\section{Range\+Search\+Rules$<$ Metric\+Type, Tree\+Type $>$ Class Template Reference} \label{classmlpack_1_1range_1_1RangeSearchRules}\index{Range\+Search\+Rules$<$ Metric\+Type, Tree\+Type $>$@{Range\+Search\+Rules$<$ Metric\+Type, Tree\+Type $>$}} The \doxyref{Range\+Search\+Rules}{p.}{classmlpack_1_1range_1_1RangeSearchRules} class is a template helper class used by \doxyref{Range\+Search}{p.}{classmlpack_1_1range_1_1RangeSearch} class when performing range searches. \subsection*{Public Types} \begin{DoxyCompactItemize} \item typedef \textbf{ tree\+::\+Traversal\+Info}$<$ Tree\+Type $>$ \textbf{ Traversal\+Info\+Type} \end{DoxyCompactItemize} \subsection*{Public Member Functions} \begin{DoxyCompactItemize} \item \textbf{ Range\+Search\+Rules} (const arma\+::mat \&reference\+Set, const arma\+::mat \&query\+Set, const \textbf{ math\+::\+Range} \&range, std\+::vector$<$ std\+::vector$<$ size\+\_\+t $>$ $>$ \&neighbors, std\+::vector$<$ std\+::vector$<$ double $>$ $>$ \&distances, Metric\+Type \&metric, const bool same\+Set=false) \begin{DoxyCompactList}\small\item\em Construct the \doxyref{Range\+Search\+Rules}{p.}{classmlpack_1_1range_1_1RangeSearchRules} object. \end{DoxyCompactList}\item double \textbf{ Base\+Case} (const size\+\_\+t query\+Index, const size\+\_\+t reference\+Index) \begin{DoxyCompactList}\small\item\em Compute the base case between the given query point and reference point. \end{DoxyCompactList}\item size\+\_\+t \textbf{ Base\+Cases} () const \begin{DoxyCompactList}\small\item\em Get the number of base cases. \end{DoxyCompactList}\item size\+\_\+t \textbf{ Minimum\+Base\+Cases} () const \begin{DoxyCompactList}\small\item\em Get the minimum number of base cases we need to perform to have acceptable results. \end{DoxyCompactList}\item double \textbf{ Rescore} (const size\+\_\+t query\+Index, Tree\+Type \&reference\+Node, const double old\+Score) const \begin{DoxyCompactList}\small\item\em Re-\/evaluate the score for recursion order. \end{DoxyCompactList}\item double \textbf{ Rescore} (Tree\+Type \&query\+Node, Tree\+Type \&reference\+Node, const double old\+Score) const \begin{DoxyCompactList}\small\item\em Re-\/evaluate the score for recursion order. \end{DoxyCompactList}\item double \textbf{ Score} (const size\+\_\+t query\+Index, Tree\+Type \&reference\+Node) \begin{DoxyCompactList}\small\item\em Get the score for recursion order. \end{DoxyCompactList}\item double \textbf{ Score} (Tree\+Type \&query\+Node, Tree\+Type \&reference\+Node) \begin{DoxyCompactList}\small\item\em Get the score for recursion order. \end{DoxyCompactList}\item size\+\_\+t \textbf{ Scores} () const \begin{DoxyCompactList}\small\item\em Get the number of scores (that is, calls to Range\+Distance()). \end{DoxyCompactList}\item const \textbf{ Traversal\+Info\+Type} \& \textbf{ Traversal\+Info} () const \item \textbf{ Traversal\+Info\+Type} \& \textbf{ Traversal\+Info} () \end{DoxyCompactItemize} \subsection{Detailed Description} \subsubsection*{template$<$typename Metric\+Type, typename Tree\+Type$>$\newline class mlpack\+::range\+::\+Range\+Search\+Rules$<$ Metric\+Type, Tree\+Type $>$} The \doxyref{Range\+Search\+Rules}{p.}{classmlpack_1_1range_1_1RangeSearchRules} class is a template helper class used by \doxyref{Range\+Search}{p.}{classmlpack_1_1range_1_1RangeSearch} class when performing range searches. \begin{DoxyTemplParams}{Template Parameters} {\em Metric\+Type} & The metric to use for computation. \\ \hline {\em Tree\+Type} & The tree type to use; must adhere to the Tree\+Type A\+PI. \\ \hline \end{DoxyTemplParams} Definition at line 28 of file range\+\_\+search\+\_\+rules.\+hpp. \subsection{Member Typedef Documentation} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_ab5f079db10d0a6813eefeb1115e894cb}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Traversal\+Info\+Type@{Traversal\+Info\+Type}} \index{Traversal\+Info\+Type@{Traversal\+Info\+Type}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Traversal\+Info\+Type} {\footnotesize\ttfamily typedef \textbf{ tree\+::\+Traversal\+Info}$<$Tree\+Type$>$ \textbf{ Traversal\+Info\+Type}} Definition at line 110 of file range\+\_\+search\+\_\+rules.\+hpp. \subsection{Constructor \& Destructor Documentation} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a2397afb5262305bb6b1bb41d18f84cb2}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Range\+Search\+Rules@{Range\+Search\+Rules}} \index{Range\+Search\+Rules@{Range\+Search\+Rules}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Range\+Search\+Rules()} {\footnotesize\ttfamily \textbf{ Range\+Search\+Rules} (\begin{DoxyParamCaption}\item[{const arma\+::mat \&}]{reference\+Set, }\item[{const arma\+::mat \&}]{query\+Set, }\item[{const \textbf{ math\+::\+Range} \&}]{range, }\item[{std\+::vector$<$ std\+::vector$<$ size\+\_\+t $>$ $>$ \&}]{neighbors, }\item[{std\+::vector$<$ std\+::vector$<$ double $>$ $>$ \&}]{distances, }\item[{Metric\+Type \&}]{metric, }\item[{const bool}]{same\+Set = {\ttfamily false} }\end{DoxyParamCaption})} Construct the \doxyref{Range\+Search\+Rules}{p.