Added more static optimization helper functions - can now just call optimizeLM(graph,config) or optimizeGN(graph,config) to get an optimized config.
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@ -9,6 +9,7 @@
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#define NONLINEAROPTIMIZER_H_
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#include <boost/shared_ptr.hpp>
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#include <boost/make_shared.hpp>
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#include "VectorConfig.h"
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#include "NonlinearFactorGraph.h"
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#include "Factorization.h"
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@ -192,7 +193,7 @@ namespace gtsam {
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double relativeThreshold = 1e-5, absoluteThreshold = 1e-5;
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// initial optimization state is the same in both cases tested
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shared_solver solver(new S(ord));
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shared_solver solver(new S(ord, false));
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NonlinearOptimizer optimizer(graph, config, solver);
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// Levenberg-Marquardt
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@ -201,6 +202,15 @@ namespace gtsam {
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return result.config();
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}
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/**
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* Static interface to LM optimization (no shared_ptr arguments) - see above
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*/
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inline static shared_config optimizeLM(const G& graph, const T& config,
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verbosityLevel verbosity = SILENT) {
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return optimizeLM(boost::make_shared<const G>(graph),
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boost::make_shared<const T>(config), verbosity);
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}
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/**
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* Static interface to GN optimization using default ordering and thresholds
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* @param graph Nonlinear factor graph to optimize
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@ -214,7 +224,7 @@ namespace gtsam {
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double relativeThreshold = 1e-5, absoluteThreshold = 1e-5;
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// initial optimization state is the same in both cases tested
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shared_solver solver(new S(ord));
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shared_solver solver(new S(ord, false));
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NonlinearOptimizer optimizer(graph, config, solver);
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// Gauss-Newton
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@ -223,6 +233,15 @@ namespace gtsam {
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return result.config();
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}
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/**
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* Static interface to GN optimization (no shared_ptr arguments) - see above
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*/
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inline static shared_config optimizeGN(const G& graph, const T& config,
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verbosityLevel verbosity = SILENT) {
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return optimizeGN(boost::make_shared<const G>(graph),
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boost::make_shared<const T>(config), verbosity);
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}
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};
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/**
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@ -177,41 +177,55 @@ TEST( NonlinearOptimizer, optimize )
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/* ************************************************************************* */
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TEST( NonlinearOptimizer, SimpleLMOptimizer )
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{
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shared_ptr<example::Graph> fg(new example::Graph(
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example::createReallyNonlinearFactorGraph()));
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shared_ptr<example::Graph> fg(new example::Graph(
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example::createReallyNonlinearFactorGraph()));
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// test error at minimum
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Point2 xstar(0,0);
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example::Config cstar;
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cstar.insert(simulated2D::PoseKey(1), xstar);
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Point2 x0(3,3);
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boost::shared_ptr<example::Config> c0(new example::Config);
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c0->insert(simulated2D::PoseKey(1), x0);
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// test error at initial = [(1-cos(3))^2 + (sin(3))^2]*50 =
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Point2 x0(3,3);
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boost::shared_ptr<example::Config> c0(new example::Config);
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c0->insert(simulated2D::PoseKey(1), x0);
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Optimizer::shared_config actual = Optimizer::optimizeLM(fg, c0);
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DOUBLES_EQUAL(0,fg->error(*actual),tol);
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}
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Optimizer::shared_config actual = Optimizer::optimizeLM(fg, c0);
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DOUBLES_EQUAL(0,fg->error(*actual),tol);
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/* ************************************************************************* */
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TEST( NonlinearOptimizer, SimpleLMOptimizer_noshared )
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{
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example::Graph fg = example::createReallyNonlinearFactorGraph();
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Point2 x0(3,3);
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example::Config c0;
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c0.insert(simulated2D::PoseKey(1), x0);
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Optimizer::shared_config actual = Optimizer::optimizeLM(fg, c0);
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DOUBLES_EQUAL(0,fg.error(*actual),tol);
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}
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/* ************************************************************************* */
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TEST( NonlinearOptimizer, SimpleGNOptimizer )
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{
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shared_ptr<example::Graph> fg(new example::Graph(
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example::createReallyNonlinearFactorGraph()));
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shared_ptr<example::Graph> fg(new example::Graph(
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example::createReallyNonlinearFactorGraph()));
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// test error at minimum
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Point2 xstar(0,0);
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example::Config cstar;
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cstar.insert(simulated2D::PoseKey(1), xstar);
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Point2 x0(3,3);
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boost::shared_ptr<example::Config> c0(new example::Config);
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c0->insert(simulated2D::PoseKey(1), x0);
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// test error at initial = [(1-cos(3))^2 + (sin(3))^2]*50 =
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Point2 x0(3,3);
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boost::shared_ptr<example::Config> c0(new example::Config);
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c0->insert(simulated2D::PoseKey(1), x0);
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Optimizer::shared_config actual = Optimizer::optimizeGN(fg, c0);
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DOUBLES_EQUAL(0,fg->error(*actual),tol);
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}
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Optimizer::shared_config actual = Optimizer::optimizeGN(fg, c0);
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DOUBLES_EQUAL(0,fg->error(*actual),tol);
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/* ************************************************************************* */
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TEST( NonlinearOptimizer, SimpleGNOptimizer_noshared )
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{
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example::Graph fg = example::createReallyNonlinearFactorGraph();
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Point2 x0(3,3);
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example::Config c0;
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c0.insert(simulated2D::PoseKey(1), x0);
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Optimizer::shared_config actual = Optimizer::optimizeGN(fg, c0);
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DOUBLES_EQUAL(0,fg.error(*actual),tol);
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}
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/* ************************************************************************* */
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