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Diffstat (limited to 'internal/ceres/iterative_schur_complement_solver_test.cc')
-rw-r--r-- | internal/ceres/iterative_schur_complement_solver_test.cc | 123 |
1 files changed, 123 insertions, 0 deletions
diff --git a/internal/ceres/iterative_schur_complement_solver_test.cc b/internal/ceres/iterative_schur_complement_solver_test.cc new file mode 100644 index 0000000..86e7825 --- /dev/null +++ b/internal/ceres/iterative_schur_complement_solver_test.cc @@ -0,0 +1,123 @@ +// Ceres Solver - A fast non-linear least squares minimizer +// Copyright 2010, 2011, 2012 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: sameeragarwal@google.com (Sameer Agarwal) +// +// TODO(sameeragarwal): Add support for larger, more complicated and +// poorly conditioned problems both for correctness testing as well as +// benchmarking. + +#include "ceres/iterative_schur_complement_solver.h" + +#include <cstddef> +#include "Eigen/Dense" +#include "ceres/block_random_access_dense_matrix.h" +#include "ceres/block_sparse_matrix.h" +#include "ceres/casts.h" +#include "ceres/internal/eigen.h" +#include "ceres/internal/scoped_ptr.h" +#include "ceres/linear_least_squares_problems.h" +#include "ceres/linear_solver.h" +#include "ceres/schur_eliminator.h" +#include "ceres/triplet_sparse_matrix.h" +#include "ceres/types.h" +#include "glog/logging.h" +#include "gtest/gtest.h" + +namespace ceres { +namespace internal { + +using testing::AssertionResult; + +const double kEpsilon = 1e-14; + +class IterativeSchurComplementSolverTest : public ::testing::Test { + protected : + virtual void SetUp() { + scoped_ptr<LinearLeastSquaresProblem> problem( + CreateLinearLeastSquaresProblemFromId(2)); + + CHECK_NOTNULL(problem.get()); + A_.reset(down_cast<BlockSparseMatrix*>(problem->A.release())); + b_.reset(problem->b.release()); + D_.reset(problem->D.release()); + + num_cols_ = A_->num_cols(); + num_rows_ = A_->num_rows(); + num_eliminate_blocks_ = problem->num_eliminate_blocks; + } + + AssertionResult TestSolver(double* D) { + TripletSparseMatrix triplet_A(A_->num_rows(), + A_->num_cols(), + A_->num_nonzeros()); + A_->ToTripletSparseMatrix(&triplet_A); + + DenseSparseMatrix dense_A(triplet_A); + + LinearSolver::Options options; + options.type = DENSE_QR; + scoped_ptr<LinearSolver> qr(LinearSolver::Create(options)); + + LinearSolver::PerSolveOptions per_solve_options; + per_solve_options.D = D; + Vector reference_solution(num_cols_); + qr->Solve(&dense_A, b_.get(), per_solve_options, reference_solution.data()); + + options.elimination_groups.push_back(num_eliminate_blocks_); + options.max_num_iterations = num_cols_; + IterativeSchurComplementSolver isc(options); + + Vector isc_sol(num_cols_); + per_solve_options.r_tolerance = 1e-12; + isc.Solve(A_.get(), b_.get(), per_solve_options, isc_sol.data()); + double diff = (isc_sol - reference_solution).norm(); + if (diff < kEpsilon) { + return testing::AssertionSuccess(); + } else { + return testing::AssertionFailure() + << "The reference solution differs from the ITERATIVE_SCHUR" + << " solution by " << diff << " which is more than " << kEpsilon; + } + } + + int num_rows_; + int num_cols_; + int num_eliminate_blocks_; + scoped_ptr<BlockSparseMatrix> A_; + scoped_array<double> b_; + scoped_array<double> D_; +}; + +TEST_F(IterativeSchurComplementSolverTest, SolverTest) { + EXPECT_TRUE(TestSolver(NULL)); + EXPECT_TRUE(TestSolver(D_.get())); +} + +} // namespace internal +} // namespace ceres |