// Ceres Solver - A fast non-linear least squares minimizer // Copyright 2015 Google Inc. All rights reserved. // http://ceres-solver.org/ // // 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: keir@google.com (Keir Mierle) #include #include "ceres/internal/port.h" #include "ceres/problem.h" #include "ceres/solver.h" #include "ceres/stringprintf.h" #include "gtest/gtest.h" #ifndef CERES_INTERNAL_TEST_UTIL_H_ #define CERES_INTERNAL_TEST_UTIL_H_ namespace ceres { namespace internal { // Expects that x and y have a relative difference of no more than // max_abs_relative_difference. If either x or y is zero, then the relative // difference is interpreted as an absolute difference. bool ExpectClose(double x, double y, double max_abs_relative_difference); // Expects that for all i = 1,.., n - 1 // // |p[i] - q[i]| / max(|p[i]|, |q[i]|) < tolerance void ExpectArraysClose(int n, const double* p, const double* q, double tolerance); // Expects that for all i = 1,.., n - 1 // // |p[i] / max_norm_p - q[i] / max_norm_q| < tolerance // // where max_norm_p and max_norm_q are the max norms of the arrays p // and q respectively. void ExpectArraysCloseUptoScale(int n, const double* p, const double* q, double tolerance); // Construct a fully qualified path for the test file depending on the // local build/testing environment. std::string TestFileAbsolutePath(const std::string& filename); // Struct used for configuring the solver. Used by end-to-end tests. struct SolverConfig { SolverConfig( LinearSolverType linear_solver_type, SparseLinearAlgebraLibraryType sparse_linear_algebra_library_type = NO_SPARSE, bool use_automatic_ordering = true, PreconditionerType preconditioner_type = IDENTITY, int num_threads = 1) : linear_solver_type(linear_solver_type), sparse_linear_algebra_library_type(sparse_linear_algebra_library_type), use_automatic_ordering(use_automatic_ordering), preconditioner_type(preconditioner_type), num_threads(num_threads) { } std::string ToString() const { return StringPrintf( "(%s, %s, %s, %s, %d)", LinearSolverTypeToString(linear_solver_type), SparseLinearAlgebraLibraryTypeToString( sparse_linear_algebra_library_type), use_automatic_ordering ? "AUTOMATIC" : "USER", PreconditionerTypeToString(preconditioner_type), num_threads); } void UpdateOptions(Solver::Options* options) const { options->linear_solver_type = linear_solver_type; options->sparse_linear_algebra_library_type = sparse_linear_algebra_library_type; options->preconditioner_type = preconditioner_type; options->num_threads = num_threads; options->num_linear_solver_threads = num_threads; if (use_automatic_ordering) { options->linear_solver_ordering.reset(); } } LinearSolverType linear_solver_type; SparseLinearAlgebraLibraryType sparse_linear_algebra_library_type; bool use_automatic_ordering; PreconditionerType preconditioner_type; int num_threads; }; SolverConfig ThreadedSolverConfig( LinearSolverType linear_solver_type, SparseLinearAlgebraLibraryType sparse_linear_algebra_library_type = NO_SPARSE, bool use_automatic_ordering = true, PreconditionerType preconditioner_type = IDENTITY); // A templated test fixture, that is used for testing Ceres end to end // by computing a solution to the problem for a given solver // configuration and comparing it to a reference solver configuration. // // It is assumed that the SystemTestProblem has an Solver::Options // struct that contains the reference Solver configuration. template class SystemTest : public::testing::Test { protected: virtual void SetUp() { SystemTestProblem system_test_problem; SolveAndEvaluateFinalResiduals( *system_test_problem.mutable_solver_options(), system_test_problem.mutable_problem(), &expected_final_residuals_); } void RunSolverForConfigAndExpectResidualsMatch(const SolverConfig& config) { LOG(INFO) << "Running solver configuration: " << config.ToString(); SystemTestProblem system_test_problem; config.UpdateOptions(system_test_problem.mutable_solver_options()); std::vector final_residuals; SolveAndEvaluateFinalResiduals( *system_test_problem.mutable_solver_options(), system_test_problem.mutable_problem(), &final_residuals); // We compare solutions by comparing their residual vectors. We do // not compare parameter vectors because it is much more brittle // and error prone to do so, since the same problem can have // nearly the same residuals at two completely different positions // in parameter space. CHECK_EQ(expected_final_residuals_.size(), final_residuals.size()); for (int i = 0; i < final_residuals.size(); ++i) { EXPECT_NEAR(final_residuals[i], expected_final_residuals_[i], SystemTestProblem::kResidualTolerance) << "Not close enough residual:" << i; } } void SolveAndEvaluateFinalResiduals(const Solver::Options& options, Problem* problem, std::vector* final_residuals) { Solver::Summary summary; Solve(options, problem, &summary); CHECK_NE(summary.termination_type, ceres::FAILURE); problem->Evaluate(Problem::EvaluateOptions(), NULL, final_residuals, NULL, NULL); } std::vector expected_final_residuals_; }; } // namespace internal } // namespace ceres #endif // CERES_INTERNAL_TEST_UTIL_H_