Iterate over leaves of an adaptive kD-tree. More...

#include <AdaptiveKDTree.hpp>

Collaboration diagram for moab::AdaptiveKDTreeIter:

Classes
struct	StackObj
Public Types
enum	Direction { LEFT = 0, RIGHT = 1 }
Public Member Functions
	AdaptiveKDTreeIter ()
ErrorCode	initialize (AdaptiveKDTree *tool, EntityHandle root, const double box_min[3], const double box_max[3], Direction direction)
AdaptiveKDTree *	tool () const
EntityHandle	handle () const
	Get handle for current leaf.
const double *	box_min () const
	Get min corner of axis-aligned box for current leaf.
const double *	box_max () const
	Get max corner of axis-aligned box for current leaf.
double	volume () const
bool	intersects (const AdaptiveKDTree::Plane &plane) const
	test if a plane intersects the leaf box
unsigned	depth () const
	Get depth in tree. root is at depth of 1.
ErrorCode	step (Direction direction)
ErrorCode	step ()
ErrorCode	back ()
ErrorCode	sibling_side (AdaptiveKDTree::Axis &axis_out, bool &neg_out) const
ErrorCode	get_neighbors (AdaptiveKDTree::Axis norm, bool neg, std::vector< AdaptiveKDTreeIter > &results, double epsilon=0.0) const
ErrorCode	get_parent_split_plane (AdaptiveKDTree::Plane &plane) const
	Get split plane that separates this node from its immediate sibling.
bool	is_sibling (const AdaptiveKDTreeIter &other_leaf) const
bool	is_sibling (EntityHandle other_leaf) const
bool	sibling_is_forward () const
bool	intersect_ray (const double ray_point[3], const double ray_vect[3], double &t_enter, double &t_exit) const
Private Types
enum	{ BMIN = 0, BMAX = 1 }
Private Member Functions
ErrorCode	step_to_first_leaf (Direction direction)
Private Attributes
CartVect	mBox [2]
	min and max corners of bounding box
AdaptiveKDTree *	treeTool
	tool for tree
std::vector< StackObj >	mStack
	stack storing path through tree
std::vector< EntityHandle >	childVect
	temporary storage of child handles
Friends
class	AdaptiveKDTree

Detailed Description

Iterate over leaves of an adaptive kD-tree.

Definition at line 342 of file AdaptiveKDTree.hpp.

Member Enumeration Documentation

anonymous enum [private]

Enumerator:

BMIN
BMAX

Definition at line 360 of file AdaptiveKDTree.hpp.

    {
        BMIN = 0,
        BMAX = 1
    };  //!< indices into mBox and child list

enum moab::AdaptiveKDTreeIter::Direction

Enumerator:

LEFT
RIGHT

Definition at line 345 of file AdaptiveKDTree.hpp.

    {
        LEFT  = 0,
        RIGHT = 1
    };

Constructor & Destructor Documentation

moab::AdaptiveKDTreeIter::AdaptiveKDTreeIter ( ) [inline]

Definition at line 378 of file AdaptiveKDTree.hpp.

: treeTool( 0 ), childVect( 2 ) {}

Member Function Documentation

ErrorCode moab::AdaptiveKDTreeIter::back ( ) [inline]

Move back to previous leaf Returns MB_ENTITY_NOT_FOUND if at beginning. Note: steping past the start of the tree will invalidate the iterator. Calling step() will not work.

Definition at line 446 of file AdaptiveKDTree.hpp.

References LEFT, and step().

Referenced by get_neighbors(), test_iterator_back(), and test_point_search().

    {
        return step( LEFT );
    }

const double* moab::AdaptiveKDTreeIter::box_max ( ) const [inline]

Get max corner of axis-aligned box for current leaf.

Definition at line 404 of file AdaptiveKDTree.hpp.

References moab::CartVect::array(), BMAX, and mBox.

Referenced by moab::AdaptiveKDTree::best_subdivision_plane(), moab::AdaptiveKDTree::best_vertex_median_plane(), moab::AdaptiveKDTree::best_vertex_sample_plane(), box_equal(), build_grid(), create_tree(), moab::AdaptiveKDTree::print(), tag_vertices(), test_iterator_back(), test_leaf_merge(), test_point_search(), test_valid_tree(), validate_tree(), and write_tree_blocks().

    {
        return mBox[BMAX].array();
    }

const double* moab::AdaptiveKDTreeIter::box_min ( ) const [inline]

Get min corner of axis-aligned box for current leaf.

Definition at line 398 of file AdaptiveKDTree.hpp.

References moab::CartVect::array(), BMIN, and mBox.

Referenced by moab::AdaptiveKDTree::best_subdivision_plane(), moab::AdaptiveKDTree::best_vertex_median_plane(), moab::AdaptiveKDTree::best_vertex_sample_plane(), box_equal(), build_grid(), create_tree(), moab::AdaptiveKDTree::print(), tag_vertices(), test_iterator_back(), test_leaf_merge(), test_point_search(), test_valid_tree(), validate_tree(), and write_tree_blocks().

    {
        return mBox[BMIN].array();
    }

unsigned moab::AdaptiveKDTreeIter::depth ( ) const [inline]

Get depth in tree. root is at depth of 1.

Definition at line 422 of file AdaptiveKDTree.hpp.

References mStack.

Referenced by build_grid(), moab::AdaptiveKDTree::build_tree(), moab::AdaptiveKDTree::compute_depth(), create_tree(), moab::AdaptiveKDTree::merge_leaf(), moab::AdaptiveKDTree::print(), test_leaf_merge(), test_point_search(), test_valid_tree(), and validate_tree().

    {
        return mStack.size();
    }

ErrorCode moab::AdaptiveKDTreeIter::get_neighbors	(	AdaptiveKDTree::Axis	norm,
		bool	neg,
		std::vector< AdaptiveKDTreeIter > &	results,
		double	epsilon = `0.0`
	)		const

Get adjacent leaf nodes on side indicated by norm and neg.

E.g. if norm == X and neg == true, then get neighbor(s) adjacent to the side of the box contained in the plane with normal to the X axis and with the x coordinate equal to the minimum x of the bounding box.

E.g. if norm == Y and neg == false, then get neighbor(s) adjacent to the side of the box with y = maximum y of bounding box.

Parameters:

norm	Normal vector for box side (X, Y, or Z)
neg	Which of two planes with norm (true->smaller coord, false->larger coord)
results	List to which to append results. This function does not* clear existing values in list.
epsilon	Tolerance on overlap. A positive value E will result in nodes that are separated by as much as E to be considered touching. A negative value -E will cause leaves that do not overlap by at least E to be considered non-overlapping. Amongst other things, this value can be used to control whether or not leaves adjacent at only their edges or corners are returned.

Definition at line 578 of file AdaptiveKDTree.cpp.

References back(), childVect, moab::AdaptiveKDTree::Plane::coord, moab::AdaptiveKDTreeIter::StackObj::coord, moab::AdaptiveKDTreeIter::StackObj::entity, ErrorCode, MB_SUCCESS, mBox, mStack, and moab::AdaptiveKDTree::Plane::norm.

Referenced by leaf_iterator_test().

{
    StackObj node, parent;
    ErrorCode rval;
    AdaptiveKDTree::Plane plane;
    int child_idx;

    // Find tree node at which the specified side of the box
    // for this node was created.
    AdaptiveKDTreeIter iter( *this );  // temporary iterator (don't modify *this)
    node = iter.mStack.back();
    iter.mStack.pop_back();
    for( ;; )
    {
        // reached the root - original node was on boundary (no neighbors)
        if( iter.mStack.empty() ) return MB_SUCCESS;

        // get parent node data
        parent = iter.mStack.back();
        iter.childVect.clear();
        rval = treeTool->moab()->get_child_meshsets( parent.entity, iter.childVect );
        if( MB_SUCCESS != rval ) return rval;
        rval = treeTool->get_split_plane( parent.entity, plane );
        if( MB_SUCCESS != rval ) return rval;

        child_idx = iter.childVect[0] == node.entity ? 0 : 1;
        assert( iter.childVect[child_idx] == node.entity );

        // if we found the split plane for the desired side
        // push neighbor on stack and stop
        if( plane.norm == norm && (int)neg == child_idx )
        {
            // change from box of previous child to box of parent
            iter.mBox[1 - child_idx][plane.norm] = node.coord;
            // push other child of parent onto stack
            node.entity = iter.childVect[1 - child_idx];
            node.coord  = iter.mBox[child_idx][plane.norm];
            iter.mStack.push_back( node );
            // change from parent box to box of new child
            iter.mBox[child_idx][plane.norm] = plane.coord;
            break;
        }

        // continue up the tree
        iter.mBox[1 - child_idx][plane.norm] = node.coord;
        node                                 = parent;
        iter.mStack.pop_back();
    }

    // now move down tree, searching for adjacent boxes
    std::vector< AdaptiveKDTreeIter > list;
    // loop over all potential paths to neighbors (until list is empty)
    for( ;; )
    {
        // follow a single path to a leaf, append any other potential
        // paths to neighbors to 'list'
        node = iter.mStack.back();
        for( ;; )
        {
            iter.childVect.clear();
            rval = treeTool->moab()->get_child_meshsets( node.entity, iter.childVect );
            if( MB_SUCCESS != rval ) return rval;

            // if leaf
            if( iter.childVect.empty() )
            {
                results.push_back( iter );
                break;
            }

            rval = treeTool->get_split_plane( node.entity, plane );
            if( MB_SUCCESS != rval ) return rval;

            // if split parallel to side
            if( plane.norm == norm )
            {
                // continue with whichever child is on the correct side of the split
                node.entity = iter.childVect[neg];
                node.coord  = iter.mBox[1 - neg][plane.norm];
                iter.mStack.push_back( node );
                iter.mBox[1 - neg][plane.norm] = plane.coord;
            }
            // if left child is adjacent
            else if( this->mBox[BMIN][plane.norm] - plane.coord <= epsilon )
            {
                // if right child is also adjacent, add to list
                if( plane.coord - this->mBox[BMAX][plane.norm] <= epsilon )
                {
                    list.push_back( iter );
                    list.back().mStack.push_back( StackObj( iter.childVect[1], iter.mBox[BMIN][plane.norm] ) );
                    list.back().mBox[BMIN][plane.norm] = plane.coord;
                }
                // continue with left child
                node.entity = iter.childVect[0];
                node.coord  = iter.mBox[BMAX][plane.norm];
                iter.mStack.push_back( node );
                iter.mBox[BMAX][plane.norm] = plane.coord;
            }
            // right child is adjacent
            else
            {
                // if left child is not adjacent, right must be or something
                // is really messed up.
                assert( plane.coord - this->mBox[BMAX][plane.norm] <= epsilon );
                // continue with left child
                node.entity = iter.childVect[1];
                node.coord  = iter.mBox[BMIN][plane.norm];
                iter.mStack.push_back( node );
                iter.mBox[BMIN][plane.norm] = plane.coord;
            }
        }

        if( list.empty() ) break;

        iter = list.back();
        list.pop_back();
    }

    return MB_SUCCESS;
}

ErrorCode moab::AdaptiveKDTreeIter::get_parent_split_plane ( AdaptiveKDTree::Plane & plane ) const

Get split plane that separates this node from its immediate sibling.

Definition at line 722 of file AdaptiveKDTree.cpp.

References MB_ENTITY_NOT_FOUND.

{
    if( mStack.size() < 2 )  // at tree root
        return MB_ENTITY_NOT_FOUND;

    EntityHandle parent = mStack[mStack.size() - 2].entity;
    return tool()->get_split_plane( parent, plane );
}

EntityHandle moab::AdaptiveKDTreeIter::handle ( ) const [inline]

Get handle for current leaf.

Definition at line 392 of file AdaptiveKDTree.hpp.

References mStack.

    {
        return mStack.back().entity;
    }

ErrorCode moab::AdaptiveKDTreeIter::initialize	(	AdaptiveKDTree *	tool,
		EntityHandle	root,
		const double	box_min[3],
		const double	box_max[3],
		Direction	direction
	)

Definition at line 475 of file AdaptiveKDTree.cpp.

Referenced by moab::AdaptiveKDTree::build_tree(), moab::AdaptiveKDTree::get_last_iterator(), and moab::AdaptiveKDTree::get_sub_tree_iterator().

{
    mStack.clear();
    treeTool      = ttool;
    mBox[BMIN][0] = bmin[0];
    mBox[BMIN][1] = bmin[1];
    mBox[BMIN][2] = bmin[2];
    mBox[BMAX][0] = bmax[0];
    mBox[BMAX][1] = bmax[1];
    mBox[BMAX][2] = bmax[2];
    mStack.push_back( StackObj( root, 0 ) );
    return step_to_first_leaf( direction );
}

bool moab::AdaptiveKDTreeIter::intersect_ray	(	const double	ray_point[3],
		const double	ray_vect[3],
		double &	t_enter,
		double &	t_exit
	)		const

Find range of overlap between ray and leaf.

