Implemented ImageZigzagPersistence
* Changed ZigzagPersistence to support a visitor, and implemented
ImageZigzagPersistence
* examples/rips/rips-zigzag now computes using ImageZigzagPersistence
* PersistenceDiagram no longer records zero persistence pairs
* Added utilities/memory.h with report_memory() function
#include <algorithm>
#include <utility>
#include <boost/utility.hpp>
#include <iostream>
#include <utilities/log.h>
#include <utilities/counter.h>
#ifdef LOGGING
static rlog::RLogChannel* rlRips = DEF_CHANNEL("rips/info", rlog::Log_Debug);
static rlog::RLogChannel* rlRipsDebug = DEF_CHANNEL("rips/debug", rlog::Log_Debug);
#endif // LOGGING
#ifdef COUNTERS
static Counter* cClique = GetCounter("rips/clique");
#endif // COUNTERS
template<class Distances_, class Simplex_>
struct RipsBase<Distances_, Simplex_>::ComparePair
{
ComparePair(const Distances& distances):
distances_(distances) {}
bool operator()(const std::pair<IndexType, IndexType>& a,
const std::pair<IndexType, IndexType>& b) { return distances_(a.first, a.second) <
distances_(b.first, b.second); }
const Distances& distances_;
};
template<class DistanceType_, class Simplex_>
void
RipsGenerator<DistanceType_, Simplex_>::
generate(SimplexVector& simplices, Dimension k, DistanceType max) const
{
// Order all the edges
typedef std::vector< std::pair<IndexType, IndexType> > EdgeVector;
EdgeVector edges;
for (IndexType a = distances().begin(); a != distances().end(); ++a)
{
Simplex ssx; ssx.add(a);
simplices.push_back(ssx);
for (IndexType b = boost::next(a); b != distances().end(); ++b)
{
if (distances()(a,b) <= max)
edges.push_back(std::make_pair(a,b));
}
}
std::sort(edges.begin(), edges.end(), ComparePair(distances()));
// Generate simplices
std::vector<std::vector<size_t> > vertex_star(distances().size());
for(typename EdgeVector::const_iterator cur = edges.begin(); cur != edges.end(); ++cur)
{
rLog(rlRipsDebug, "Current edge: %d %d", cur->first, cur->second);
// Create the edge
Simplex edge; edge.add(cur->first); edge.add(cur->second);
simplices.push_back(edge);
if (k <= 1) continue;
vertex_star[cur->first].push_back(simplices.size() - 1);
vertex_star[cur->second].push_back(simplices.size() - 1);
// Go through a star
size_t sz = vertex_star[cur->first].size() - 1;
for (size_t i = 0; i < sz; ++i)
{
const Simplex& ssx = simplices[vertex_star[cur->first][i]];
// FIXME: eventually can uncomment, missing Empty::operator<<()
// rLog(rlRipsDebug, " %s", tostring(ssx).c_str());
bool accept = true;
for (typename Simplex::VertexContainer::const_iterator v = ssx.vertices().begin(); v != ssx.vertices().end(); ++v)
{
if (*v == cur->first) continue;
if ( distances()(*v, cur->second) > distances()(cur->first, cur->second) ||
((distances()(*v, cur->second) == distances()(cur->first, cur->second)) &&
(*v > cur->first)))
{
accept = false;
break;
}
}
if (accept)
{
Simplex tsx(ssx); tsx.add(cur->second);
simplices.push_back(tsx);
// rLog(rlRipsDebug, " Accepting: %s", tostring(tsx).c_str());
// Update stars
if (tsx.dimension() < k - 1)
for (typename Simplex::VertexContainer::const_iterator v = static_cast<const Simplex&>(tsx).vertices().begin();
v != static_cast<const Simplex&>(tsx).vertices().end();
++v)
vertex_star[*v].push_back(simplices.size() - 1);
}
}
}
}
template<class DistanceType_, class Simplex_>
void
RipsGeneratorMemory<DistanceType_, Simplex_>::
generate(SimplexVector& simplices, Dimension k, DistanceType max) const
{
for (IndexType v = distances().begin(); v != distances().end(); ++v)
{
simplices.push_back(Simplex());
simplices.back().add(v);
}
size_t last_vertex = simplices.size() - 1;
size_t begin_previous_dimension = 0;
size_t end_previous_dimension = simplices.size() - 1;
typename Simplex::VertexComparison vcmp;
for (Dimension d = 1; d < k; ++d)
{
//rLog(rlRips, "Generating dimension %d", d);
//rLog(rlRips, " Begin previous dimension: %d", begin_previous_dimension);
//rLog(rlRips, " End previous dimension: %d", end_previous_dimension);
for (size_t i = 0; i <= last_vertex; ++i)
{
for (size_t j = begin_previous_dimension; j <= end_previous_dimension; ++j)
if (!simplices[j].contains(simplices[i]) &&
vcmp(simplices[i], simplices[j]) &&
distance(simplices[i], simplices[j]) <= max)
{
simplices.push_back(Simplex(simplices[j]));
simplices.back().join(simplices[i]);
}
}
begin_previous_dimension = end_previous_dimension + 1;
end_previous_dimension = simplices.size() - 1;
}
}
template<class Distances_, class Simplex_>
typename RipsBase<Distances_, Simplex_>::DistanceType
RipsBase<Distances_, Simplex_>::
distance(const Simplex& s1, const Simplex& s2) const
{
DistanceType mx = 0;
for (typename Simplex::VertexContainer::const_iterator a = s1.vertices().begin(); a != s1.vertices().end(); ++a)
for (typename Simplex::VertexContainer::const_iterator b = s2.vertices().begin(); b != s2.vertices().end(); ++b)
mx = std::max(mx, distances_(*a,*b));
return mx;
}
template<class Distances_, class Simplex_>
typename RipsBase<Distances_, Simplex_>::DistanceType
RipsBase<Distances_, Simplex_>::
max_distance() const
{
DistanceType mx = 0;
for (IndexType a = distances_.begin(); a != distances_.end(); ++a)
for (IndexType b = boost::next(a); b != distances_.end(); ++b)
mx = std::max(mx, distances_(a,b));
return mx;
}
template<class Distances_, class Simplex_>
typename RipsBase<Distances_, Simplex_>::DistanceType
RipsBase<Distances_, Simplex_>::Evaluator::
operator()(const Simplex& s) const
{
DistanceType mx = 0;
for (typename Simplex::VertexContainer::const_iterator a = s.vertices().begin(); a != s.vertices().end(); ++a)
for (typename Simplex::VertexContainer::const_iterator b = boost::next(a); b != s.vertices().end(); ++b)
mx = std::max(mx, distances_(*a,*b));
return mx;
}
template<class Distances_>
ExplicitDistances<Distances_>::
ExplicitDistances(const Distances& distances):
size_(distances.size()), distances_((distances.size() * (distances.size() + 1))/2)
{
IndexType i = 0;
for (typename Distances::IndexType a = distances.begin(); a != distances.end(); ++a)
for (typename Distances::IndexType b = a; b != distances.end(); ++b)
{
distances_[i++] = distances(a,b);
}
}
template<class Distances_>
typename ExplicitDistances<Distances_>::DistanceType
ExplicitDistances<Distances_>::
operator()(IndexType a, IndexType b) const
{
if (a > b) std::swap(a,b);
return distances_[a*size_ - ((a*(a-1))/2) + (b-a)];
}