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: kushalav@google.com (Avanish Kushal)
300ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//         sameeragarwal@google.com (Sameer Agarwal)
310ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
3279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// This include must come before any #ifndef check on Ceres compile options.
3379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/internal/port.h"
3479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
351d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#ifndef CERES_NO_SUITESPARSE
361d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
370ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/visibility.h"
380ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
390ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include <set>
400ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include <vector>
410ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/block_structure.h"
420ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/graph.h"
430ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/internal/scoped_ptr.h"
440ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "glog/logging.h"
450ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "gtest/gtest.h"
460ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
470ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace ceres {
480ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace internal {
490ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
500ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongclass VisibilityTest : public ::testing::Test {
510ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong};
520ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
530ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus KongTEST(VisibilityTest, SimpleMatrix) {
540ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //   A = [1 0 0 0 0 1
550ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //        1 0 0 1 0 0
560ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //        0 1 1 0 0 0
570ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //        0 1 0 0 1 0]
580ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
590ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  int num_cols = 6;
600ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  int num_eliminate_blocks = 2;
610ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  CompressedRowBlockStructure bs;
620ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
630ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 1
640ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
650ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
660ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
670ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
680ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 0;
690ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(0, 0));
700ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(5, 0));
710ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
720ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
730ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 2
740ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
750ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
760ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
770ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
780ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 2;
790ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(0, 1));
800ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(3, 1));
810ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
820ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
830ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 3
840ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
850ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
860ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
870ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
880ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 4;
890ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(1, 2));
900ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(2, 2));
910ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
920ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
930ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 4
940ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
950ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
960ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
970ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
980ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 6;
990ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(1, 3));
1000ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(4, 3));
1010ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1020ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  bs.cols.resize(num_cols);
1030ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1040ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  vector< set<int> > visibility;
1050ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  ComputeVisibility(bs, num_eliminate_blocks, &visibility);
1060ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  ASSERT_EQ(visibility.size(), num_cols - num_eliminate_blocks);
1070ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < visibility.size(); ++i) {
1080ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    ASSERT_EQ(visibility[i].size(), 1);
1090ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1100ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1110ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  scoped_ptr<Graph<int> > graph(CreateSchurComplementGraph(visibility));
1120ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(graph->vertices().size(), visibility.size());
1130ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < visibility.size(); ++i) {
1140ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_EQ(graph->VertexWeight(i), 1.0);
1150ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1160ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1170ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < visibility.size(); ++i) {
1180ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    for (int j = i; j < visibility.size(); ++j) {
1190ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      double edge_weight = 0.0;
1200ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      if ((i == 1 && j == 3) || (i == 0 && j == 2) || (i == j)) {
1210ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong        edge_weight = 1.0;
1220ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      }
1230ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1240ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      EXPECT_EQ(graph->EdgeWeight(i, j), edge_weight)
1250ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong          << "Edge: " << i << " " << j
1260ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong          << " weight: " << graph->EdgeWeight(i, j)
1270ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong          << " expected weight: " << edge_weight;
1280ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    }
1290ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1300ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
1310ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1320ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1330ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus KongTEST(VisibilityTest, NoEBlocks) {
1340ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //   A = [1 0 0 0 0 0
1350ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //        1 0 0 0 0 0
1360ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //        0 1 0 0 0 0
1370ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  //        0 1 0 0 0 0]
1380ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1390ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  int num_cols = 6;
1400ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  int num_eliminate_blocks = 2;
1410ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  CompressedRowBlockStructure bs;
1420ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1430ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 1
1440ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1450ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
1460ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
1470ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
1480ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 0;
1490ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(0, 0));
1500ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1510ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1520ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 2
1530ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1540ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
1550ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
1560ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
1570ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 2;
1580ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(0, 1));
1590ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1600ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1610ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 3
1620ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1630ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
1640ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
1650ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
1660ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 4;
1670ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(1, 2));
1680ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1690ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1700ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  // Row 4
1710ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  {
1720ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    bs.rows.push_back(CompressedRow());
1730ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    CompressedRow& row = bs.rows.back();
1740ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.size = 2;
1750ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.block.position = 6;
1760ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    row.cells.push_back(Cell(1, 3));
1770ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1780ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  bs.cols.resize(num_cols);
1790ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1800ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  vector<set<int> > visibility;
1810ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  ComputeVisibility(bs, num_eliminate_blocks, &visibility);
1820ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  ASSERT_EQ(visibility.size(), num_cols - num_eliminate_blocks);
1830ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < visibility.size(); ++i) {
1840ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    ASSERT_EQ(visibility[i].size(), 0);
1850ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1860ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1870ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  scoped_ptr<Graph<int> > graph(CreateSchurComplementGraph(visibility));
1880ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  EXPECT_EQ(graph->vertices().size(), visibility.size());
1890ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < visibility.size(); ++i) {
1900ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    EXPECT_EQ(graph->VertexWeight(i), 1.0);
1910ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1920ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1930ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < visibility.size(); ++i) {
1940ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    for (int j = i; j < visibility.size(); ++j) {
1950ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      double edge_weight = 0.0;
1960ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      if (i == j) {
1970ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong        edge_weight = 1.0;
1980ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      }
1990ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      EXPECT_EQ(graph->EdgeWeight(i, j), edge_weight)
2000ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong          << "Edge: " << i << " " << j
2010ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong          << " weight: " << graph->EdgeWeight(i, j)
2020ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong          << " expected weight: " << edge_weight;
2030ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    }
2040ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
2050ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
2060ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
2070ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace internal
2080ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace ceres
2091d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
2101d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#endif  // CERES_NO_SUITESPARSE
211