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authorMarc Glisse <marc.glisse@inria.fr>2020-03-30 17:56:27 +0200
committerGitHub <noreply@github.com>2020-03-30 17:56:27 +0200
commit2f46606b406aafc69e37a68dca33e1858ab7b817 (patch)
tree00fe086be752902c58d9126e9959120f28f06406 /src/python
parentc669664a7bdda51d31410b6fa0f7c41e9e616b07 (diff)
parentb2a549c055c2796fe4eb1e4e4265cdd718753416 (diff)
Merge pull request #215 from MathieuCarriere/extended_persistence
Extended persistence
Diffstat (limited to 'src/python')
-rw-r--r--src/python/gudhi/simplex_tree.pxd2
-rw-r--r--src/python/gudhi/simplex_tree.pyx51
-rw-r--r--src/python/include/Simplex_tree_interface.h40
-rwxr-xr-xsrc/python/test/test_simplex_tree.py82
4 files changed, 175 insertions, 0 deletions
diff --git a/src/python/gudhi/simplex_tree.pxd b/src/python/gudhi/simplex_tree.pxd
index 82f155de..595f22bb 100644
--- a/src/python/gudhi/simplex_tree.pxd
+++ b/src/python/gudhi/simplex_tree.pxd
@@ -57,6 +57,8 @@ cdef extern from "Simplex_tree_interface.h" namespace "Gudhi":
void remove_maximal_simplex(vector[int] simplex)
bool prune_above_filtration(double filtration)
bool make_filtration_non_decreasing()
+ void compute_extended_filtration()
+ vector[vector[pair[int, pair[double, double]]]] compute_extended_persistence_subdiagrams(vector[pair[int, pair[double, double]]] dgm, double min_persistence)
# Iterators over Simplex tree
pair[vector[int], double] get_simplex_and_filtration(Simplex_tree_simplex_handle f_simplex)
Simplex_tree_simplices_iterator get_simplices_iterator_begin()
diff --git a/src/python/gudhi/simplex_tree.pyx b/src/python/gudhi/simplex_tree.pyx
index c01cc905..cc3753e1 100644
--- a/src/python/gudhi/simplex_tree.pyx
+++ b/src/python/gudhi/simplex_tree.pyx
@@ -396,6 +396,57 @@ cdef class SimplexTree:
"""
return self.get_ptr().make_filtration_non_decreasing()
+ def extend_filtration(self):
+ """ Extend filtration for computing extended persistence. This function only uses the
+ filtration values at the 0-dimensional simplices, and computes the extended persistence
+ diagram induced by the lower-star filtration computed with these values.
+
+ .. note::
+
+ Note that after calling this function, the filtration
+ values are actually modified within the Simplex_tree.
+ The function :func:`extended_persistence()<gudhi.SimplexTree.extended_persistence>`
+ retrieves the original values.
+
+ .. note::
+
+ Note that this code creates an extra vertex internally, so you should make sure that
+ the Simplex_tree does not contain a vertex with the largest possible value (i.e., 4294967295).
+ """
+ return self.get_ptr().compute_extended_filtration()
+
+ def extended_persistence(self, homology_coeff_field=11, min_persistence=0):
+ """This function retrieves good values for extended persistence, and separate the diagrams
+ into the Ordinary, Relative, Extended+ and Extended- subdiagrams.
+
+ :param homology_coeff_field: The homology coefficient field. Must be a
+ prime number. Default value is 11.
+ :type homology_coeff_field: int.
+ :param min_persistence: The minimum persistence value (i.e., the absolute value of the difference between the persistence diagram point coordinates) to take into
+ account (strictly greater than min_persistence). Default value is
+ 0.0.
+ Sets min_persistence to -1.0 to see all values.
+ :type min_persistence: float.
