[mlpack-svn] r12603 - in mlpack/trunk/src/mlpack/core/tree: . traversers
fastlab-svn at coffeetalk-1.cc.gatech.edu
fastlab-svn at coffeetalk-1.cc.gatech.edu
Wed May 2 12:47:27 EDT 2012
Author: rcurtin
Date: 2012-05-02 12:47:27 -0400 (Wed, 02 May 2012)
New Revision: 12603
Added:
mlpack/trunk/src/mlpack/core/tree/traversers/single_tree_breadth_first_traverser.hpp
Modified:
mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt
Log:
Add the very similar SingleTreeBreadthFirstTraverser, meant to be used with the
CoverTree.
Modified: mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt
===================================================================
--- mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt 2012-05-02 16:42:18 UTC (rev 12602)
+++ mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt 2012-05-02 16:47:27 UTC (rev 12603)
@@ -17,6 +17,7 @@
periodichrectbound_impl.hpp
statistic.hpp
mrkd_statistic.hpp
+ traversers/single_tree_breadth_first_traverser.hpp
traversers/single_tree_depth_first_traverser.hpp
)
Added: mlpack/trunk/src/mlpack/core/tree/traversers/single_tree_breadth_first_traverser.hpp
===================================================================
--- mlpack/trunk/src/mlpack/core/tree/traversers/single_tree_breadth_first_traverser.hpp (rev 0)
+++ mlpack/trunk/src/mlpack/core/tree/traversers/single_tree_breadth_first_traverser.hpp 2012-05-02 16:47:27 UTC (rev 12603)
@@ -0,0 +1,70 @@
+/**
+ * @file single_tree_breadth_first_traverser.hpp
+ * @author Ryan Curtin
+ *
+ * Defines the SingleTreeBreadthFirstTraverser, an extensible class which allows
+ * a single-tree breadth-first recursion with a pruning rule and a base case
+ * (two point) rule. This is similar to the SingleTreeDepthFirstTraverser.
+ */
+#ifndef __MLPACK_CORE_TREE_TRAVERSERS_SINGLE_TREE_BREADTH_FIRST_TRAVERSER_HPP
+#define __MLPACK_CORE_TREE_TRAVERSERS_SINGLE_TREE_BREADTH_FIRST_TRAVERSER_HPP
+
+#include <mlpack/core.hpp>
+#include <queue>
+
+namespace mlpack {
+namespace tree {
+
+template<typename TreeType, typename RuleType>
+class SingleTreeBreadthFirstTraverser
+{
+ public:
+ SingleTreeBreadthFirstTraverser(RuleType& rule) :
+ rule(rule),
+ numPrunes(0)
+ { /* Nothing to do. */ }
+
+ void Traverse(const size_t queryIndex, TreeType& referenceNode)
+ {
+ // This is a non-recursive implementation (which should be faster than a
+ // recursive implementation).
+ std::queue<TreeType*> pointQueue;
+ pointQueue.push(&referenceNode);
+
+ while (!pointQueue.empty())
+ {
+ TreeType* node = pointQueue.front();
+ pointQueue.pop();
+
+ // Check if we can prune this node.
+ if (rule.CanPrune(queryIndex, *node))
+ {
+ ++numPrunes;
+ continue;
+ }
+
+ // First run the base case for any points this node might hold.
+ for (size_t i = 0; i < node->NumPoints(); ++i)
+ rule.BaseCase(queryIndex, node->Point(i));
+
+ // Now push children into the FIFO.
+ for (size_t i = 0; i < node->NumChildren(); ++i)
+ pointQueue.push(&(node->Child(i)));
+ }
+ }
+
+ //! Get the number of prunes so far.
+ size_t NumPrunes() const { return numPrunes; }
+ //! Set the number of prunes (good for a reset to 0).
+ size_t& NumPrunes() { return numPrunes; }
+
+ private:
+ RuleType& rule;
+
+ size_t numPrunes;
+};
+
+}; // namespace tree
+}; // namespace mlpack
+
+#endif
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