gtsam/linear/VectorValues.h

253 lines
9.3 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 VectorValues.h
* @brief Factor Graph Valuesuration
* @author Richard Roberts
*/
#pragma once
#include <gtsam/base/Testable.h>
#include <gtsam/base/Vector.h>
#include <gtsam/base/types.h>
#include <boost/foreach.hpp>
#include <boost/numeric/ublas/vector_proxy.hpp>
#include <boost/numeric/ublas/io.hpp>
#include <boost/shared_ptr.hpp>
#include <vector>
namespace gtsam {
class VectorValues : public Testable<VectorValues> {
protected:
Vector values_;
std::vector<size_t> varStarts_;
public:
template<class C> class _impl_iterator; // Forward declaration of iterator implementation
typedef boost::shared_ptr<VectorValues> shared_ptr;
typedef _impl_iterator<VectorValues> iterator;
typedef _impl_iterator<const VectorValues> const_iterator;
typedef boost::numeric::ublas::vector_range<Vector> value_reference_type;
typedef boost::numeric::ublas::vector_range<const Vector> const_value_reference_type;
typedef boost::numeric::ublas::vector_range<Vector> mapped_type;
typedef boost::numeric::ublas::vector_range<const Vector> const_mapped_type;
/**
* Default constructor creates an empty VectorValues. reserve(...) must be
* called to allocate space before any values can be added. This prevents
* slow reallocation of space at runtime.
*/
VectorValues() : varStarts_(1,0) {}
VectorValues(const VectorValues &V) : values_(V.values_), varStarts_(V.varStarts_) {}
/** Construct from a container of variable dimensions (in variable order). */
template<class CONTAINER>
VectorValues(const CONTAINER& dimensions);
/** Construct to hold nVars vectors of varDim dimension each. */
VectorValues(Index nVars, size_t varDim);
/** Construct from a container of variable dimensions in variable order and
* a combined Vector of all of the variables in order.
*/
VectorValues(const std::vector<size_t>& dimensions, const Vector& values);
/** Named constructor to create a VectorValues that matches the structure of
* the specified VectorValues, but do not initialize the new values.
*/
static VectorValues SameStructure(const VectorValues& otherValues);
/** Element access */
mapped_type operator[](Index variable);
const_mapped_type operator[](Index variable) const;
/** Number of elements */
Index size() const { return varStarts_.size()-1; }
/** Total dimensionality used (could be smaller than what has been allocated
* with reserve(...) ).
*/
size_t dim() const { return varStarts_.back(); }
/* dot product */
double dot(const VectorValues& V) const { return gtsam::dot(this->values_, V.values_) ; }
/** Total dimensions capacity allocated */
size_t dimCapacity() const { return values_.size(); }
/** Iterator access */
iterator begin() { return _impl_iterator<VectorValues>(*this, 0); }
const_iterator begin() const { return _impl_iterator<const VectorValues>(*this, 0); }
iterator end() { return _impl_iterator<VectorValues>(*this, varStarts_.size()-1); }
const_iterator end() const { return _impl_iterator<const VectorValues>(*this, varStarts_.size()-1); }
/** Reserve space for a total number of variables and dimensionality */
void reserve(Index nVars, size_t totalDims) { values_.resize(std::max(totalDims, values_.size())); varStarts_.reserve(nVars+1); }
/**
* Append a variable using the next variable ID, and return that ID. Space
* must have been allocated ahead of time using reserve(...).
*/
Index push_back_preallocated(const Vector& vector) {
Index var = varStarts_.size()-1;
varStarts_.push_back(varStarts_.back()+vector.size());
this->operator[](var) = vector; // This will assert that values_ has enough allocated space.
return var;
}
/** Set all elements to zero */
void makeZero() { boost::numeric::ublas::noalias(values_) = boost::numeric::ublas::zero_vector<double>(values_.size()); }
/** print required by Testable for unit testing */
void print(const std::string& str = "VectorValues: ") const {
std::cout << str << ": " << varStarts_.size()-1 << " elements\n";
for(Index var=0; var<size(); ++var) {
std::cout << " " << var << " " << operator[](var) << "\n";
}
std::cout.flush();
}
/** equals required by Testable for unit testing */
bool equals(const VectorValues& expected, double tol=1e-9) const {
if(size() != expected.size()) return false;
// iterate over all elements
for(Index var=0; var<size(); ++var)
if(!equal_with_abs_tol(expected[var],operator[](var),tol))
return false;
return true;
}
/** + operator simply adds Vectors. This checks for structural equivalence
* when NDEBUG is not defined.