+ :returns: A list of four persistence diagrams in the format described in :func:`persistence()<gudhi.SimplexTree.persistence>`. The first one is Ordinary, the second one is Relative, the third one is Extended+ and the fourth one is Extended-. See https://link.springer.com/article/10.1007/s10208-008-9027-z and/or section 2.2 in https://link.springer.com/article/10.1007/s10208-017-9370-z for a description of these subtypes.
+
+ .. note::
+
+ This function should be called only if :func:`extend_filtration()<gudhi.SimplexTree.extend_filtration>` has been called first!
+
+ .. note::
+
+ The coordinates of the persistence diagram points might be a little different than the
+ original filtration values due to the internal transformation (scaling to [-2,-1]) that is
+ performed on these values during the computation of extended persistence.
+ """
+ cdef vector[pair[int, pair[double, double]]] persistence_result
+ if self.pcohptr != NULL:
+ del self.pcohptr
+ self.pcohptr = new Simplex_tree_persistence_interface(self.get_ptr(), False)
+ persistence_result = self.pcohptr.get_persistence(homology_coeff_field, -1.)
+ return self.get_ptr().compute_extended_persistence_subdiagrams(persistence_result, min_persistence)
+
+
def persistence(self, homology_coeff_field=11, min_persistence=0, persistence_dim_max = False):
"""This function returns the persistence of the simplicial complex.
diff --git a/src/python/include/Simplex_tree_interface.h b/src/python/include/Simplex_tree_interface.h
index 4a7062d6..1a18aed6 100644
--- a/src/python/include/Simplex_tree_interface.h
+++ b/src/python/include/Simplex_tree_interface.h
@@ -37,8 +37,12 @@ class Simplex_tree_interface : public Simplex_tree<SimplexTreeOptions> {
using Filtered_simplices = std::vector<Simplex_and_filtration>;
using Skeleton_simplex_iterator = typename Base::Skeleton_simplex_iterator;
using Complex_simplex_iterator = typename Base::Complex_simplex_iterator;
+ using Extended_filtration_data = typename Base::Extended_filtration_data;
public:
+
+ Extended_filtration_data efd;
+
bool find_simplex(const Simplex& vh) {
return (Base::find(vh) != Base::null_simplex());
}
@@ -117,6 +121,42 @@ class Simplex_tree_interface : public Simplex_tree<SimplexTreeOptions> {
return cofaces;
}
+ void compute_extended_filtration() {
+ this->efd = this->extend_filtration();
+ this->initialize_filtration();
+ return;
+ }
+
+ std::vector<std::vector<std::pair<int, std::pair<Filtration_value, Filtration_value>>>> compute_extended_persistence_subdiagrams(const std::vector<std::pair<int, std::pair<Filtration_value, Filtration_value>>>& dgm, Filtration_value min_persistence){
+ std::vector<std::vector<std::pair<int, std::pair<Filtration_value, Filtration_value>>>> new_dgm(4);
+ for (unsigned int i = 0; i < dgm.size(); i++){
+ std::pair<Filtration_value, Extended_simplex_type> px = this->decode_extended_filtration(dgm[i].second.first, this->efd);
+ std::pair<Filtration_value, Extended_simplex_type> py = this->decode_extended_filtration(dgm[i].second.second, this->efd);
