[mlpack-svn] r12670 - 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 9 21:11:32 EDT 2012
Author: rcurtin
Date: 2012-05-09 21:11:32 -0400 (Wed, 09 May 2012)
New Revision: 12670
Added:
mlpack/trunk/src/mlpack/core/tree/traversers/dual_tree_breadth_first_traverser.hpp
Modified:
mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt
Log:
Add DualTreeBreadthFirstTraverser (at this moment, not rigorously tested).
Modified: mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt
===================================================================
--- mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt 2012-05-09 22:29:37 UTC (rev 12669)
+++ mlpack/trunk/src/mlpack/core/tree/CMakeLists.txt 2012-05-10 01:11:32 UTC (rev 12670)
@@ -20,6 +20,7 @@
traversers/single_tree_breadth_first_traverser.hpp
traversers/single_tree_depth_first_traverser.hpp
traversers/dual_tree_depth_first_traverser.hpp
+ traversers/dual_tree_breadth_first_traverser.hpp
)
# add directory name to sources
Added: mlpack/trunk/src/mlpack/core/tree/traversers/dual_tree_breadth_first_traverser.hpp
===================================================================
--- mlpack/trunk/src/mlpack/core/tree/traversers/dual_tree_breadth_first_traverser.hpp (rev 0)
+++ mlpack/trunk/src/mlpack/core/tree/traversers/dual_tree_breadth_first_traverser.hpp 2012-05-10 01:11:32 UTC (rev 12670)
@@ -0,0 +1,98 @@
+/**
+ * @file dual_tree_breadth_first_traverser.hpp
+ * @author Ryan Curtin
+ *
+ * A meta-heuristic-type class (is that even a word?) which allows an automatic
+ * way to perform a breadth-first dual-tree traversal of two trees. The trees
+ * must be the same type.
+ */
+#ifndef __MLPACK_CORE_TREE_TRAVERSERS_DUAL_TREE_BREADTH_FIRST_TRAVERSER_HPP
+#define __MLPACK_CORE_TREE_TRAVERSERS_DUAL_TREE_BREADTH_FIRST_TRAVERSER_HPP
+
+#include <mlpack/core.hpp>
+#include <queue>
+
+namespace mlpack {
+namespace tree {
+
+template<typename TreeType, typename RuleType>
+class DualTreeBreadthFirstTraverser
+{
+ public:
+ DualTreeBreadthFirstTraverser(RuleType& rule) :
+ rule(rule), numPrunes(0)
+ { /* Nothing to do. */ }
+
+ void Traverse(TreeType& queryNode, TreeType& referenceNode)
+ {
+ // Each of these queues should have the same number of elements in them.
+ std::queue<TreeType*> queryQueue;
+ std::queue<TreeType*> referenceQueue;
+ queryQueue.push(&queryNode);
+ referenceQueue.push(&referenceNode);
+
+ while (!queryQueue.empty())
+ {
+ TreeType& query = *queryStack.front();
+ TreeType& reference = *referenceStack.front();
+ queryStack.pop();
+ referenceStack.pop();
+
+ // Check if pruning can occur.
+ if (rule.CanPrune(query, reference))
+ {
+ numPrunes++;
+ continue;
+ }
+
+ // Run the base case for any points. We must have points in both trees.
+ if ((query.NumPoints() > 0) && (reference.NumPoints() > 0))
+ {
+ for (size_t i = 0; i < query.NumPoints(); ++i)
+ for (size_t j = 0; j < reference.NumPoints(); ++j)
+ rule.BaseCase(query.Point(i), reference.Point(j));
+ }
+
+ // Find the correct way to recurse given these two points.
+ arma::Mat<size_t> recursionOrder;
+ bool queryRecurse;
+ bool referenceRecurse;
+ rule.RecursionOrder(query, reference, recursionOrder, queryRecurse,
+ referenceRecurse);
+
+ // The RuleType has told us what we need to recurse on; act accordingly.
+ if (queryRecurse && referenceRecurse) // Recurse on both trees.
+ {
+ for (size_t i = 0; i < recursionOrder.n_cols; ++i)
+ {
+ queryQueue.push(&(query.Child(recursionOrder(0, i))));
+ referenceQueue.push(&(reference.Child(recursionOrder(1, i))));
+ }
+ }
+ else if (queryRecurse) // Only recurse on query tree.
+ {
+ for (size_t i = 0; i < recursionOrder.n_cols; ++i)
+ {
+ queryQueue.push(&(query.Child(recursionOrder(0, i))));
+ referenceQueue.push(&reference);
+ }
+ }
+ else if (referenceRecurse) // Only recurse on reference tree.
+ {
+ for (size_t i = 0; i < recursionOrder.n_cols; ++i)
+ {
+ queryQueue.push(&query);
+ referenceQueue.push(&(reference.Child(recursionOrder(1, i))));
+ }
+ }
+
+ // Now, after recursion, update any information.
+ rule.UpdateAfterRecursion(query, reference);
+ }
+ }
+}
+
+}; // namespace tree
+}; // namespace mlpack
+
+#endif
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