*/
VectorValues operator+(const VectorValues& c) const {
assert(varStarts_ == c.varStarts_);
VectorValues result;
result.varStarts_ = varStarts_;
result.values_ = boost::numeric::ublas::project(values_, boost::numeric::ublas::range(0, varStarts_.back())) +
boost::numeric::ublas::project(c.values_, boost::numeric::ublas::range(0, c.varStarts_.back()));
return result;
}
void operator+=(const VectorValues& c) {
assert(varStarts_ == c.varStarts_);
this->values_ = boost::numeric::ublas::project(this->values_, boost::numeric::ublas::range(0, varStarts_.back())) +
boost::numeric::ublas::project(c.values_, boost::numeric::ublas::range(0, c.varStarts_.back()));
}
/**
* Iterator (handles both iterator and const_iterator depending on whether
* the template type is const.
*/
template<class C>
class _impl_iterator {
protected:
C& config_;
Index curVariable_;
_impl_iterator(C& config, Index curVariable) : config_(config), curVariable_(curVariable) {}
void checkCompat(const _impl_iterator<C>& r) { assert(&config_ == &r.config_); }
friend class VectorValues;
public:
typedef typename const_selector<C, VectorValues, VectorValues::mapped_type, VectorValues::const_mapped_type>::type value_type;
_impl_iterator<C>& operator++() { ++curVariable_; return *this; }
_impl_iterator<C>& operator--() { --curVariable_; return *this; }
_impl_iterator<C>& operator++(int) { throw std::runtime_error("Use prefix ++ operator"); }
_impl_iterator<C>& operator--(int) { throw std::runtime_error("Use prefix -- operator"); }
_impl_iterator<C>& operator+=(ptrdiff_t step) { curVariable_ += step; return *this; }
_impl_iterator<C>& operator-=(ptrdiff_t step) { curVariable_ += step; return *this; }
ptrdiff_t operator-(const _impl_iterator<C>& r) { checkCompat(r); return curVariable_ - r.curVariable_; }
bool operator==(const _impl_iterator<C>& r) { checkCompat(r); return curVariable_ == r.curVariable_; }
bool operator!=(const _impl_iterator<C>& r) { checkCompat(r); return curVariable_ != r.curVariable_; }
value_type operator*() { return config_[curVariable_]; }
};
static VectorValues zero(const VectorValues& x) {
VectorValues cloned(x);
cloned.makeZero();
return cloned;
}
protected:
void checkVariable(Index variable) const { assert(variable < varStarts_.size()-1); }
public:
friend size_t dim(const VectorValues& V) { return V.varStarts_.back(); }
friend double dot(const VectorValues& V1, const VectorValues& V2) { return gtsam::dot(V1.values_, V2.values_) ; }
friend void scal(double alpha, VectorValues& x) { gtsam::scal(alpha, x.values_) ; }
friend void axpy(double alpha, const VectorValues& x, VectorValues& y) { gtsam::axpy(alpha, x.values_, y.values_) ; }
};
template<class CONTAINER>
inline VectorValues::VectorValues(const CONTAINER& dimensions) : varStarts_(dimensions.size()+1) {
varStarts_[0] = 0;
size_t varStart = 0;
Index var = 0;
BOOST_FOREACH(size_t dim, dimensions) {
varStarts_[++var] = (varStart += dim);
}
values_.resize(varStarts_.back(), false);
}
inline VectorValues::VectorValues(Index nVars, size_t varDim) : varStarts_(nVars+1) {
varStarts_[0] = 0;
size_t varStart = 0;
for(Index j=1; j<=nVars; ++j)
varStarts_[j] = (varStart += varDim);
values_.resize(varStarts_.back(), false);
}
inline VectorValues::VectorValues(const std::vector<size_t>& dimensions, const Vector& values) :
values_(values), varStarts_(dimensions.size()+1) {
varStarts_[0] = 0;
size_t varStart = 0;
Index var = 0;
BOOST_FOREACH(size_t dim, dimensions) {
varStarts_[++var] = (varStart += dim);
}
assert(varStarts_.back() == values.size());
}
inline VectorValues VectorValues::SameStructure(const VectorValues& otherValues) {
VectorValues ret;
ret.varStarts_ = otherValues.varStarts_;
ret.values_.resize(ret.varStarts_.back(), false);
return ret;
}
inline VectorValues::mapped_type VectorValues::operator[](Index variable) {
checkVariable(variable);
return boost::numeric::ublas::project(values_,
boost::numeric::ublas::range(varStarts_[variable], varStarts_[variable+1]));
}
inline VectorValues::const_mapped_type VectorValues::operator[](Index variable) const {
checkVariable(variable);
return boost::numeric::ublas::project(values_,
boost::numeric::ublas::range(varStarts_[variable], varStarts_[variable+1]));
}
}