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Diffstat (limited to 'src/python/example/euclidean_witness_complex_diagram_persistence_from_off_file_example.py')
-rwxr-xr-x | src/python/example/euclidean_witness_complex_diagram_persistence_from_off_file_example.py | 82 |
1 files changed, 82 insertions, 0 deletions
diff --git a/src/python/example/euclidean_witness_complex_diagram_persistence_from_off_file_example.py b/src/python/example/euclidean_witness_complex_diagram_persistence_from_off_file_example.py new file mode 100755 index 00000000..7587b732 --- /dev/null +++ b/src/python/example/euclidean_witness_complex_diagram_persistence_from_off_file_example.py @@ -0,0 +1,82 @@ +#!/usr/bin/env python + +import gudhi +import argparse + +""" 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 +""" + +__author__ = "Vincent Rouvreau" +__copyright__ = "Copyright (C) 2016 Inria" +__license__ = "MIT" + +parser = argparse.ArgumentParser( + description="EuclideanWitnessComplex creation from " "points read in a OFF file.", + epilog="Example: " + "example/euclidean_witness_complex_diagram_persistence_from_off_file_example.py " + "-f ../data/points/tore3D_300.off -a 1.0 -n 20 -d 2" + "- Constructs a weak witness complex with the " + "points from the given OFF file.", +) +parser.add_argument("-f", "--file", type=str, required=True) +parser.add_argument("-a", "--max_alpha_square", type=float, required=True) +parser.add_argument("-n", "--number_of_landmarks", type=int, required=True) +parser.add_argument("-d", "--limit_dimension", type=int, required=True) +parser.add_argument("-b", "--band", type=float, default=0.0) +parser.add_argument( + "--no-diagram", + default=False, + action="store_true", + help="Flag for not to display the diagrams", +) + +args = parser.parse_args() + +with open(args.file, "r") as f: + first_line = f.readline() + if (first_line == "OFF\n") or (first_line == "nOFF\n"): + print("#####################################################################") + print("EuclideanWitnessComplex creation from points read in a OFF file") + + witnesses = gudhi.read_off(off_file=args.file) + landmarks = gudhi.pick_n_random_points( + points=witnesses, nb_points=args.number_of_landmarks + ) + + message = ( + "EuclideanWitnessComplex with max_edge_length=" + + repr(args.max_alpha_square) + + " - Number of landmarks=" + + repr(args.number_of_landmarks) + ) + print(message) + + witness_complex = gudhi.EuclideanWitnessComplex( + witnesses=witnesses, landmarks=landmarks + ) + simplex_tree = witness_complex.create_simplex_tree( + max_alpha_square=args.max_alpha_square, limit_dimension=args.limit_dimension + ) + + message = "Number of simplices=" + repr(simplex_tree.num_simplices()) + print(message) + + diag = simplex_tree.persistence() + + print("betti_numbers()=") + print(simplex_tree.betti_numbers()) + + if args.no_diagram == False: + pplot = gudhi.plot_persistence_diagram(diag, band=args.band) + pplot.show() + else: + print(args.file, "is not a valid OFF file") + + f.close() |