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-rw-r--r--src/python/gudhi/simplex_tree.pyx102
1 files changed, 85 insertions, 17 deletions
diff --git a/src/python/gudhi/simplex_tree.pyx b/src/python/gudhi/simplex_tree.pyx
index be08a3a1..a4914184 100644
--- a/src/python/gudhi/simplex_tree.pyx
+++ b/src/python/gudhi/simplex_tree.pyx
@@ -9,14 +9,16 @@
from cython.operator import dereference, preincrement
from libc.stdint cimport intptr_t
-import numpy
-from numpy import array as np_array
+import numpy as np
cimport gudhi.simplex_tree
__author__ = "Vincent Rouvreau"
__copyright__ = "Copyright (C) 2016 Inria"
__license__ = "MIT"
+cdef bool callback(vector[int] simplex, void *blocker_func):
+ return (<object>blocker_func)(simplex)
+
# SimplexTree python interface
cdef class SimplexTree:
"""The simplex tree is an efficient and flexible data structure for
@@ -39,13 +41,29 @@ cdef class SimplexTree:
cdef Simplex_tree_persistence_interface * pcohptr
# Fake constructor that does nothing but documenting the constructor
- def __init__(self):
+ def __init__(self, other = None):
"""SimplexTree constructor.
+
+ :param other: If `other` is `None` (default value), an empty `SimplexTree` is created.
+ If `other` is a `SimplexTree`, the `SimplexTree` is constructed from a deep copy of `other`.
+ :type other: SimplexTree (Optional)
+ :returns: An empty or a copy simplex tree.
+ :rtype: SimplexTree
+
+ :raises TypeError: In case `other` is neither `None`, nor a `SimplexTree`.
+ :note: If the `SimplexTree` is a copy, the persistence information is not copied. If you need it in the clone,
+ you have to call :func:`compute_persistence` on it even if you had already computed it in the original.
"""
# The real cython constructor
- def __cinit__(self):
- self.thisptr = <intptr_t>(new Simplex_tree_interface_full_featured())
+ def __cinit__(self, other = None):
+ if other:
+ if isinstance(other, SimplexTree):
+ self.thisptr = _get_copy_intptr(other)
+ else:
+ raise TypeError("`other` argument requires to be of type `SimplexTree`, or `None`.")
+ else:
+ self.thisptr = <intptr_t>(new Simplex_tree_interface_full_featured())
def __dealloc__(self):
cdef Simplex_tree_interface_full_featured* ptr = self.get_ptr()
@@ -64,6 +82,21 @@ cdef class SimplexTree:
"""
return self.pcohptr != NULL
+ def copy(self):
+ """
+ :returns: A simplex tree that is a deep copy of itself.
+ :rtype: SimplexTree
+
+ :note: The persistence information is not copied. If you need it in the clone, you have to call
+ :func:`compute_persistence` on it even if you had already computed it in the original.
+ """
+ stree = SimplexTree()
+ stree.thisptr = _get_copy_intptr(self)
+ return stree
+
+ def __deepcopy__(self):
+ return self.copy()
+
def filtration(self, simplex):
"""This function returns the filtration value for a given N-simplex in
this simplicial complex, or +infinity if it is not in the complex.
@@ -412,7 +445,7 @@ cdef class SimplexTree:
"""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.
+ :param homology_coeff_field: The homology coefficient field. Must be a prime number. Default value is 11. Max is 46337.
: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).
@@ -444,12 +477,33 @@ cdef class SimplexTree:
persistence_result = self.pcohptr.get_persistence()
return self.get_ptr().compute_extended_persistence_subdiagrams(persistence_result, min_persistence)
+ def expansion_with_blocker(self, max_dim, blocker_func):
+ """Expands the Simplex_tree containing only a graph. Simplices corresponding to cliques in the graph are added
+ incrementally, faces before cofaces, unless the simplex has dimension larger than `max_dim` or `blocker_func`
+ returns `True` for this simplex.
+
+ The function identifies a candidate simplex whose faces are all already in the complex, inserts it with a
+ filtration value corresponding to the maximum of the filtration values of the faces, then calls `blocker_func`
+ with this new simplex (represented as a list of int). If `blocker_func` returns `True`, the simplex is removed,
+ otherwise it is kept. The algorithm then proceeds with the next candidate.
