// Ceres Solver - A fast non-linear least squares minimizer // Copyright 2013 Google Inc. All rights reserved. // http://code.google.com/p/ceres-solver/ // // Redistribution and use in source and binary forms, with or without // modification, are permitted provided that the following conditions are met: // // * Redistributions of source code must retain the above copyright notice, // this list of conditions and the following disclaimer. // * Redistributions in binary form must reproduce the above copyright notice, // this list of conditions and the following disclaimer in the documentation // and/or other materials provided with the distribution. // * Neither the name of Google Inc. nor the names of its contributors may be // used to endorse or promote products derived from this software without // specific prior written permission. // // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE // ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE // POSSIBILITY OF SUCH DAMAGE. // // Author: Sameer Agarwal (sameeragarwal@google.com) // This include must come before any #ifndef check on Ceres compile options. #include "ceres/internal/port.h" #ifndef CERES_NO_SUITESPARSE #include "ceres/single_linkage_clustering.h" #include "ceres/collections_port.h" #include "ceres/graph.h" #include "gtest/gtest.h" namespace ceres { namespace internal { TEST(SingleLinkageClustering, GraphHasTwoComponents) { Graph graph; const int kNumVertices = 6; for (int i = 0; i < kNumVertices; ++i) { graph.AddVertex(i); } // Graph structure: // // 0-1-2-3 4-5 graph.AddEdge(0, 1, 1.0); graph.AddEdge(1, 2, 1.0); graph.AddEdge(2, 3, 1.0); graph.AddEdge(4, 5, 1.0); SingleLinkageClusteringOptions options; HashMap membership; ComputeSingleLinkageClustering(options, graph, &membership); EXPECT_EQ(membership.size(), kNumVertices); EXPECT_EQ(membership[1], membership[0]); EXPECT_EQ(membership[2], membership[0]); EXPECT_EQ(membership[3], membership[0]); EXPECT_NE(membership[4], membership[0]); EXPECT_NE(membership[5], membership[0]); EXPECT_EQ(membership[4], membership[5]); } TEST(SingleLinkageClustering, ComponentWithWeakLink) { Graph graph; const int kNumVertices = 6; for (int i = 0; i < kNumVertices; ++i) { graph.AddVertex(i); } // Graph structure: // // 0-1-2-3 4-5 graph.AddEdge(0, 1, 1.0); graph.AddEdge(1, 2, 1.0); graph.AddEdge(2, 3, 1.0); // This component should break up into two. graph.AddEdge(4, 5, 0.5); SingleLinkageClusteringOptions options; HashMap membership; ComputeSingleLinkageClustering(options, graph, &membership); EXPECT_EQ(membership.size(), kNumVertices); EXPECT_EQ(membership[1], membership[0]); EXPECT_EQ(membership[2], membership[0]); EXPECT_EQ(membership[3], membership[0]); EXPECT_NE(membership[4], membership[0]); EXPECT_NE(membership[5], membership[0]); EXPECT_NE(membership[4], membership[5]); } TEST(SingleLinkageClustering, ComponentWithWeakLinkAndStrongLink) { Graph graph; const int kNumVertices = 6; for (int i = 0; i < kNumVertices; ++i) { graph.AddVertex(i); } // Graph structure: // // 0-1-2-3 4-5 graph.AddEdge(0, 1, 1.0); graph.AddEdge(1, 2, 1.0); graph.AddEdge(2, 3, 0.5); // Weak link graph.AddEdge(0, 3, 1.0); // This component should break up into two. graph.AddEdge(4, 5, 1.0); SingleLinkageClusteringOptions options; HashMap membership; ComputeSingleLinkageClustering(options, graph, &membership); EXPECT_EQ(membership.size(), kNumVertices); EXPECT_EQ(membership[1], membership[0]); EXPECT_EQ(membership[2], membership[0]); EXPECT_EQ(membership[3], membership[0]); EXPECT_EQ(membership[4], membership[5]); } } // namespace internal } // namespace ceres #endif // CERES_NO_SUITESPARSE