Added a static nonlinear optimization function that uses default ordering and thresholds and returns an updated config.

release/4.3a0
Alex Cunningham 2010-07-22 21:17:02 +00:00
parent cf2b3db5a6
commit d6157ab828
3 changed files with 44 additions and 1 deletions

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@ -178,6 +178,29 @@ namespace gtsam {
verbosityLevel verbosity = SILENT, int maxIterations = 100,
double lambdaFactor = 10, LambdaMode lambdaMode = BOUNDED) const;
/**
* Static interface to LM optimization using default ordering and thresholds
* @param graph Nonlinear factor graph to optimize
* @param config Initial config
* @param verbosity Integer specifying how much output to provide
* @return an optimized configuration
*/
static shared_config optimizeLM(shared_graph graph, shared_config config,
verbosityLevel verbosity = SILENT) {
boost::shared_ptr<gtsam::Ordering> ord(new gtsam::Ordering(graph->getOrdering()));
double relativeThreshold = 1e-5, absoluteThreshold = 1e-5;
// initial optimization state is the same in both cases tested
shared_solver solver(new NonlinearOptimizer::solver(ord));
NonlinearOptimizer optimizer(graph, config, solver);
// Levenberg-Marquardt
NonlinearOptimizer result = optimizer.levenbergMarquardt(relativeThreshold,
absoluteThreshold, verbosity);
return result.config();
}
};
/**

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@ -174,6 +174,26 @@ TEST( NonlinearOptimizer, optimize )
DOUBLES_EQUAL(0,fg->error(*(actual2.config())),tol);
}
/* ************************************************************************* */
TEST( NonlinearOptimizer, SimpleOptimizer )
{
shared_ptr<example::Graph> fg(new example::Graph(
example::createReallyNonlinearFactorGraph()));
// test error at minimum
Point2 xstar(0,0);
example::Config cstar;
cstar.insert(simulated2D::PoseKey(1), xstar);
// test error at initial = [(1-cos(3))^2 + (sin(3))^2]*50 =
Point2 x0(3,3);
boost::shared_ptr<example::Config> c0(new example::Config);
c0->insert(simulated2D::PoseKey(1), x0);
Optimizer::shared_config actual = Optimizer::optimizeLM(fg, c0);
DOUBLES_EQUAL(0,fg->error(*actual),tol);
}
/* ************************************************************************* */
TEST( NonlinearOptimizer, Factorization )
{