addConstraint
parent
d11b2e6bd5
commit
64eca2d550
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@ -12,81 +12,104 @@
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namespace gtsam {
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namespace gtsam {
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/**
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/**
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* An equality factor that forces either one variable to a constant,
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* Template default compare function that assumes Congig.get yields a testable T
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* or a set of variables to be equal to each other.
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*/
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* Throws an error at linearization if the constraints are not met.
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template<class Config, class T>
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*/
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bool compare(const std::string& key, const Config& feasible, const Config& input) {
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template<class Config>
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const T& t1 = feasible.get(key);
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class NonlinearEquality : public NonlinearFactor<Config> {
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const T& t2 = input.get(key);
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private:
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return t1.equals(t2);
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}
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// node to constrain
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std::string key_;
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// config containing the necessary feasible point
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Config feasible_;
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// dimension of the variable
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size_t dim_;
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public:
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/**
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/**
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* Function that compares a value from a config with
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* An equality factor that forces either one variable to a constant,
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* another to determine whether a linearization point is
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* or a set of variables to be equal to each other.
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* a feasible point.
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* Throws an error at linearization if the constraints are not met.
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* @param key is the identifier for the key
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* @param feasible is the value which is constrained
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* @param input is the config to be tested for feasibility
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* @return true if the linearization point is feasible
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*/
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*/
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bool (*compare_)(const std::string& key, const Config& feasible, const Config& input);
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template<class Config>
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class NonlinearEquality: public NonlinearFactor<Config> {
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private:
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/** Constructor */
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// node to constrain
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NonlinearEquality(const std::string& key,
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std::string key_;
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const Config& feasible,
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size_t dim,
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bool (*compare)(const std::string& key,
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const Config& feasible,
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const Config& input))
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: key_(key), dim_(dim), feasible_(feasible), compare_(compare) {
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}
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// config containing the necessary feasible point
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Config feasible_;
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void print(const std::string& s = "") const {
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// dimension of the variable
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std::cout << "Constraint: " << s << " on [" << key_ << "]\n";
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size_t dim_;
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feasible_.print("Feasible Point");
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std::cout << "Variable Dimension: " << dim_ << std::endl;
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}
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/** Check if two factors are equal */
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public:
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bool equals(const Factor<Config>& f, double tol=1e-9) const {
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const NonlinearEquality<Config>* p = dynamic_cast<const NonlinearEquality<Config>*> (&f);
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if (p == NULL) return false;
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if (key_ != p->key_) return false;
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if (!compare_(key_, feasible_, p->feasible_)) return false; // only check the relevant value
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return dim_ == p->dim_;
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}
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/** error function */
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/**
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inline Vector error_vector(const Config& c) const {
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* Function that compares a value from a config with
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if (!compare_(key_, feasible_, c))
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* another to determine whether a linearization point is
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return repeat(dim_, std::numeric_limits<double>::infinity()); // set error to infinity if not equal
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* a feasible point.
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else
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* @param key is the identifier for the key
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return zero(dim_); // set error to zero if equal
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* @param feasible is the value which is constrained
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}
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* @param input is the config to be tested for feasibility
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* @return true if the linearization point is feasible
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*/
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bool (*compare_)(const std::string& key, const Config& feasible,
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const Config& input);
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/** Constructor */
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NonlinearEquality(const std::string& key, const Config& feasible,
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size_t dim, bool(*compare)(const std::string& key,
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const Config& feasible, const Config& input)) :
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key_(key), dim_(dim), feasible_(feasible), compare_(compare) {
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/** linearize a nonlinear constraint into a linear constraint */
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boost::shared_ptr<GaussianFactor> linearize(const Config& c) const {
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if (!compare_(key_, feasible_, c)) {
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throw std::invalid_argument("Linearization point not feasible for " + key_ + "!");
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} else {
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GaussianFactor::shared_ptr ret(new GaussianFactor(key_, eye(dim_), zero(dim_), 0.0));
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return ret;
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}
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}
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}
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};
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}
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/**
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* Constructor with default compare
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* Needs class T to have dim()
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* and Config to have insert and get
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*/
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template <class T>
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NonlinearEquality(const std::string& key, const T& feasible) :
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key_(key), dim_(dim(feasible)), compare_(compare<Config,T>) {
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feasible_.insert(key,feasible);
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}
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void print(const std::string& s = "") const {
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std::cout << "Constraint: " << s << " on [" << key_ << "]\n";
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feasible_.print("Feasible Point");
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std::cout << "Variable Dimension: " << dim_ << std::endl;
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}
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/** Check if two factors are equal */
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bool equals(const Factor<Config>& f, double tol = 1e-9) const {
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const NonlinearEquality<Config>* p =
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dynamic_cast<const NonlinearEquality<Config>*> (&f);
