From 07b11bc9f1d4050666d22f453a777a7f60b9d00c Mon Sep 17 00:00:00 2001 From: Varun Agrawal Date: Sat, 19 Oct 2024 17:01:38 -0400 Subject: [PATCH] add test for different nonlinear CG direction methods --- ...estNonlinearConjugateGradientOptimizer.cpp | 43 +++++++++++++++++++ 1 file changed, 43 insertions(+) diff --git a/gtsam/nonlinear/tests/testNonlinearConjugateGradientOptimizer.cpp b/gtsam/nonlinear/tests/testNonlinearConjugateGradientOptimizer.cpp index 36673c7a0..f216e4a8c 100644 --- a/gtsam/nonlinear/tests/testNonlinearConjugateGradientOptimizer.cpp +++ b/gtsam/nonlinear/tests/testNonlinearConjugateGradientOptimizer.cpp @@ -79,6 +79,49 @@ TEST(NonlinearConjugateGradientOptimizer, Optimize) { EXPECT_DOUBLES_EQUAL(0.0, graph.error(result), 1e-4); } +/* ************************************************************************* */ +/// Test different direction methods +TEST(NonlinearConjugateGradientOptimizer, DirectionMethods) { + const auto [graph, initialEstimate] = generateProblem(); + + NonlinearOptimizerParams param; + param.maxIterations = + 500; /* requires a larger number of iterations to converge */ + param.verbosity = NonlinearOptimizerParams::SILENT; + + // Fletcher-Reeves + { + NonlinearConjugateGradientOptimizer optimizer( + graph, initialEstimate, param, DirectionMethod::FletcherReeves); + Values result = optimizer.optimize(); + + EXPECT_DOUBLES_EQUAL(0.0, graph.error(result), 1e-4); + } + // Polak-Ribiere + { + NonlinearConjugateGradientOptimizer optimizer( + graph, initialEstimate, param, DirectionMethod::PolakRibiere); + Values result = optimizer.optimize(); + + EXPECT_DOUBLES_EQUAL(0.0, graph.error(result), 1e-4); + } + // Hestenes-Stiefel + { + NonlinearConjugateGradientOptimizer optimizer( + graph, initialEstimate, param, DirectionMethod::HestenesStiefel); + Values result = optimizer.optimize(); + + EXPECT_DOUBLES_EQUAL(0.0, graph.error(result), 1e-4); + } + // Dai-Yuan + { + NonlinearConjugateGradientOptimizer optimizer(graph, initialEstimate, param, + DirectionMethod::DaiYuan); + Values result = optimizer.optimize(); + + EXPECT_DOUBLES_EQUAL(0.0, graph.error(result), 1e-4); + } +} /* ************************************************************************* */ int main() { TestResult tr;