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-rw-r--r--src/Rips_complex/doc/Intro_rips_complex.h5
-rw-r--r--src/Simplex_tree/include/gudhi/Simplex_tree.h1
-rw-r--r--src/cython/cython/rips_complex.pyx50
-rw-r--r--src/cython/include/Rips_complex_interface.h39
-rwxr-xr-xsrc/cython/test/test_rips_complex.py1
5 files changed, 60 insertions, 36 deletions
diff --git a/src/Rips_complex/doc/Intro_rips_complex.h b/src/Rips_complex/doc/Intro_rips_complex.h
index 712d3b6e..3db5287e 100644
--- a/src/Rips_complex/doc/Intro_rips_complex.h
+++ b/src/Rips_complex/doc/Intro_rips_complex.h
@@ -53,7 +53,10 @@ namespace rips_complex {
* The number of simplices in the full Rips complex is exponential in the
* number of vertices, it is thus usually restricted, by excluding all the
* simplices with filtration value larger than some threshold, and keeping only
- * the dim_max-skeleton.
+ * the dim_max-skeleton. It may also be a good idea to start by making the
+ * point set sparser, for instance with
+ * `Gudhi::subsampling::sparsify_point_set`, since small clusters of points
+ * have a disproportionate cost without affecting the persistence diagram much.
*
* In order to build this complex, the algorithm first builds the graph.
* The filtration value of each edge is computed from a user-given distance
diff --git a/src/Simplex_tree/include/gudhi/Simplex_tree.h b/src/Simplex_tree/include/gudhi/Simplex_tree.h
index ee96d5a2..2c4c53a3 100644
--- a/src/Simplex_tree/include/gudhi/Simplex_tree.h
+++ b/src/Simplex_tree/include/gudhi/Simplex_tree.h
@@ -1035,6 +1035,7 @@ class Simplex_tree {
* The Simplex_tree must contain no simplex of dimension bigger than
* 1 when calling the method. */
void expansion(int max_dim) {
+ if (max_dim <= 1) return;
dimension_ = max_dim;
for (Dictionary_it root_it = root_.members_.begin();
root_it != root_.members_.end(); ++root_it) {
diff --git a/src/cython/cython/rips_complex.pyx b/src/cython/cython/rips_complex.pyx
index 59c16bff..620130ca 100644
--- a/src/cython/cython/rips_complex.pyx
+++ b/src/cython/cython/rips_complex.pyx
@@ -33,7 +33,11 @@ __license__ = "GPL v3"
cdef extern from "Rips_complex_interface.h" namespace "Gudhi":
cdef cppclass Rips_complex_interface "Gudhi::rips_complex::Rips_complex_interface":
- Rips_complex_interface(vector[vector[double]] values, double threshold, bool euclidean)
+ Rips_complex_interface()
+ void init_points(vector[vector[double]] values, double threshold)
+ void init_matrix(vector[vector[double]] values, double threshold)
+ void init_points_sparse(vector[vector[double]] values, double threshold, double sparse)
+ void init_matrix_sparse(vector[vector[double]] values, double threshold, double sparse)
void create_simplex_tree(Simplex_tree_interface_full_featured* simplex_tree, int dim_max)
# RipsComplex python interface
@@ -44,14 +48,14 @@ cdef class RipsComplex:
function, or a distance matrix.
"""
- cdef Rips_complex_interface * thisptr
+ cdef Rips_complex_interface thisref
# Fake constructor that does nothing but documenting the constructor
- def __init__(self, points=None, distance_matrix=None, max_edge_length=float('inf')):
+ def __init__(self, points=None, distance_matrix=None, max_edge_length=float('inf'), sparse=None):
"""RipsComplex constructor.
:param max_edge_length: Rips value.
- :type max_edge_length: int
+ :type max_edge_length: float
:param points: A list of points in d-Dimension.
:type points: list of list of double
@@ -61,27 +65,31 @@ cdef class RipsComplex:
:param distance_matrix: A distance matrix (full square or lower
triangular).
:type points: list of list of double
+
+ And in both cases
+ :param sparse: If this is not None, it switches to building a sparse Rips and represents the approximation parameter epsilon.
+ :type sparse: float
"""
# The real cython constructor
- def __cinit__(self, points=None, distance_matrix=None, max_edge_length=float('inf')):
- if distance_matrix is not None:
- self.thisptr = new Rips_complex_interface(distance_matrix, max_edge_length, False)
+ def __cinit__(self, points=None, distance_matrix=None, max_edge_length=float('inf'), sparse=None):
+ if sparse is not None:
+ if distance_matrix is not None:
+ self.thisref.init_matrix_sparse(distance_matrix, max_edge_length, sparse)
+ else:
+ if points is None:
+ # Empty Rips construction
+ points=[]
+ self.thisref.init_points_sparse(points, max_edge_length, sparse)
else:
- if points is None:
- # Empty Rips construction
- points=[]
- self.thisptr = new Rips_complex_interface(points, max_edge_length, True)
-
-
- def __dealloc__(self):
- if self.thisptr != NULL:
- del self.thisptr
+ if distance_matrix is not None:
+ self.thisref.init_matrix(distance_matrix, max_edge_length)
+ else:
+ if points is None:
+ # Empty Rips construction
+ points=[]
+ self.thisref.init_points(points, max_edge_length)
- def __is_defined(self):
- """Returns true if RipsComplex pointer is not NULL.