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if (p == NULL) return false;
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if (key_ != p->key_) return false;
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if (!compare_(key_, feasible_, p->feasible_)) return false; // only check the relevant value
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return dim_ == p->dim_;
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}
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/** error function */
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inline Vector error_vector(const Config& c) const {
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if (!compare_(key_, feasible_, c))
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return repeat(dim_, std::numeric_limits<double>::infinity()); // set error to infinity if not equal
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else
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return zero(dim_); // set error to zero if equal
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}
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/** linearize a nonlinear constraint into a linear constraint */
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boost::shared_ptr<GaussianFactor> linearize(const Config& c) const {
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if (!compare_(key_, feasible_, c)) {
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throw std::invalid_argument("Linearization point not feasible for "
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+ key_ + "!");
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} else {
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GaussianFactor::shared_ptr ret(new GaussianFactor(key_, eye(dim_),
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zero(dim_), 0.0));
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return ret;
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}
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}
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}; // NonlinearEquality
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} // namespace gtsam
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@ -8,39 +8,51 @@
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#pragma once
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#pragma once
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#include "NonlinearFactorGraph.h"
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#include "NonlinearFactorGraph.h"
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#include "NonlinearEquality.h"
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#include "Pose2Factor.h"
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#include "Pose2Factor.h"
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#include "Pose2Config.h"
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#include "Pose2Config.h"
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namespace gtsam{
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namespace gtsam {
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/**
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/**
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* Non-linear factor graph for visual SLAM
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* Non-linear factor graph for visual SLAM
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*/
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*/
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class Pose2Graph : public gtsam::NonlinearFactorGraph<Pose2Config> {
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class Pose2Graph: public gtsam::NonlinearFactorGraph<Pose2Config> {
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public:
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public:
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/** default constructor is empty graph */
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/** default constructor is empty graph */
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Pose2Graph() {}
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Pose2Graph() {
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}
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/**
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/**
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* equals
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* equals
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*/
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*/
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bool equals(const Pose2Graph& p, double tol=1e-9) const;
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bool equals(const Pose2Graph& p, double tol = 1e-9) const;
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/**
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/**
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* Add a factor without having to do shared factor dance
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* Add a factor without having to do shared factor dance
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*/
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*/
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inline void add(const std::string& key1, const std::string& key2,
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inline void add(const std::string& key1, const std::string& key2,
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const Pose2& measured, const Matrix& covariance) {
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const Pose2& measured, const Matrix& covariance) {
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push_back(sharedFactor(new Pose2Factor(key1, key2, measured, covariance)));
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push_back(sharedFactor(new Pose2Factor(key1, key2, measured, covariance)));
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}
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}
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private:
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/**
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/** Serialization function */
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* Add an equality constraint on a pose
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friend class boost::serialization::access;
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* @param key of pose
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template<class Archive>
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* @param pose which pose to constrain it to
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void serialize(Archive & ar, const unsigned int version) {}
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*/
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};
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inline void addConstraint(const std::string& key, const Pose2& pose = Pose2()) {
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push_back(sharedFactor(new NonlinearEquality<Pose2Config>(key, pose)));
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}
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private:
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/** Serialization function */
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friend class boost::serialization::access;
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template<class Archive>
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void serialize(Archive & ar, const unsigned int version) {
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}
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};
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} // namespace gtsam
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} // namespace gtsam
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#pragma once
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#pragma once
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#include "NonlinearFactorGraph.h"
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#include "NonlinearFactorGraph.h"
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#include "NonlinearEquality.h"
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#include "Pose3Factor.h"
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#include "Pose3Factor.h"
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#include "Pose3Config.h"
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#include "Pose3Config.h"
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namespace gtsam{
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namespace gtsam {
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/**
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/**
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* Non-linear factor graph for visual SLAM
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* Non-linear factor graph for visual SLAM
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*/
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*/
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class Pose3Graph : public gtsam::NonlinearFactorGraph<Pose3Config> {
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class Pose3Graph: public gtsam::NonlinearFactorGraph<Pose3Config> {
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public:
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public:
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/** default constructor is empty graph */
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/** default constructor is empty graph */
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Pose3Graph() {}
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Pose3Graph() {
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}
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/**
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/**
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* equals
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* equals
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*/
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*/
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bool equals(const Pose3Graph& p, double tol=1e-9) const;
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bool equals(const Pose3Graph& p, double tol = 1e-9) const;
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/**
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/**
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* Add a factor without having to do shared factor dance
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* Add a factor without having to do shared factor dance
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*/
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*/
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inline void add(const std::string& key1, const std::string& key2,
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inline void add(const std::string& key1, const std::string& key2,
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const Pose3& measured, const Matrix& covariance) {
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const Pose3& measured, const Matrix& covariance) {
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push_back(sharedFactor(new Pose3Factor(key1, key2, measured, covariance)));
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push_back(sharedFactor(new Pose3Factor(key1, key2, measured, covariance)));
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}
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}
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private:
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/**
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/** Serialization function */
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* Add an equality constraint on a pose
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friend class boost::serialization::access;
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* @param key of pose
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template<class Archive>
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* @param pose which pose to constrain it to
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void serialize(Archive & ar, const unsigned int version) {}
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*/
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};
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inline void addConstraint(const std::string& key, const Pose3& pose = Pose3()) {
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push_back(sharedFactor(new NonlinearEquality<Pose3Config> (key, pose)));
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}
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private:
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/** Serialization function */
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friend class boost::serialization::access;
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template<class Archive>
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void serialize(Archive & ar, const unsigned int version) {
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}
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};
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} // namespace gtsam
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} // namespace gtsam
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#include <CppUnitLite/TestHarness.h>
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#include <CppUnitLite/TestHarness.h>
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#include "NonlinearOptimizer-inl.h"
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#include "NonlinearOptimizer-inl.h"
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#include "NonlinearEquality.h"
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#include "Ordering.h"
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#include "Ordering.h"
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#include "Pose2Config.h"
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#include "Pose2Config.h"
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#include "Pose2Graph.h"
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#include "Pose2Graph.h"
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CHECK(assert_equal(lfg_expected, lfg_linearized));
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CHECK(assert_equal(lfg_expected, lfg_linearized));
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}
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}
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/* ************************************************************************* */
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bool poseCompare(const std::string& key,
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const gtsam::Pose2Config& feasible,
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const gtsam::Pose2Config& input) {
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return feasible.get(key).equals(input.get(key));
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}
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/* ************************************************************************* */
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/* ************************************************************************* */
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TEST(Pose2Graph, optimize) {
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TEST(Pose2Graph, optimize) {
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// create a Pose graph with one equality constraint and one measurement
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// create a Pose graph with one equality constraint and one measurement
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Pose2Graph fg;
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Pose2Graph fg;
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Pose2Config feasible;
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fg.addConstraint("p0", Pose2(0,0,0));
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feasible.insert("p0", Pose2(0,0,0));
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fg.push_back(Pose2Graph::sharedFactor(
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new NonlinearEquality<Pose2Config>("p0", feasible, dim(Pose2()), poseCompare)));
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fg.add("p0", "p1", Pose2(1,2,M_PI_2), covariance);
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fg.add("p0", "p1", Pose2(1,2,M_PI_2), covariance);
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// Create initial config
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// Create initial config
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expected.insert("p0", Pose2(0,0,0));
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expected.insert("p0", Pose2(0,0,0));
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expected.insert("p1", Pose2(1,2,M_PI_2));
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expected.insert("p1", Pose2(1,2,M_PI_2));
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CHECK(assert_equal(expected, *optimizer.config()));
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CHECK(assert_equal(expected, *optimizer.config()));
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}
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}
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/* ************************************************************************* */
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/* ************************************************************************* */
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// create a Pose graph with one equality constraint and one measurement
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// create a Pose graph with one equality constraint and one measurement
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Pose2Graph fg;
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Pose2Graph fg;
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Pose2Config feasible;
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fg.addConstraint("p0", p0);
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feasible.insert("p0", p0);
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fg.push_back(Pose2Graph::sharedFactor(
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new NonlinearEquality<Pose2Config>("p0", feasible, dim(Pose2()), poseCompare)));
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Pose2 delta = between(p0,p1);
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Pose2 delta = between(p0,p1);
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fg.add("p0", "p1", delta, covariance);
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fg.add("p0", "p1", delta, covariance);
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fg.add("p1", "p2", delta, covariance);
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fg.add("p1", "p2", delta, covariance);
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// common measurement covariance
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// common measurement covariance
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static Matrix covariance = eye(6);
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static Matrix covariance = eye(6);
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/* ************************************************************************* */
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bool poseCompare(const std::string& key,
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const gtsam::Pose3Config& feasible,
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const gtsam::Pose3Config& input) {
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return feasible.get(key).equals(input.get(key));
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}
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/* ************************************************************************* */
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/* ************************************************************************* */
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// test optimization with 6 poses arranged in a hexagon and a loop closure
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// test optimization with 6 poses arranged in a hexagon and a loop closure
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TEST(Pose3Graph, optimizeCircle) {
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TEST(Pose3Graph, optimizeCircle) {
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// create a Pose graph with one equality constraint and one measurement
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// create a Pose graph with one equality constraint and one measurement
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Pose3Graph fg;
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Pose3Graph fg;
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Pose3Config feasible;
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fg.addConstraint("p0", p0);
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feasible.insert("p0", p0);
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fg.push_back(Pose3Graph::sharedFactor(
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new NonlinearEquality<Pose3Config>("p0", feasible, dim(Pose3()), poseCompare)));
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Pose3 delta = between(p0,p1);
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Pose3 delta = between(p0,p1);
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fg.add("p0", "p1", delta, covariance);
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fg.add("p0", "p1", delta, covariance);
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fg.add("p1", "p2", delta, covariance);
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fg.add("p1", "p2", delta, covariance);
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