}{classmlpack_1_1range_1_1RangeSearchRules} object. This is usually done from within the \doxyref{Range\+Search}{p.}{classmlpack_1_1range_1_1RangeSearch} class at search time. \begin{DoxyParams}{Parameters} {\em reference\+Set} & Set of reference data. \\ \hline {\em query\+Set} & Set of query data. \\ \hline {\em range} & Range to search for. \\ \hline {\em neighbors} & Vector to store resulting neighbors in. \\ \hline {\em distances} & Vector to store resulting distances in. \\ \hline {\em metric} & Instantiated metric. \\ \hline {\em same\+Set} & If true, the query and reference set are taken to be the same, and a query point will not return itself in the results. \\ \hline \end{DoxyParams} \subsection{Member Function Documentation} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_abac50f780bb5e1bc12dd0d16d850cacc}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Base\+Case@{Base\+Case}} \index{Base\+Case@{Base\+Case}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Base\+Case()} {\footnotesize\ttfamily double Base\+Case (\begin{DoxyParamCaption}\item[{const size\+\_\+t}]{query\+Index, }\item[{const size\+\_\+t}]{reference\+Index }\end{DoxyParamCaption})} Compute the base case between the given query point and reference point. \begin{DoxyParams}{Parameters} {\em query\+Index} & Index of query point. \\ \hline {\em reference\+Index} & Index of reference point. \\ \hline \end{DoxyParams} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a3f4bd5d0aa64ea090796725f7755287d}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Base\+Cases@{Base\+Cases}} \index{Base\+Cases@{Base\+Cases}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Base\+Cases()} {\footnotesize\ttfamily size\+\_\+t Base\+Cases (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption}) const\hspace{0.3cm}{\ttfamily [inline]}} Get the number of base cases. Definition at line 116 of file range\+\_\+search\+\_\+rules.\+hpp. \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a469f61784f9cce8f2574c23823405768}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Minimum\+Base\+Cases@{Minimum\+Base\+Cases}} \index{Minimum\+Base\+Cases@{Minimum\+Base\+Cases}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Minimum\+Base\+Cases()} {\footnotesize\ttfamily size\+\_\+t Minimum\+Base\+Cases (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption}) const\hspace{0.3cm}{\ttfamily [inline]}} Get the minimum number of base cases we need to perform to have acceptable results. Definition at line 122 of file range\+\_\+search\+\_\+rules.\+hpp. \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_ae0ad46f30e80aadc5bc476d46886540f}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Rescore@{Rescore}} \index{Rescore@{Rescore}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Rescore()\hspace{0.1cm}{\footnotesize\ttfamily [1/2]}} {\footnotesize\ttfamily double Rescore (\begin{DoxyParamCaption}\item[{const size\+\_\+t}]{query\+Index, }\item[{Tree\+Type \&}]{reference\+Node, }\item[{const double}]{old\+Score }\end{DoxyParamCaption}) const} Re-\/evaluate the score for recursion order. A low score indicates priority for recursion, while D\+B\+L\+\_\+\+M\+AX indicates that the node should not be recursed into at all (it should be pruned). This is used when the score has already been calculated, but another recursion may have modified the bounds for pruning. So the old score is checked against the new pruning bound. \begin{DoxyParams}{Parameters} {\em query\+Index} & Index of query point. \\ \hline {\em reference\+Node} & Candidate node to be recursed into. \\ \hline {\em old\+Score} & Old score produced by \doxyref{Score()}{p.}{classmlpack_1_1range_1_1RangeSearchRules_a53d373b7aeee359b0e686f823c602b1c} (or \doxyref{Rescore()}{p.