+ std::pair<int, std::pair<Filtration_value, Filtration_value>> pd_point = std::make_pair(dgm[i].first, std::make_pair(px.first, py.first));
+ if(std::abs(px.first - py.first) > min_persistence){
+ //Ordinary
+ if (px.second == Extended_simplex_type::UP && py.second == Extended_simplex_type::UP){
+ new_dgm[0].push_back(pd_point);
+ }
+ // Relative
+ else if (px.second == Extended_simplex_type::DOWN && py.second == Extended_simplex_type::DOWN){
+ new_dgm[1].push_back(pd_point);
+ }
+ else{
+ // Extended+
+ if (px.first < py.first){
+ new_dgm[2].push_back(pd_point);
+ }
+ //Extended-
+ else{
+ new_dgm[3].push_back(pd_point);
+ }
+ }
+ }
+ }
+ return new_dgm;
+ }
+
void create_persistence(Gudhi::Persistent_cohomology_interface<Base>* pcoh) {
Base::initialize_filtration();
pcoh = new Gudhi::Persistent_cohomology_interface<Base>(*this);
diff --git a/src/python/test/test_simplex_tree.py b/src/python/test/test_simplex_tree.py
index f7848379..70b26e97 100755
--- a/src/python/test/test_simplex_tree.py
+++ b/src/python/test/test_simplex_tree.py
@@ -9,6 +9,7 @@
"""
from gudhi import SimplexTree
+import pytest
__author__ = "Vincent Rouvreau"
__copyright__ = "Copyright (C) 2016 Inria"
@@ -250,6 +251,87 @@ def test_make_filtration_non_decreasing():
assert st.filtration([3, 4]) == 2.0
assert st.filtration([4, 5]) == 2.0
+def test_extend_filtration():
+
+ # Inserted simplex:
+ # 5 4
+ # o o
+ # / \ /
+ # o o
+ # /2\ /3
+ # o o
+ # 1 0
+
+ st = SimplexTree()
+ st.insert([0,2])
+ st.insert([1,2])
+ st.insert([0,3])
+ st.insert([2,5])
+ st.insert([3,4])
+ st.insert([3,5])
+ st.assign_filtration([0], 1.)
+ st.assign_filtration([1], 2.)
+ st.assign_filtration([2], 3.)
+ st.assign_filtration([3], 4.)
+ st.assign_filtration([4], 5.)
+ st.assign_filtration([5], 6.)
+
+ assert list(st.get_filtration()) == [
+ ([0, 2], 0.0),
+ ([1, 2], 0.0),
+ ([0, 3], 0.0),
+ ([3, 4], 0.0),
+ ([2, 5], 0.0),
+ ([3, 5], 0.0),
+ ([0], 1.0),
+ ([1], 2.0),
+ ([2], 3.0),
+ ([3], 4.0),
+ ([4], 5.0),
+ ([5], 6.0)
+ ]
+
+ st.extend_filtration()
+
+ assert list(st.get_filtration()) == [
+ ([6], -3.0),
+ ([0], -2.0),
+ ([1], -1.8),
+ ([2], -1.6),
+ ([0, 2], -1.6),
+ ([1, 2], -1.6),
+ ([3], -1.4),
+ ([0, 3], -1.4),
+ ([4], -1.2),
+ ([3, 4], -1.2),
+ ([5], -1.0),
+ ([2, 5], -1.0),
+ ([3, 5], -1.0),
+ ([5, 6], 1.0),
+ ([4, 6], 1.2),
+ ([3, 6], 1.4),
+ ([3, 4, 6], 1.4),
+ ([3, 5, 6], 1.4),
+ ([2, 6], 1.6),
+ ([2, 5, 6], 1.6),
+ ([1, 6], 1.8),
+ ([1, 2, 6], 1.8),
+ ([0, 6], 2.0),
+ ([0, 2, 6], 2.0),
+ ([0, 3, 6], 2.0)
+ ]
+
+ dgms = st.extended_persistence(min_persistence=-1.)
+
+ assert dgms[0][0][1][0] == pytest.approx(2.)
+ assert dgms[0][0][1][1] == pytest.approx(3.)
+ assert dgms[1][0][1][0] == pytest.approx(5.)
+ assert dgms[1][0][1][1] == pytest.approx(4.)
+ assert dgms[2][0][1][0] == pytest.approx(1.)
+ assert dgms[2][0][1][1] == pytest.approx(6.)
+ assert dgms[3][0][1][0] == pytest.approx(6.)
+ assert dgms[3][0][1][1] == pytest.approx(1.)
+
def test_simplices_iterator():
st = SimplexTree()