Parameters:

ray_point	Coordinates of start point of ray
ray_vect	Directionion vector for ray such that the ray is defined by r(t) = ray_point + t * ray_vect for t > 0.
t_enter	Output: if return value is true, this value is the parameter location along the ray at which the ray entered the leaf. If return value is false, then this value is undefined.
t_exit	Output: if return value is true, this value is the parameter location along the ray at which the ray exited the leaf. If return value is false, then this value is undefined.

Returns:: true if ray intersects leaf, false otherwise.

Definition at line 767 of file AdaptiveKDTree.cpp.

References box_max(), box_min(), and moab::GeomUtil::ray_box_intersect().

Referenced by test_leaf_intersects_ray().

{
    treeTool->treeStats.traversalLeafObjectTests++;
    return GeomUtil::ray_box_intersect( CartVect( box_min() ), CartVect( box_max() ), CartVect( ray_point ),
                                        CartVect( ray_vect ), t_enter, t_exit );
}

bool moab::AdaptiveKDTreeIter::intersects ( const AdaptiveKDTree::Plane & plane ) const [inline]

test if a plane intersects the leaf box

Definition at line 416 of file AdaptiveKDTree.hpp.

References BMAX, BMIN, moab::AdaptiveKDTree::Plane::coord, mBox, and moab::AdaptiveKDTree::Plane::norm.

Referenced by test_leaf_intersects_plane().

    {
        return mBox[BMIN][plane.norm] <= plane.coord && mBox[BMAX][plane.norm] >= plane.coord;
    }

bool moab::AdaptiveKDTreeIter::is_sibling ( const AdaptiveKDTreeIter & other_leaf ) const

Return true if thos node and the passed node share the same immediate parent.

Definition at line 731 of file AdaptiveKDTree.cpp.

References handle(), and mStack.

Referenced by test_leaf_sibling().

{
    const size_t s = mStack.size();
    return ( s > 1 ) && ( s == other_leaf.mStack.size() ) &&
           ( other_leaf.mStack[s - 2].entity == mStack[s - 2].entity ) && other_leaf.handle() != handle();
}

bool moab::AdaptiveKDTreeIter::is_sibling ( EntityHandle other_leaf ) const

Return true if thos node and the passed node share the same immediate parent.

Definition at line 738 of file AdaptiveKDTree.cpp.

References ErrorCode, and MB_SUCCESS.

{
    if( mStack.size() < 2 || other_leaf == handle() ) return false;
    EntityHandle parent = mStack[mStack.size() - 2].entity;
    childVect.clear();
    ErrorCode rval = tool()->moab()->get_child_meshsets( parent, childVect );
    if( MB_SUCCESS != rval || childVect.size() != 2 )
    {
        assert( false );
        return false;
    }
    return childVect[0] == other_leaf || childVect[1] == other_leaf;
}

bool moab::AdaptiveKDTreeIter::sibling_is_forward ( ) const

Returns true if calling step() will advance to the immediate sibling of the current node. Returns false if current node is root or back() will move to the immediate sibling.

Definition at line 752 of file AdaptiveKDTree.cpp.

References ErrorCode, and MB_SUCCESS.

Referenced by test_leaf_sibling().

{
    if( mStack.size() < 2 )  // if root
        return false;
    EntityHandle parent = mStack[mStack.size() - 2].entity;
    childVect.clear();
    ErrorCode rval = tool()->moab()->get_child_meshsets( parent, childVect );
    if( MB_SUCCESS != rval || childVect.size() != 2 )
    {
        assert( false );
        return false;
    }
    return childVect[0] == handle();
}

ErrorCode moab::AdaptiveKDTreeIter::sibling_side	(	AdaptiveKDTree::Axis &	axis_out,
		bool &	neg_out
	)		const

Return the side of the box bounding this tree node that is shared with the immediately adjacent sibling (the tree node that shares a common parent node with this node in the binary tree.)

Parameters:

axis_out	The principal axis orthogonal to the side of the box
neg_out	true if the side of the box is toward the decreasing direction of the principal axis indicated by axis_out, false if it is toward the increasing direction.

Returns:: MB_ENTITY_NOT FOUND if root node. MB_FAILURE if internal error. MB_SUCCESS otherwise.

Definition at line 702 of file AdaptiveKDTree.cpp.

References ErrorCode, MB_ENTITY_NOT_FOUND, MB_SUCCESS, and moab::AdaptiveKDTree::Plane::norm.