}{classmlpack_1_1range_1_1RangeSearchRules_ae0ad46f30e80aadc5bc476d46886540f}). \\ \hline \end{DoxyParams} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a536e5a7cbce35b9be7443775d32e11f5}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Rescore@{Rescore}} \index{Rescore@{Rescore}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Rescore()\hspace{0.1cm}{\footnotesize\ttfamily [2/2]}} {\footnotesize\ttfamily double Rescore (\begin{DoxyParamCaption}\item[{Tree\+Type \&}]{query\+Node, }\item[{Tree\+Type \&}]{reference\+Node, }\item[{const double}]{old\+Score }\end{DoxyParamCaption}) const} Re-\/evaluate the score for recursion order. A low score indicates priority for recursion, while D\+B\+L\+\_\+\+M\+AX indicates that the node should not be recursed into at all (it should be pruned). This is used when the score has already been calculated, but another recursion may have modified the bounds for pruning. So the old score is checked against the new pruning bound. \begin{DoxyParams}{Parameters} {\em query\+Node} & Candidate query node to recurse into. \\ \hline {\em reference\+Node} & Candidate reference node to recurse into. \\ \hline {\em old\+Score} & Old score produced by \doxyref{Score()}{p.}{classmlpack_1_1range_1_1RangeSearchRules_a53d373b7aeee359b0e686f823c602b1c} (or \doxyref{Rescore()}{p.}{classmlpack_1_1range_1_1RangeSearchRules_ae0ad46f30e80aadc5bc476d46886540f}). \\ \hline \end{DoxyParams} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a53d373b7aeee359b0e686f823c602b1c}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Score@{Score}} \index{Score@{Score}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Score()\hspace{0.1cm}{\footnotesize\ttfamily [1/2]}} {\footnotesize\ttfamily double Score (\begin{DoxyParamCaption}\item[{const size\+\_\+t}]{query\+Index, }\item[{Tree\+Type \&}]{reference\+Node }\end{DoxyParamCaption})} Get the score for recursion order. A low score indicates priority for recursion, while D\+B\+L\+\_\+\+M\+AX indicates that the node should not be recursed into at all (it should be pruned). \begin{DoxyParams}{Parameters} {\em query\+Index} & Index of query point. \\ \hline {\em reference\+Node} & Candidate node to be recursed into. \\ \hline \end{DoxyParams} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a05b142945ef94221b628a75961f48b02}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Score@{Score}} \index{Score@{Score}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Score()\hspace{0.1cm}{\footnotesize\ttfamily [2/2]}} {\footnotesize\ttfamily double Score (\begin{DoxyParamCaption}\item[{Tree\+Type \&}]{query\+Node, }\item[{Tree\+Type \&}]{reference\+Node }\end{DoxyParamCaption})} Get the score for recursion order. A low score indicates priority for recursion, while D\+B\+L\+\_\+\+M\+AX indicates that the node should not be recursed into at all (it should be pruned). \begin{DoxyParams}{Parameters} {\em query\+Node} & Candidate query node to recurse into. \\ \hline {\em reference\+Node} & Candidate reference node to recurse into. \\ \hline \end{DoxyParams} \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a4d1e40c0bf406280a237ca1b487e3c62}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Scores@{Scores}} \index{Scores@{Scores}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Scores()} {\footnotesize\ttfamily size\+\_\+t Scores (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption}) const\hspace{0.3cm}{\ttfamily [inline]}} Get the number of scores (that is, calls to Range\+Distance()). Definition at line 118 of file range\+\_\+search\+\_\+rules.\+hpp. \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_ab5c6f4ae7c3b71b808403a7b7454f26f}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Traversal\+Info@{Traversal\+Info}} \index{Traversal\+Info@{Traversal\+Info}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Traversal\+Info()\hspace{0.1cm}{\footnotesize\ttfamily [1/2]}} {\footnotesize\ttfamily const \textbf{ Traversal\+Info\+Type}\& Traversal\+Info (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption}) const\hspace{0.3cm}{\ttfamily [inline]}} Definition at line 112 of file range\+\_\+search\+\_\+rules.\+hpp. \mbox{\label{classmlpack_1_1range_1_1RangeSearchRules_a4027bb90e756a4520d55978459c7f83e}} \index{mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}!Traversal\+Info@{Traversal\+Info}} \index{Traversal\+Info@{Traversal\+Info}!mlpack\+::range\+::\+Range\+Search\+Rules@{mlpack\+::range\+::\+Range\+Search\+Rules}} \subsubsection{Traversal\+Info()\hspace{0.1cm}{\footnotesize\ttfamily [2/2]}} {\footnotesize\ttfamily \textbf{ Traversal\+Info\+Type}\& Traversal\+Info (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption})\hspace{0.3cm}{\ttfamily [inline]}} Definition at line 113 of file range\+\_\+search\+\_\+rules.\+hpp. The documentation for this class was generated from the following file\+:\begin{DoxyCompactItemize} \item /var/www/mlpack.\+ratml.\+org/mlpack.\+org/\+\_\+src/mlpack-\/git/src/mlpack/methods/range\+\_\+search/\textbf{ range\+\_\+search\+\_\+rules.\+hpp}\end{DoxyCompactItemize}