighted_version = false; + bool periodic_version = false; + + program_options(argc, argv, off_file_points, exact_version, fast_version, weight_file, cuboid_file, output_file_diag, + alpha_square_max_value, coeff_field_characteristic, min_persistence); + + std::vector<double> weights; + if (weight_file != std::string()) { + if (!read_weight_file(weight_file, weights)) { + std::cerr << "Unable to read weights file " << weight_file << std::endl; + exit(-1); + } + weighted_version = true; + } + + double x_min = 0., y_min = 0., z_min = 0., x_max = 0., y_max = 0., z_max = 0.; + std::ifstream iso_cuboid_str(argv[3]); + if (cuboid_file != std::string()) { + if (!read_cuboid_file(cuboid_file, x_min, y_min, z_min, x_max, y_max, z_max)) { + std::cerr << "Unable to read cuboid file " << cuboid_file << std::endl; + exit(-1); + } + periodic_version = true; + } + + Gudhi::alpha_complex::complexity complexity = Gudhi::alpha_complex::complexity::SAFE; + if (exact_version) { + if (fast_version) { + std::cerr << "You cannot set the exact and the fast version." << std::endl; + exit(-1); + } + complexity = Gudhi::alpha_complex::complexity::EXACT; + } + if (fast_version) { + complexity = Gudhi::alpha_complex::complexity::FAST; + } + + Simplex_tree simplex_tree; + + switch (complexity) { + case Gudhi::alpha_complex::complexity::FAST: + if (weighted_version) { + if (periodic_version) { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::FAST, true, true>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, weights, x_min, y_min, z_min, x_max, y_max, z_max); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } else { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::FAST, true, false>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, weights); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } + } else { + if (periodic_version) { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::FAST, false, true>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, x_min, y_min, z_min, x_max, y_max, z_max); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } else { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::FAST, false, false>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } + } + break; + case Gudhi::alpha_complex::complexity::EXACT: + if (weighted_version) { + if (periodic_version) { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::EXACT, true, true>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, weights, x_min, y_min, z_min, x_max, y_max, z_max); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } else { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::EXACT, true, false>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, weights); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } + } else { + if (periodic_version) { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::EXACT, false, true>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, x_min, y_min, z_min, x_max, y_max, z_max); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } else { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::EXACT, false, false>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } + } + break; + case Gudhi::alpha_complex::complexity::SAFE: + if (weighted_version) { + if (periodic_version) { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::SAFE, true, true>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, weights, x_min, y_min, z_min, x_max, y_max, z_max); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } else { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::SAFE, true, false>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, weights); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } + } else { + if (periodic_version) { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::SAFE, false, true>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points, x_min, y_min, z_min, x_max, y_max, z_max); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } else { + using Alpha_complex_3d = + Gudhi::alpha_complex::Alpha_complex_3d<Gudhi::alpha_complex::complexity::SAFE, false, false>; + auto points = read_off<Alpha_complex_3d>(off_file_points); + Alpha_complex_3d alpha_complex(points); + alpha_complex.create_complex(simplex_tree, alpha_square_max_value); + } + } + break; + default: + std::cerr << "Unknown complexity value " << std::endl; + exit(-1); + break; + } + + // 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 pcoh(simplex_tree, true); + // initializes the coefficient field for homology + pcoh.init_coefficients(coeff_field_characteristic); + + pcoh.compute_persistent_cohomology(min_persistence); + + // Output the diagram in filediag + if (output_file_diag.empty()) { + pcoh.output_diagram(); + } else { + std::cout << "Result in file: " << output_file_diag << std::endl; + std::ofstream out(output_file_diag); + pcoh.output_diagram(out); + out.close(); + } + + return 0; +} + +void program_options(int argc, char *argv[], std::string &off_file_points, bool &exact, bool &fast, + std::string &weight_file, std::string &cuboid_file, std::string &output_file_diag, + Filtration_value &alpha_square_max_value, int &coeff_field_characteristic, + Filtration_value &min_persistence) { + namespace po = boost::program_options; + po::options_description hidden("Hidden options"); + hidden.add_options()("input-file", po::value<std::string>(&off_file_points), + "Name of file containing a point set. Format is one point per line: X1 ... Xd "); + + po::options_description visible("Allowed options", 100); + visible.add_options()("help,h", "produce help message")( + "exact,e", po::bool_switch(&exact), + "To activate exact version of Alpha complex 3d (default is false, not available if fast is set)")( + "fast,f", po::bool_switch(&fast), + "To activate fast version of Alpha complex 3d (default is false, not available if exact is set)")( + "weight-file,w", po::value<std::string>(&weight_file)->default_value(std::string()), + "Name of file containing a point weights. Format is one weight per line:\n W1\n ...