+
+ .. warning::
+ Several candidates of the same dimension may be inserted simultaneously before calling `block_simplex`, so
+ if you examine the complex in `block_simplex`, you may hit a few simplices of the same dimension that have
+ not been vetted by `block_simplex` yet, or have already been rejected but not yet removed.
+
+ :param max_dim: Expansion maximal dimension value.
+ :type max_dim: int
+ :param blocker_func: Blocker oracle.
+ :type blocker_func: Callable[[List[int]], bool]
+ """
+ self.get_ptr().expansion_with_blockers_callback(max_dim, callback, <void*>blocker_func)
def persistence(self, homology_coeff_field=11, min_persistence=0, persistence_dim_max = False):
"""This function computes and returns the persistence of the simplicial complex.
:param homology_coeff_field: The homology coefficient field. Must be a
- prime number. Default value is 11.
+ prime number. Default value is 11. Max is 46337.
:type homology_coeff_field: int
:param min_persistence: The minimum persistence value to take into
account (strictly greater than min_persistence). Default value is
@@ -472,7 +526,7 @@ cdef class SimplexTree:
when you do not want the list :func:`persistence` returns.
:param homology_coeff_field: The homology coefficient field. Must be a
- prime number. Default value is 11.
+ prime number. Default value is 11. Max is 46337.
:type homology_coeff_field: int
:param min_persistence: The minimum persistence value to take into
account (strictly greater than min_persistence). Default value is
@@ -542,7 +596,11 @@ cdef class SimplexTree:
function to be launched first.
"""
assert self.pcohptr != NULL, "compute_persistence() must be called before persistence_intervals_in_dimension()"
- return np_array(self.pcohptr.intervals_in_dimension(dimension))
+ piid = np.array(self.pcohptr.intervals_in_dimension(dimension))
+ # Workaround https://github.com/GUDHI/gudhi-devel/issues/507
+ if len(piid) == 0:
+ return np.empty(shape = [0, 2])
+ return piid
def persistence_pairs(self):
"""This function returns a list of persistence birth and death simplices pairs.
@@ -583,8 +641,8 @@ cdef class SimplexTree:
"""
assert self.pcohptr != NULL, "lower_star_persistence_generators() requires that persistence() be called first."
gen = self.pcohptr.lower_star_generators()
- normal = [np_array(d).reshape(-1,2) for d in gen.first]
- infinite = [np_array(d) for d in gen.second]
+ normal = [np.array(d).reshape(-1,2) for d in gen.first]
+ infinite = [np.array(d) for d in gen.second]
return (normal, infinite)
def flag_persistence_generators(self):
@@ -602,19 +660,19 @@ cdef class SimplexTree:
assert self.pcohptr != NULL, "flag_persistence_generators() requires that persistence() be called first."
gen = self.pcohptr.flag_generators()
if len(gen.first) == 0:
- normal0 = numpy.empty((0,3))
+ normal0 = np.empty((0,3))
normals = []
else:
l = iter(gen.first)
- normal0 = np_array(next(l)).reshape(-1,3)
- normals = [np_array(d).reshape(-1,4) for d in l]
+ normal0 = np.array(next(l)).reshape(-1,3)
+ normals = [np.array(d).reshape(-1,4) for d in l]
if len(gen.second) == 0:
- infinite0 = numpy.empty(0)
+ infinite0 = np.empty(0)
infinites = []
else:
l = iter(gen.second)
- infinite0 = np_array(next(l))
- infinites = [np_array(d).reshape(-1,2) for d in l]
+ infinite0 = np.array(next(l))
+ infinites = [np.array(d).reshape(-1,2) for d in l]
return (normal0, normals, infinite0, infinites)
def collapse_edges(self, nb_iterations = 1):
@@ -639,3 +697,13 @@ cdef class SimplexTree:
self.thisptr = <intptr_t>(ptr.collapse_edges(nb_iter))
# Delete old pointer
del ptr
+
+ def __eq__(self, other:SimplexTree):
+ """Test for structural equality
+ :returns: True if the 2 simplex trees are equal, False otherwise.
+ :rtype: bool
+ """
+ return dereference(self.get_ptr()) == dereference(other.get_ptr())
+
+cdef intptr_t _get_copy_intptr(SimplexTree stree) nogil:
+ return <intptr_t>(new Simplex_tree_interface_full_featured(dereference(stree.get_ptr())))