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mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType > Class Template Reference

A generic dual-tree traverser for hybrid spill trees; see spill_dual_tree_traverser.hpp for implementation. More...

Public Member Functions

 SpillDualTreeTraverser (RuleType &rule)
 Instantiate the dual-tree traverser with the given rule set. More...
 
size_t NumBaseCases () const
 Get the number of times a base case was calculated. More...
 
size_t & NumBaseCases ()
 Modify the number of times a base case was calculated. More...
 
size_t NumPrunes () const
 Get the number of prunes. More...
 
size_t & NumPrunes ()
 Modify the number of prunes. More...
 
size_t NumScores () const
 Get the number of times a node combination was scored. More...
 
size_t & NumScores ()
 Modify the number of times a node combination was scored. More...
 
size_t NumVisited () const
 Get the number of visited combinations. More...
 
size_t & NumVisited ()
 Modify the number of visited combinations. More...
 
void Traverse (SpillTree &queryNode, SpillTree &referenceNode)
 Traverse the two trees. More...
 

Private Attributes

size_t numBaseCases
 The number of times a base case was calculated. More...
 
size_t numPrunes
 The number of prunes. More...
 
size_t numScores
 The number of times a node combination was scored. More...
 
size_t numVisited
 The number of node combinations that have been visited during traversal. More...
 
RuleType & rule
 Reference to the rules with which the trees will be traversed. More...
 
RuleType::TraversalInfoType traversalInfo
 Traversal information, held in the class so that it isn't continually being reallocated. More...
 

Detailed Description

template<typename MetricType, typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType, typename StatisticType, typename MatType, template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
class mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >

A generic dual-tree traverser for hybrid spill trees; see spill_dual_tree_traverser.hpp for implementation.

The Defeatist template parameter determines if the traverser must do defeatist search on overlapping nodes.

Definition at line 35 of file spill_dual_tree_traverser.hpp.

Constructor & Destructor Documentation

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser ( RuleType &  rule)

Instantiate the dual-tree traverser with the given rule set.

Member Function Documentation

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumBaseCases ( ) const
inline

Get the number of times a base case was calculated.

Definition at line 70 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t& mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumBaseCases ( )
inline

Modify the number of times a base case was calculated.

Definition at line 72 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumPrunes ( ) const
inline

Get the number of prunes.

Definition at line 55 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t& mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumPrunes ( )
inline

Modify the number of prunes.

Definition at line 57 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumScores ( ) const
inline

Get the number of times a node combination was scored.

Definition at line 65 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t& mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumScores ( )
inline

Modify the number of times a node combination was scored.

Definition at line 67 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumVisited ( ) const
inline

Get the number of visited combinations.

Definition at line 60 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t& mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::NumVisited ( )
inline

Modify the number of visited combinations.

Definition at line 62 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
void mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::Traverse ( SpillTree queryNode,
SpillTree referenceNode 
)

Traverse the two trees.

This does not reset the number of prunes.

Parameters
queryNodeThe query node to be traversed.
referenceNodeThe reference node to be traversed.
scoreThe score of the current node combination.

Member Data Documentation

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::numBaseCases
private

The number of times a base case was calculated.

Definition at line 88 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::numPrunes
private

The number of prunes.

Definition at line 79 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::numScores
private

The number of times a node combination was scored.

Definition at line 85 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
size_t mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::numVisited
private

The number of node combinations that have been visited during traversal.

Definition at line 82 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
RuleType& mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::rule
private

Reference to the rules with which the trees will be traversed.

Definition at line 76 of file spill_dual_tree_traverser.hpp.

template<typename MetricType , typename StatisticType = EmptyStatistic, typename MatType = arma::mat, template< typename HyperplaneMetricType > class HyperplaneType = AxisOrthogonalHyperplane, template< typename SplitMetricType, typename SplitMatType > class SplitType = MidpointSpaceSplit>
template<typename MetricType , typename StatisticType , typename MatType , template< typename HyperplaneMetricType > class HyperplaneType, template< typename SplitMetricType, typename SplitMatType > class SplitType>
RuleType::TraversalInfoType mlpack::tree::SpillTree< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::SpillDualTreeTraverser< MetricType, StatisticType, MatType, HyperplaneType, SplitType >::traversalInfo
private

Traversal information, held in the class so that it isn't continually being reallocated.

Definition at line 92 of file spill_dual_tree_traverser.hpp.


The documentation for this class was generated from the following file: