10ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Ceres Solver - A fast non-linear least squares minimizer
20ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Copyright 2010, 2011, 2012 Google Inc. All rights reserved.
30ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// http://code.google.com/p/ceres-solver/
40ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
50ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Redistribution and use in source and binary forms, with or without
60ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// modification, are permitted provided that the following conditions are met:
70ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
80ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// * Redistributions of source code must retain the above copyright notice,
90ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   this list of conditions and the following disclaimer.
100ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// * Redistributions in binary form must reproduce the above copyright notice,
110ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   this list of conditions and the following disclaimer in the documentation
120ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   and/or other materials provided with the distribution.
130ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// * Neither the name of Google Inc. nor the names of its contributors may be
140ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   used to endorse or promote products derived from this software without
150ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   specific prior written permission.
160ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
170ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
180ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
190ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
200ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
210ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
220ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
230ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
240ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
250ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
260ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
270ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// POSSIBILITY OF SUCH DAMAGE.
280ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
290ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Author: sameeragarwal@google.com (Sameer Agarwal)
300ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
310ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/graph_algorithms.h"
320ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
330ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include <algorithm>
340ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "gtest/gtest.h"
350ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/collections_port.h"
360ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/graph.h"
370ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/internal/port.h"
380ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/internal/scoped_ptr.h"
390ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
400ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace ceres {
410ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace internal {
420ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
430ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus KongTEST(IndependentSetOrdering, Chain) {
440ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  Graph<int> graph;
450ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(0);
460ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(1);
470ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(2);
480ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(3);
490ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(4);
500ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
510ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 1);
520ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(1, 2);
530ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(2, 3);
540ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(3, 4);
550ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
560ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // 0-1-2-3-4
570ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // 0, 2, 4 should be in the independent set.
580ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  vector<int> ordering;
590ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  int independent_set_size = IndependentSetOrdering(graph, &ordering);
600ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
610ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  sort(ordering.begin(), ordering.begin() + 3);
620ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  sort(ordering.begin() + 3, ordering.end());
630ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
640ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(independent_set_size, 3);
650ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering.size(), 5);
660ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[0], 0);
670ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[1], 2);
680ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[2], 4);
690ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[3], 1);
700ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[4], 3);
710ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
720ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
730ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus KongTEST(IndependentSetOrdering, Star) {
740ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  Graph<int> graph;
750ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(0);
760ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(1);
770ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(2);
780ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(3);
790ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(4);
800ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
810ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 1);
820ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 2);
830ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 3);
840ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 4);
850ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
860ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //      1
870ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //      |
880ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //    4-0-2
890ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //      |
900ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //      3
910ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // 1, 2, 3, 4 should be in the indepdendent set.
920ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  vector<int> ordering;
930ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  int independent_set_size = IndependentSetOrdering(graph, &ordering);
940ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(independent_set_size, 4);
950ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering.size(), 5);
960ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[4], 0);
970ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  sort(ordering.begin(), ordering.begin() + 4);
980ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[0], 1);
990ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[1], 2);
1000ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[2], 3);
1010ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(ordering[3], 4);
1020ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
1030ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1040ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus KongTEST(Degree2MaximumSpanningForest, PreserveWeights) {
1050ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  Graph<int> graph;
1060ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(0, 1.0);
1070ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(1, 2.0);
1080ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 1, 0.5);
1090ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(1, 0, 0.5);
1100ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1110ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  scoped_ptr<Graph<int> > forest(Degree2MaximumSpanningForest(graph));
1120ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1130ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const HashSet<int>& vertices = forest->vertices();
1140ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(vertices.size(), 2);
1150ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(forest->VertexWeight(0), 1.0);
1160ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(forest->VertexWeight(1), 2.0);
1170ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(forest->Neighbors(0).size(), 1.0);
1180ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(forest->EdgeWeight(0, 1), 0.5);
1190ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
1200ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1210ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus KongTEST(Degree2MaximumSpanningForest, StarGraph) {
1220ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  Graph<int> graph;
1230ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(0);
1240ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(1);
1250ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(2);
1260ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(3);
1270ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(4);
1280ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1290ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 1, 1.0);
1300ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 2, 2.0);
1310ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 3, 3.0);
1320ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 4, 4.0);
1330ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1340ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  scoped_ptr<Graph<int> > forest(Degree2MaximumSpanningForest(graph));
1350ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const HashSet<int>& vertices = forest->vertices();
1360ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(vertices.size(), 5);
1370ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1380ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1390ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    const HashSet<int>& neighbors = forest->Neighbors(0);
1400ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_EQ(neighbors.size(), 2);
1410ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_TRUE(neighbors.find(4) != neighbors.end());
1420ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_TRUE(neighbors.find(3) != neighbors.end());
1430ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1440ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1450ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1460ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    const HashSet<int>& neighbors = forest->Neighbors(3);
1470ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_EQ(neighbors.size(), 1);
1480ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_TRUE(neighbors.find(0) != neighbors.end());
1490ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1500ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1510ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1520ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    const HashSet<int>& neighbors = forest->Neighbors(4);
1530ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_EQ(neighbors.size(), 1);
1540ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_TRUE(neighbors.find(0) != neighbors.end());
1550ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1560ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1570ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1580ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    const HashSet<int>& neighbors = forest->Neighbors(1);
1590ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_EQ(neighbors.size(), 0);
1600ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1610ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1620ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1630ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    const HashSet<int>& neighbors = forest->Neighbors(2);
1640ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_EQ(neighbors.size(), 0);
1650ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1660ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
1670ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1681d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha HaeberlingTEST(VertexTotalOrdering, TotalOrdering) {
1690ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  Graph<int> graph;
1700ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(0);
1710ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(1);
1720ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(2);
1730ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddVertex(3);
1740ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1750ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // 0-1
1760ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //   |
1770ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // 2-3
1780ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // 0,1 and 2 have degree 1 and 3 has degree 2.
1790ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(0, 1, 1.0);
1800ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  graph.AddEdge(2, 3, 1.0);
1811d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  VertexTotalOrdering<int> less_than(graph);
1820ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1830ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < 4; ++i) {
1841d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    EXPECT_FALSE(less_than(i, i)) << "Failing vertex: " << i;
1850ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    for (int j = 0; j < 4; ++j) {
1860ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      if (i != j) {
1870ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong        EXPECT_TRUE(less_than(i, j) ^ less_than(j, i))
1880ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong            << "Failing vertex pair: " << i << " " << j;
1890ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      }
1900ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    }
1910ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1920ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1930ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < 3; ++i) {
1940ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_TRUE(less_than(i, 3));
1950ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_FALSE(less_than(3, i));
1960ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1970ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
1980ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1991d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
2001d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha HaeberlingTEST(StableIndependentSet, BreakTies) {
2011d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  Graph<int> graph;
2021d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddVertex(0);
2031d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddVertex(1);
2041d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddVertex(2);
2051d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddVertex(3);
2061d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
2071d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddEdge(0, 1);
2081d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddEdge(0, 2);
2091d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddEdge(0, 3);
2101d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddEdge(1, 2);
2111d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddEdge(1, 3);
2121d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  graph.AddEdge(2, 3);
2131d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
2141d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  // Since this is a completely connected graph, the independent set
2151d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  // contains exactly one vertex. StableIndependentSetOrdering
2161d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  // guarantees that it will always be the first vertex in the
2171d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  // ordering vector.
2181d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  {
2191d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    vector<int> ordering;
2201d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(0);
2211d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(1);
2221d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(2);
2231d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(3);
2241d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    const int independent_set_size =
2251d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling        StableIndependentSetOrdering(graph, &ordering);
2261d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    EXPECT_EQ(independent_set_size, 1);
2271d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    EXPECT_EQ(ordering[0], 0);
2281d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  }
2291d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
2301d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  {
2311d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    vector<int> ordering;
2321d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(1);
2331d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(0);
2341d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(2);
2351d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    ordering.push_back(3);
2361d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    const int independent_set_size =
2371d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling        StableIndependentSetOrdering(graph, &ordering);
2381d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    EXPECT_EQ(independent_set_size, 1);
2391d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    EXPECT_EQ(ordering[0], 1);
2401d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  }
2411d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
2421d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling}
2430ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace internal
2440ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace ceres
245