\n Wn ")( + "cuboid-file,c", po::value<std::string>(&cuboid_file), + "Name of file describing the periodic domain. Format is:\n min_hx min_hy min_hz\n max_hx max_hy max_hz")( + "output-file,o", po::value<std::string>(&output_file_diag)->default_value(std::string()), + "Name of file in which the persistence diagram is written. Default print in std::cout")( + "max-alpha-square-value,r", + po::value<Filtration_value>(&alpha_square_max_value) + ->default_value(std::numeric_limits<Filtration_value>::infinity()), + "Maximal alpha square value for the Alpha complex construction.")( + "field-charac,p", po::value<int>(&coeff_field_characteristic)->default_value(11), + "Characteristic p of the coefficient field Z/pZ for computing homology.")( + "min-persistence,m", po::value<Filtration_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") || !vm.count("weight-file")) { + std::cout << std::endl; + std::cout << "Compute the persistent homology with coefficient field Z/pZ \n"; + std::cout << "of a 3D Alpha complex defined on a set of input points.\n"; + std::cout << "3D Alpha complex can be safe (by default) exact or fast, weighted and/or periodic\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.\n\n"; + + std::cout << "Usage: " << argv[0] << " [options] input-file weight-file\n\n"; + std::cout << visible << std::endl; + exit(-1); + } +} diff --git a/src/Alpha_complex/utilities/alpha_complex_persistence.cpp b/src/Alpha_complex/utilities/alpha_complex_persistence.cpp new file mode 100644 index 00000000..fab7bd30 --- /dev/null +++ b/src/Alpha_complex/utilities/alpha_complex_persistence.cpp @@ -0,0 +1,126 @@ +/* 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): Vincent Rouvreau + * + * Copyright (C) 2016 Inria + * + * Modification(s): + * - YYYY/MM Author: Description of the modification + */ + +#include <boost/program_options.hpp> + +#include <CGAL/Epick_d.h> + +#include <gudhi/Alpha_complex.h> +#include <gudhi/Persistent_cohomology.h> +// to construct a simplex_tree from alpha complex +#include <gudhi/Simplex_tree.h> + +#include <iostream> +#include <string> +#include <limits> // for numeric_limits + +using Simplex_tree = Gudhi::Simplex_tree<>; +using Filtration_value = Simplex_tree::Filtration_value; + +void program_options(int argc, char *argv[], std::string &off_file_points, std::string &output_file_diag, + Filtration_value &alpha_square_max_value, int &coeff_field_characteristic, + Filtration_value &min_persistence); + +int main(int argc, char **argv) { + std::string off_file_points; + std::string output_file_diag; + Filtration_value alpha_square_max_value; + int coeff_field_characteristic; + Filtration_value min_persistence; + + program_options(argc, argv, off_file_points, output_file_diag, alpha_square_max_value, coeff_field_characteristic, + min_persistence); + + // ---------------------------------------------------------------------------- + // Init of an alpha complex from an OFF file + // ---------------------------------------------------------------------------- + using Kernel = CGAL::Epick_d<CGAL::Dynamic_dimension_tag>; + Gudhi::alpha_complex::Alpha_complex<Kernel> alpha_complex_from_file(off_file_points); + + Simplex_tree simplex; + if (alpha_complex_from_file.create_complex(simplex, alpha_square_max_value)) { + // ---------------------------------------------------------------------------- + // Display information about the alpha complex + // ---------------------------------------------------------------------------- + std::cout << "Simplicial complex is of dimension " << simplex.dimension() << " - " << simplex.num_simplices() + << " simplices - " << simplex.num_vertices() << " vertices." << std::endl; + + // Sort the simplices in the order of the filtration + simplex.initialize_filtration(); + + std::cout << "Simplex_tree dim: " << simplex.dimension() << std::endl; + // Compute the persistence diagram of the complex + Gudhi::persistent_cohomology::Persistent_cohomology<Simplex_tree, Gudhi::persistent_cohomology::Field_Zp> pcoh( + simplex); + // initializes the coefficient field for homology + pcoh.init_coefficients(coeff_field_characteristic); + + pcoh.compute_persistent_cohomology(min_persistence); + + // Output the diagram in filediag + if (output_file_diag.empty()) { + pcoh.output_diagram(); + } else { + std::cout << "Result in file: " << output_file_diag << std::endl; + std::ofstream out(output_file_diag); + pcoh.output_diagram(out); + out.close(); + } + } + + return 0; +} + +void program_options(int argc, char *argv[], std::string &off_file_points, std::string &output_file_diag, + Filtration_value &alpha_square_max_value, int &coeff_field_characteristic, + Filtration_value &min_persistence) { + namespace po = boost::program_options; + po::options_description hidden("Hidden options"); + hidden.add_options()("input-file", po::value<std::string>(&off_file_points), + "Name of file containing a point set. Format is one point per line: X1 ... Xd "); + + po::options_description visible("Allowed options", 100); + visible.add_options()("help,h", "produce help message")( + "output-file,o", po::value<std::string>(&output_file_diag)->default_value(std::string()), + "Name of file in which the persistence diagram is written. Default print in std::cout")( + "max-alpha-square-value,r", po::value<Filtration_value>(&alpha_square_max_value) + ->default_value(std::numeric_limits<Filtration_value>::infinity()), + "Maximal alpha square value for the Alpha complex construction.")( + "field-charac,p", po::value<int>(&coeff_field_characteristic)->default_value(11), + "Characteristic p of the coefficient field Z/pZ for computing homology.")( + "min-persistence,m", po::value<Filtration_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 an Alpha complex 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); + } +} diff --git a/src/Alpha_complex/utilities/alphacomplex.md b/src/Alpha_complex/utilities/alphacomplex.md new file mode 100644 index 00000000..fcd16a3b --- /dev/null +++ b/src/Alpha_complex/utilities/alphacomplex.md @@ -0,0 +1,127 @@ +---
+layout: page
+title: "Alpha complex"
+meta_title: "Alpha complex"
+teaser: ""
+permalink: /alphacomplex/
+---
+{::comment}
+Leave the lines above as it is required by the web site generator 'Jekyll'
+{:/comment}
+
+
+## alpha_complex_persistence ##
+
+This program computes the persistent homology with coefficient field Z/pZ of
+the dD alpha complex built from a dD point cloud.
