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from cython cimport numeric
from libcpp.vector cimport vector
from libcpp.utility cimport pair
import os
"""This file is part of the Gudhi Library. The Gudhi library
(Geometric Understanding in Higher Dimensions) is a generic C++
library for computational topology.
Author(s): Mathieu Carriere
Copyright (C) 2018 INRIA
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.
"""
__author__ = "Mathieu Carriere"
__copyright__ = "Copyright (C) 2018 INRIA"
__license__ = "GPL v3"
cdef extern from "Kernels_interface.h" namespace "Gudhi::persistence_diagram":
double sw(vector[pair[double, double]], vector[pair[double, double]], double, int)
def sliced_wasserstein(diagram_1, diagram_2, sigma = 1, N = 100):
"""
:param diagram_1: The first diagram.
:type diagram_1: vector[pair[double, double]]
:param diagram_2: The second diagram.
:type diagram_2: vector[pair[double, double]]
:param sigma: bandwidth of Gaussian
:param N: number of directions
:returns: the sliced wasserstein kernel.
"""
return sw(diagram_1, diagram_2, sigma, N)
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