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Austin Schuh70cc9552019-01-21 19:46:48 -08001// Ceres Solver - A fast non-linear least squares minimizer
Austin Schuh3de38b02024-06-25 18:25:10 -07002// Copyright 2023 Google Inc. All rights reserved.
Austin Schuh70cc9552019-01-21 19:46:48 -08003// http://ceres-solver.org/
4//
5// Redistribution and use in source and binary forms, with or without
6// modification, are permitted provided that the following conditions are met:
7//
8// * Redistributions of source code must retain the above copyright notice,
9// this list of conditions and the following disclaimer.
10// * Redistributions in binary form must reproduce the above copyright notice,
11// this list of conditions and the following disclaimer in the documentation
12// and/or other materials provided with the distribution.
13// * Neither the name of Google Inc. nor the names of its contributors may be
14// used to endorse or promote products derived from this software without
15// specific prior written permission.
16//
17// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
18// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
19// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
20// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
21// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
22// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
23// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
24// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
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26// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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28//
29// Author: sameeragarwal@google.com (Sameer Agarwal)
30
31#ifndef CERES_INTERNAL_SINGLE_LINKAGE_CLUSTERING_H_
32#define CERES_INTERNAL_SINGLE_LINKAGE_CLUSTERING_H_
33
34#include <unordered_map>
Austin Schuh1d1e6ea2020-12-23 21:56:30 -080035
Austin Schuh70cc9552019-01-21 19:46:48 -080036#include "ceres/graph.h"
Austin Schuh3de38b02024-06-25 18:25:10 -070037#include "ceres/internal/disable_warnings.h"
38#include "ceres/internal/export.h"
Austin Schuh70cc9552019-01-21 19:46:48 -080039
Austin Schuh3de38b02024-06-25 18:25:10 -070040namespace ceres::internal {
Austin Schuh70cc9552019-01-21 19:46:48 -080041
42struct SingleLinkageClusteringOptions {
43 // Graph edges with edge weight less than min_similarity are ignored
44 // during the clustering process.
45 double min_similarity = 0.99;
46};
47
48// Compute a partitioning of the vertices of the graph using the
49// single linkage clustering algorithm. Edges with weight less than
50// SingleLinkageClusteringOptions::min_similarity will be ignored.
51//
52// membership upon return will contain a mapping from the vertices of
53// the graph to an integer indicating the identity of the cluster that
54// it belongs to.
55//
56// The return value of this function is the number of clusters
57// identified by the algorithm.
Austin Schuh3de38b02024-06-25 18:25:10 -070058CERES_NO_EXPORT int ComputeSingleLinkageClustering(
59 const SingleLinkageClusteringOptions& options,
60 const WeightedGraph<int>& graph,
61 std::unordered_map<int, int>* membership);
Austin Schuh70cc9552019-01-21 19:46:48 -080062
Austin Schuh3de38b02024-06-25 18:25:10 -070063} // namespace ceres::internal
64
65#include "ceres/internal/reenable_warnings.h"
Austin Schuh70cc9552019-01-21 19:46:48 -080066
67#endif // CERES_INTERNAL_SINGLE_LINKAGE_CLUSTERING_H_