single_linkage_clustering.h 2.9 KB

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  1. // Ceres Solver - A fast non-linear least squares minimizer
  2. // Copyright 2023 Google Inc. All rights reserved.
  3. // 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
  25. // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
  26. // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
  27. // POSSIBILITY OF SUCH DAMAGE.
  28. //
  29. // Author: sameeragarwal@google.com (Sameer Agarwal)
  30. #ifndef CERES_INTERNAL_SINGLE_LINKAGE_CLUSTERING_H_
  31. #define CERES_INTERNAL_SINGLE_LINKAGE_CLUSTERING_H_
  32. #include <unordered_map>
  33. #include "ceres/graph.h"
  34. #include "ceres/internal/disable_warnings.h"
  35. #include "ceres/internal/export.h"
  36. namespace ceres::internal {
  37. struct SingleLinkageClusteringOptions {
  38. // Graph edges with edge weight less than min_similarity are ignored
  39. // during the clustering process.
  40. double min_similarity = 0.99;
  41. };
  42. // Compute a partitioning of the vertices of the graph using the
  43. // single linkage clustering algorithm. Edges with weight less than
  44. // SingleLinkageClusteringOptions::min_similarity will be ignored.
  45. //
  46. // membership upon return will contain a mapping from the vertices of
  47. // the graph to an integer indicating the identity of the cluster that
  48. // it belongs to.
  49. //
  50. // The return value of this function is the number of clusters
  51. // identified by the algorithm.
  52. CERES_NO_EXPORT int ComputeSingleLinkageClustering(
  53. const SingleLinkageClusteringOptions& options,
  54. const WeightedGraph<int>& graph,
  55. std::unordered_map<int, int>* membership);
  56. } // namespace ceres::internal
  57. #include "ceres/internal/reenable_warnings.h"
  58. #endif // CERES_INTERNAL_SINGLE_LINKAGE_CLUSTERING_H_