+The output diagram contains one bar per line, written with the convention:
+
+```
+ p dim birth death
+```
+
+where `dim` is the dimension of the homological feature, `birth` and `death`
+are respectively the birth and death of the feature, and `p` is the
+characteristic of the field *Z/pZ* used for homology coefficients (`p` must be
+a prime number).
+
+**Usage**
+
+```
+ alpha_complex_persistence [options] <input OFF file>
+```
+
+where
+`<input OFF file>` is the path to the input point cloud in
+[nOFF ASCII format]({{ site.officialurl }}/doc/latest/fileformats.html#FileFormatsOFF).
+
+**Allowed options**
+
+* `-h [ --help ]` Produce help message
+* `-o [ --output-file ]` Name of file in which the persistence diagram is
+written. Default print in standard output.
+* `-r [ --max-alpha-square-value ]` (default = inf) Maximal alpha square value
+for the Alpha complex construction.
+* `-p [ --field-charac ]` (default = 11) Characteristic p of the
+coefficient field Z/pZ for computing homology.
+* `-m [ --min-persistence ]` (default = 0) Minimal lifetime of homology feature
+to be recorded. Enter a negative value to see zero length intervals.
+
+**Example**
+
+```
+ alpha_complex_persistence -r 32 -p 2 -m 0.45 ../../data/points/tore3D_300.off
+```
+
+N.B.:
+
+* Filtration values are alpha square values.
+
+
+## alpha_complex_3d_persistence ##
+This program computes the persistent homology with coefficient field Z/pZ of
+the 3D alpha complex built from a 3D point cloud.
+One can use exact computation. It is slower, but it is necessary when points
+are on a grid for instance.
+Alpha complex 3d can be weighted and/or periodic (refer to the
+[CGAL's 3D Periodic Triangulations User Manual](
+https://doc.cgal.org/latest/Periodic_3_triangulation_3/index.html)
+for more details).
+
+The output diagram contains
+one bar per line, written with the convention:
+
+```
+p dim birth death
+```
+
+where `dim` is the dimension of the homological feature, `birth` and `death`
+are respectively the birth and death of the feature, and `p` is the
+characteristic of the field *Z/pZ* used for homology coefficients (`p` must be
+a prime number).
+
+**Usage**
+
+```
+ alpha_complex_3d_persistence [options] <input OFF file>
+```
+
+where `<input OFF file>` is the path to the input point cloud in
+[nOFF ASCII format]({{ site.officialurl }}/doc/latest/fileformats.html#FileFormatsOFF).
+
+**Allowed options**
+
+* `-h [ --help ]` Produce help message
+* `-o [ --output-file ]` Name of file in which the persistence diagram is
+written. Default print in standard output.
+* `-r [ --max-alpha-square-value ]` (default = inf) Maximal alpha square value
+for the Alpha complex construction.
+* `-p [ --field-charac ]` (default=11) Characteristic p of the coefficient
+field Z/pZ for computing homology.
+* `-m [ --min-persistence ]` (default = 0) Minimal lifetime of homology feature
+to be recorded. Enter a negative value to see zero length intervals.
+* `-c [ --cuboid-file ]` is the path to the file describing the periodic domain.
+It must be in the format described
+[here]({{ site.officialurl }}/doc/latest/fileformats.html#FileFormatsIsoCuboid).
+Default version is not periodic.
+* `-w [ --weight-file ]` is the path to the file containing the weights of the
+points (one value per line).
+Default version is not weighted.
+* `-e [ --exact ]` for the exact computation version (not compatible with
+weight and periodic version).
+* `-f [ --fast ]` for the fast computation version.
+
+**Example**
+
+```
+alpha_complex_3d_persistence ../../data/points/tore3D_300.off -p 2 -m 0.45
+```
+
+N.B.:
+
+* `alpha_complex_3d_persistence` only accepts OFF files in dimension 3.
+* Filtration values are alpha square values.
+* Weights values are explained on CGAL
+[Alpha shape](https://doc.cgal.org/latest/Alpha_shapes_3/index.html#title0)
+and
+[Regular triangulation](https://doc.cgal.org/latest/Triangulation_3/index.html#Triangulation3secclassRegulartriangulation) documentation.
|