gtsam/nonlinear/NonlinearOptimization-inl.h

84 lines
2.5 KiB
C++

/* ----------------------------------------------------------------------------
* GTSAM Copyright 2010, Georgia Tech Research Corporation,
* Atlanta, Georgia 30332-0415
* All Rights Reserved
* Authors: Frank Dellaert, et al. (see THANKS for the full author list)
* See LICENSE for the license information
* -------------------------------------------------------------------------- */
/*
* NonlinearOptimization-inl.h
*
* Created on: Oct 17, 2010
* Author: Kai Ni
* Description: Easy interfaces for NonlinearOptimizer
*/
#pragma once
#include <gtsam/linear/Factorization.h>
#include <gtsam/nonlinear/NonlinearOptimizer-inl.h>
#include <gtsam/nonlinear/NonlinearOptimization.h>
using namespace std;
namespace gtsam {
/**
* The Elimination solver
*/
template<class G, class T>
T optimizeElimination(const G& graph, const T& initialEstimate, const NonlinearOptimizationParameters& parameters) {
// Use a variable ordering from COLAMD
Ordering::shared_ptr ordering = graph.orderingCOLAMD(initialEstimate);
// initial optimization state is the same in both cases tested
typedef NonlinearOptimizer<G, T> Optimizer;
typename Optimizer::shared_solver solver(new Factorization<G, T>(ordering));
Optimizer optimizer(boost::make_shared<const G>(graph),
boost::make_shared<const T>(initialEstimate), solver);
// Levenberg-Marquardt
Optimizer result = optimizer.levenbergMarquardt(parameters);
return *result.config();
}
/**
* The multifrontal solver
*/
template<class G, class T>
T optimizeMultiFrontal(const G& graph, const T& initialEstimate, const NonlinearOptimizationParameters& parameters) {
throw runtime_error("optimizeMultiFrontal: not implemented");
}
/**
* The multifrontal solver
*/
template<class G, class T>
T optimizeSPCG(const G& graph, const T& initialEstimate, const NonlinearOptimizationParameters& parameters) {
throw runtime_error("optimizeSPCG: not implemented");
}
/**
* optimization that returns the values
*/
template<class G, class T>
T optimize(const G& graph, const T& initialEstimate, const NonlinearOptimizationParameters& parameters,
const enum LinearSolver& solver) {
switch (solver) {
case ELIMINATION:
return optimizeElimination<G,T>(graph, initialEstimate, parameters);
case MULTIFRONTAL:
return optimizeMultiFrontal<G,T>(graph, initialEstimate, parameters);
case SPCG:
return optimizeSPCG<G,T>(graph, initialEstimate, parameters) ;
}
throw runtime_error("optimizeSPCG: undefined solver");
}
} //namespace gtsam