gtsam/gtsam/slam/AntiFactor.h

137 lines
4.6 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
* -------------------------------------------------------------------------- */
/**
* @file AntiFactor.h
* @author Stephen Williams
**/
#pragma once
#include <ostream>
#include <gtsam/nonlinear/NonlinearFactor.h>
#include <gtsam/linear/GaussianFactor.h>
namespace gtsam {
/**
* A class for downdating an existing factor from a graph. The AntiFactor returns the same
* linearized Hessian matrices of the original factor, but with the opposite sign. This effectively
* cancels out any affects of the original factor during optimization."
*/
class AntiFactor: public NonlinearFactor {
private:
typedef AntiFactor This;
typedef NonlinearFactor Base;
typedef NonlinearFactor::shared_ptr sharedFactor;
sharedFactor factor_;
public:
// shorthand for a smart pointer to a factor
typedef boost::shared_ptr<AntiFactor> shared_ptr;
/** default constructor - only use for serialization */
AntiFactor() {}
/** constructor - Creates the equivalent AntiFactor from an existing factor */
AntiFactor(NonlinearFactor::shared_ptr factor) : Base(factor->begin(), factor->end()), factor_(factor) {}
virtual ~AntiFactor() {}
/** implement functions needed for Testable */
/** print */
virtual void print(const std::string& s, const KeyFormatter& keyFormatter = DefaultKeyFormatter) const {
std::cout << s << "AntiFactor version of:" << std::endl;
factor_->print(s, keyFormatter);
}
/** equals */
virtual bool equals(const NonlinearFactor& expected, double tol=1e-9) const {
const This *e = dynamic_cast<const This*> (&expected);
return e != NULL && Base::equals(*e, tol) && this->factor_->equals(*e->factor_, tol);
}
/** implement functions needed to derive from Factor */
/**
* Calculate the error of the factor
* For the AntiFactor, this will have the same magnitude of the original factor,
* but the opposite sign.
*/
double error(const Values& c) const { return -factor_->error(c); }
/** get the dimension of the factor (same as the original factor) */
size_t dim() const { return factor_->dim(); }
/**
* Checks whether this factor should be used based on a set of values.
* The AntiFactor will have the same 'active' profile as the original factor.
*/
bool active(const Values& c) const { return factor_->active(c); }
/**
* Linearize to a GaussianFactor. The AntiFactor always returns a Hessian Factor
* with the same Hessian matrices as the original factor (even if the original factor
* returns a Jacobian instead of a full Hessian), but with the opposite sign. This
* effectively cancels the effect of the original factor on the factor graph.
*/
boost::shared_ptr<GaussianFactor>
linearize(const Values& c, const Ordering& ordering) const {
// Generate the linearized factor from the contained nonlinear factor
GaussianFactor::shared_ptr gaussianFactor = factor_->linearize(c, ordering);
// Cast the GaussianFactor to a Hessian
HessianFactor::shared_ptr hessianFactor = boost::dynamic_pointer_cast<HessianFactor>(gaussianFactor);
// If the cast fails, convert it to a Hessian
if(!hessianFactor){
hessianFactor = HessianFactor::shared_ptr(new HessianFactor(*gaussianFactor));
}
// Copy Hessian Blocks from Hessian factor and invert
std::vector<Index> js;
std::vector<Matrix> Gs;
std::vector<Vector> gs;
double f;
js.insert(js.end(), hessianFactor->begin(), hessianFactor->end());
for(size_t i = 0; i < js.size(); ++i){
for(size_t j = i; j < js.size(); ++j){
Gs.push_back( -hessianFactor->info(hessianFactor->begin()+i, hessianFactor->begin()+j) );
}
gs.push_back( -hessianFactor->linearTerm(hessianFactor->begin()+i) );
}
f = -hessianFactor->constantTerm();
// Create the Anti-Hessian Factor from the negated blocks
return HessianFactor::shared_ptr(new HessianFactor(js, Gs, gs, f));
}
private:
/** Serialization function */
friend class boost::serialization::access;
template<class ARCHIVE>
void serialize(ARCHIVE & ar, const unsigned int version) {
ar & boost::serialization::make_nvp("AntiFactor",
boost::serialization::base_object<Base>(*this));
ar & BOOST_SERIALIZATION_NVP(factor_);
}
}; // \class AntiFactor
} /// namespace gtsam