179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Ceres Solver - A fast non-linear least squares minimizer
279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Copyright 2014 Google Inc. All rights reserved.
379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// http://code.google.com/p/ceres-solver/
479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Redistribution and use in source and binary forms, with or without
679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// modification, are permitted provided that the following conditions are met:
779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// * Redistributions of source code must retain the above copyright notice,
979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   this list of conditions and the following disclaimer.
1079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// * Redistributions in binary form must reproduce the above copyright notice,
1179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   this list of conditions and the following disclaimer in the documentation
1279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   and/or other materials provided with the distribution.
1379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// * Neither the name of Google Inc. nor the names of its contributors may be
1479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   used to endorse or promote products derived from this software without
1579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   specific prior written permission.
1679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
1779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
1879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
1979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
2079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
2179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
2279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
2379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
2479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
2579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
2679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
2779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// POSSIBILITY OF SUCH DAMAGE.
2879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
2979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Author: sameeragarwal@google.com (Sameer Agarwal)
3079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
3179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/reorder_program.h"
3279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
3379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/parameter_block.h"
3479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/problem_impl.h"
3579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/program.h"
3679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/sized_cost_function.h"
3779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/solver.h"
3879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
3979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "gtest/gtest.h"
4079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
4179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandeznamespace ceres {
4279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandeznamespace internal {
4379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
4479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Templated base class for the CostFunction signatures.
4579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandeztemplate <int kNumResiduals, int N0, int N1, int N2>
4679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandezclass MockCostFunctionBase : public
4779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos HernandezSizedCostFunction<kNumResiduals, N0, N1, N2> {
4879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez public:
4979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  virtual bool Evaluate(double const* const* parameters,
5079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                        double* residuals,
5179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                        double** jacobians) const {
5279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    // Do nothing. This is never called.
5379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    return true;
5479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  }
5579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez};
5679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
5779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandezclass UnaryCostFunction : public MockCostFunctionBase<2, 1, 0, 0> {};
5879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandezclass BinaryCostFunction : public MockCostFunctionBase<2, 1, 1, 0> {};
5979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandezclass TernaryCostFunction : public MockCostFunctionBase<2, 1, 1, 1> {};
6079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
6179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos HernandezTEST(_, ReorderResidualBlockNormalFunction) {
6279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  ProblemImpl problem;
6379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double x;
6479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double y;
6579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double z;
6679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
6779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&x, 1);
6879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&y, 1);
6979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&z, 1);
7079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
7179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddResidualBlock(new UnaryCostFunction(), NULL, &x);
7279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddResidualBlock(new BinaryCostFunction(), NULL, &z, &x);
7379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddResidualBlock(new BinaryCostFunction(), NULL, &z, &y);
7479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddResidualBlock(new UnaryCostFunction(), NULL, &z);
7579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddResidualBlock(new BinaryCostFunction(), NULL, &x, &y);
7679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddResidualBlock(new UnaryCostFunction(), NULL, &y);
7779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
7879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  ParameterBlockOrdering* linear_solver_ordering = new ParameterBlockOrdering;
7979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering->AddElementToGroup(&x, 0);
8079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering->AddElementToGroup(&y, 0);
8179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering->AddElementToGroup(&z, 1);
8279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
8379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  Solver::Options options;
8479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  options.linear_solver_type = DENSE_SCHUR;
8579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  options.linear_solver_ordering.reset(linear_solver_ordering);
8679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
8779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  const vector<ResidualBlock*>& residual_blocks =
8879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez      problem.program().residual_blocks();
8979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
9079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  vector<ResidualBlock*> expected_residual_blocks;
9179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
9279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // This is a bit fragile, but it serves the purpose. We know the
9379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // bucketing algorithm that the reordering function uses, so we
9479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // expect the order for residual blocks for each e_block to be
9579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // filled in reverse.
9679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  expected_residual_blocks.push_back(residual_blocks[4]);
9779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  expected_residual_blocks.push_back(residual_blocks[1]);
9879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  expected_residual_blocks.push_back(residual_blocks[0]);
9979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  expected_residual_blocks.push_back(residual_blocks[5]);
10079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  expected_residual_blocks.push_back(residual_blocks[2]);
10179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  expected_residual_blocks.push_back(residual_blocks[3]);
10279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
10379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  Program* program = problem.mutable_program();
10479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  program->SetParameterOffsetsAndIndex();
10579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
10679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  string message;
10779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_TRUE(LexicographicallyOrderResidualBlocks(
10879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                  2,
10979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                  problem.mutable_program(),
11079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                  &message));
11179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_EQ(residual_blocks.size(), expected_residual_blocks.size());
11279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  for (int i = 0; i < expected_residual_blocks.size(); ++i) {
11379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    EXPECT_EQ(residual_blocks[i], expected_residual_blocks[i]);
11479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  }
11579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}
11679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
11779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos HernandezTEST(_, ApplyOrderingOrderingTooSmall) {
11879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  ProblemImpl problem;
11979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double x;
12079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double y;
12179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double z;
12279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
12379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&x, 1);
12479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&y, 1);
12579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&z, 1);
12679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
12779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  ParameterBlockOrdering linear_solver_ordering;
12879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering.AddElementToGroup(&x, 0);
12979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering.AddElementToGroup(&y, 1);
13079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
13179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  Program program(problem.program());
13279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  string message;
13379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_FALSE(ApplyOrdering(problem.parameter_map(),
13479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                             linear_solver_ordering,
13579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                             &program,
13679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                             &message));
13779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}
13879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
13979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos HernandezTEST(_, ApplyOrderingNormal) {
14079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  ProblemImpl problem;
14179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double x;
14279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double y;
14379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  double z;
14479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
14579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&x, 1);
14679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&y, 1);
14779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  problem.AddParameterBlock(&z, 1);
14879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
14979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  ParameterBlockOrdering linear_solver_ordering;
15079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering.AddElementToGroup(&x, 0);
15179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering.AddElementToGroup(&y, 2);
15279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  linear_solver_ordering.AddElementToGroup(&z, 1);
15379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
15479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  Program* program = problem.mutable_program();
15579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  string message;
15679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
15779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_TRUE(ApplyOrdering(problem.parameter_map(),
15879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                            linear_solver_ordering,
15979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                            program,
16079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                            &message));
16179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  const vector<ParameterBlock*>& parameter_blocks = program->parameter_blocks();
16279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
16379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_EQ(parameter_blocks.size(), 3);
16479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_EQ(parameter_blocks[0]->user_state(), &x);
16579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_EQ(parameter_blocks[1]->user_state(), &z);
16679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  EXPECT_EQ(parameter_blocks[2]->user_state(), &y);
16779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}
16879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
16979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}  // namespace internal
17079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}  // namespace ceres
171