hrectbound.hpp

Go to the documentation of this file.

#ifndef MLPACK_CORE_TREE_HRECTBOUND_HPP
#define MLPACK_CORE_TREE_HRECTBOUND_HPP

#include <mlpack/prereqs.hpp>
#include <mlpack/core/math/range.hpp>
#include <mlpack/core/metrics/lmetric.hpp>
#include "bound_traits.hpp"

namespace mlpack {
namespace bound {

namespace meta  {

template<typename MetricType>
struct IsLMetric
{
  static const bool Value = false;
};

template<int Power, bool TakeRoot>
struct IsLMetric<metric::LMetric<Power, TakeRoot>>
{
  static const bool Value = true;
};

} // namespace util

template<typename MetricType = metric::LMetric<2, true>,
         typename ElemType = double>
class HRectBound
{
  // It is required that HRectBound have an LMetric as the given MetricType.
  static_assert(meta::IsLMetric<MetricType>::Value == true,
      "HRectBound can only be used with the LMetric<> metric type.");

 public:
  HRectBound();

  HRectBound(const size_t dimension);

  HRectBound(const HRectBound& other);
  HRectBound& operator=(const HRectBound& other);

  HRectBound(HRectBound&& other);

  ~HRectBound();

  void Clear();

  size_t Dim() const { return dim; }

  math::RangeType<ElemType>& operator[](const size_t i) { return bounds[i]; }
  const math::RangeType<ElemType>& operator[](const size_t i) const
  { return bounds[i]; }

  ElemType MinWidth() const { return minWidth; }
  ElemType& MinWidth() { return minWidth; }

  void Center(arma::Col<ElemType>& center) const;

  ElemType Volume() const;

  template<typename VecType>
  ElemType MinDistance(const VecType& point,
                       typename std::enable_if_t<IsVector<VecType>::value>* = 0)
      const;

  ElemType MinDistance(const HRectBound& other) const;

  template<typename VecType>
  ElemType MaxDistance(const VecType& point,
                       typename std::enable_if_t<IsVector<VecType>::value>* = 0)
      const;

  ElemType MaxDistance(const HRectBound& other) const;

  math::RangeType<ElemType> RangeDistance(const HRectBound& other) const;

  template<typename VecType>
  math::RangeType<ElemType> RangeDistance(
      const VecType& point,
      typename std::enable_if_t<IsVector<VecType>::value>* = 0) const;

  template<typename MatType>
  HRectBound& operator|=(const MatType& data);

  HRectBound& operator|=(const HRectBound& other);

  template<typename VecType>
  bool Contains(const VecType& point) const;

  bool Contains(const HRectBound& bound) const;

  HRectBound operator&(const HRectBound& bound) const;

  HRectBound& operator&=(const HRectBound& bound);

  ElemType Overlap(const HRectBound& bound) const;

  ElemType Diameter() const;

  template<typename Archive>
  void Serialize(Archive& ar, const unsigned int version);

 private:
  size_t dim;
  math::RangeType<ElemType>* bounds;
  ElemType minWidth;
};

// A specialization of BoundTraits for this class.
template<typename MetricType, typename ElemType>
struct BoundTraits<HRectBound<MetricType, ElemType>>
{
  const static bool HasTightBounds = true;
};

} // namespace bound
} // namespace mlpack

#include "hrectbound_impl.hpp"

#endif // MLPACK_CORE_TREE_HRECTBOUND_HPP