- """
- return self.thisptr != NULL
def create_simplex_tree(self, max_dimension=1):
"""
@@ -92,5 +100,5 @@ cdef class RipsComplex:
:rtype: SimplexTree
"""
simplex_tree = SimplexTree()
- self.thisptr.create_simplex_tree(simplex_tree.thisptr, max_dimension)
+ self.thisref.create_simplex_tree(simplex_tree.thisptr, max_dimension)
return simplex_tree
diff --git a/src/cython/include/Rips_complex_interface.h b/src/cython/include/Rips_complex_interface.h
index 8b6c9c35..f6fc79a1 100644
--- a/src/cython/include/Rips_complex_interface.h
+++ b/src/cython/include/Rips_complex_interface.h
@@ -25,8 +25,11 @@
#include <gudhi/Simplex_tree.h>
#include <gudhi/Rips_complex.h>
+#include <gudhi/Sparse_rips_complex.h>
#include <gudhi/distance_functions.h>
+#include <boost/optional.hpp>
+
#include "Simplex_tree_interface.h"
#include <iostream>
@@ -43,28 +46,38 @@ class Rips_complex_interface {
using Distance_matrix = std::vector<std::vector<Simplex_tree_interface<>::Filtration_value>>;
public:
- Rips_complex_interface(const std::vector<std::vector<double>>& values, double threshold, bool euclidean) {
- if (euclidean) {
- // Rips construction where values is a vector of points
- rips_complex_ = new Rips_complex<Simplex_tree_interface<>::Filtration_value>(values, threshold,
- Gudhi::Euclidean_distance());
- } else {
- // Rips construction where values is a distance matrix
- rips_complex_ = new Rips_complex<Simplex_tree_interface<>::Filtration_value>(values, threshold);
- }
+ void init_points(const std::vector<std::vector<double>>& points, double threshold) {
+ rips_complex_.emplace(points, threshold, Gudhi::Euclidean_distance());
+ }
+ void init_matrix(const std::vector<std::vector<double>>& matrix, double threshold) {
+ rips_complex_.emplace(matrix, threshold);
}
- ~Rips_complex_interface() {
- delete rips_complex_;
+ void init_points_sparse(const std::vector<std::vector<double>>& points, double threshold, double epsilon) {
+ sparse_rips_complex_.emplace(points, Gudhi::Euclidean_distance(), epsilon);
+ threshold_ = threshold;
+ }
+ void init_matrix_sparse(const std::vector<std::vector<double>>& matrix, double threshold, double epsilon) {
+ sparse_rips_complex_.emplace(matrix, epsilon);
+ threshold_ = threshold;
}
void create_simplex_tree(Simplex_tree_interface<>* simplex_tree, int dim_max) {
- rips_complex_->create_complex(*simplex_tree, dim_max);
+ if (rips_complex_)
+ rips_complex_->create_complex(*simplex_tree, dim_max);
+ else {
+ sparse_rips_complex_->create_complex(*simplex_tree, dim_max);
+ // This pruning should be done much earlier! It isn't that useful for sparse Rips, but it would be inconsistent not to do it.
+ simplex_tree->prune_above_filtration(threshold_);
+ }
simplex_tree->initialize_filtration();
}
private:
- Rips_complex<Simplex_tree_interface<>::Filtration_value>* rips_complex_;
+ // std::variant would work, but we don't require C++17 yet, and boost::variant is not super convenient. Anyway, storing a graph would make more sense. Or changing the interface completely so there is no such storage.
+ boost::optional<Rips_complex<Simplex_tree_interface<>::Filtration_value>> rips_complex_;
+ boost::optional<Sparse_rips_complex<Simplex_tree_interface<>::Filtration_value>> sparse_rips_complex_;
+ double threshold_;
};
} // namespace rips_complex
diff --git a/src/cython/test/test_rips_complex.py b/src/cython/test/test_rips_complex.py
index c37b5400..2eb1c61c 100755
--- a/src/cython/test/test_rips_complex.py
+++ b/src/cython/test/test_rips_complex.py
@@ -30,7 +30,6 @@ __license__ = "GPL v3"
def test_empty_rips():
rips_complex = RipsComplex()
- assert rips_complex.__is_defined() == True
def test_rips_from_points():
point_list = [[0, 0], [1, 0], [0, 1], [1, 1]]