{
    if( mStack.size() < 2 )  // at tree root
        return MB_ENTITY_NOT_FOUND;

    EntityHandle parent = mStack[mStack.size() - 2].entity;
    AdaptiveKDTree::Plane plane;
    ErrorCode rval = tool()->get_split_plane( parent, plane );
    if( MB_SUCCESS != rval ) return MB_FAILURE;

    childVect.clear();
    rval = tool()->moab()->get_child_meshsets( parent, childVect );
    if( MB_SUCCESS != rval || childVect.size() != 2 ) return MB_FAILURE;

    axis_out = static_cast< AdaptiveKDTree::Axis >( plane.norm );
    neg_out  = ( childVect[1] == handle() );
    assert( childVect[neg_out] == handle() );
    return MB_SUCCESS;
}

ErrorCode moab::AdaptiveKDTreeIter::step ( Direction direction )

Advance the iterator either left or right in the tree Note: stepping past the end of the tree will invalidate the iterator. It will *not* be work step the other direction.

Definition at line 520 of file AdaptiveKDTree.cpp.

References moab::AdaptiveKDTree::Plane::coord, moab::AdaptiveKDTreeIter::StackObj::coord, moab::AdaptiveKDTreeIter::StackObj::entity, ErrorCode, MB_ENTITY_NOT_FOUND, MB_SUCCESS, and moab::AdaptiveKDTree::Plane::norm.

Referenced by build_grid(), moab::AdaptiveKDTree::build_tree(), moab::AdaptiveKDTree::compute_depth(), create_simple_2d_tree(), create_tree(), moab::MergeMesh::find_merged_to(), leaf_iterator_test(), moab::AdaptiveKDTree::print(), tag_elements(), tag_vertices(), test_iterator_back(), test_leaf_merge(), test_leaf_sibling(), test_leaf_volume(), test_point_search(), test_tree_merge_nodes(), test_valid_tree(), validate_tree(), and write_tree_blocks().

{
    StackObj node, parent;
    ErrorCode rval;
    AdaptiveKDTree::Plane plane;
    const Direction opposite = static_cast< Direction >( 1 - direction );

    // If stack is empty, then either this iterator is uninitialized
    // or we reached the end of the iteration (and return
    // MB_ENTITY_NOT_FOUND) already.
    if( mStack.empty() ) return MB_FAILURE;

    // Pop the current node from the stack.
    // The stack should then contain the parent of the current node.
    // If the stack is empty after this pop, then we've reached the end.
    node = mStack.back();
    mStack.pop_back();
    treeTool->treeStats.nodesVisited++;
    if( mStack.empty() ) treeTool->treeStats.leavesVisited++;

    while( !mStack.empty() )
    {
        // Get data for parent entity
        parent = mStack.back();
        childVect.clear();
        rval = treeTool->moab()->get_child_meshsets( parent.entity, childVect );
        if( MB_SUCCESS != rval ) return rval;
        rval = treeTool->get_split_plane( parent.entity, plane );
        if( MB_SUCCESS != rval ) return rval;

        // If we're at the left child
        if( childVect[opposite] == node.entity )
        {
            // change from box of left child to box of parent
            mBox[direction][plane.norm] = node.coord;
            // push right child on stack
            node.entity = childVect[direction];
            treeTool->treeStats.nodesVisited++;  // changed node
            node.coord = mBox[opposite][plane.norm];
            mStack.push_back( node );
            // change from box of parent to box of right child
            mBox[opposite][plane.norm] = plane.coord;
            // descend to left-most leaf of the right child
            return step_to_first_leaf( opposite );
        }

        // The current node is the right child of the parent,
        // continue up the tree.
        assert( childVect[direction] == node.entity );
        mBox[opposite][plane.norm] = node.coord;
        node                       = parent;
        treeTool->treeStats.nodesVisited++;
        mStack.pop_back();
    }

    return MB_ENTITY_NOT_FOUND;
}

ErrorCode moab::AdaptiveKDTreeIter::step ( ) [inline]

Advance to next leaf Returns MB_ENTITY_NOT_FOUND if at end. Note: steping past the end of the tree will invalidate the iterator. Calling back() will not work.

Definition at line 437 of file AdaptiveKDTree.hpp.

References RIGHT.

Referenced by back().

    {
        return step( RIGHT );
    }

ErrorCode moab::AdaptiveKDTreeIter::step_to_first_leaf ( Direction direction ) [private]

Descend tree to left most leaf from current position No-op if at leaf.

Definition at line 493 of file AdaptiveKDTree.cpp.

References moab::AdaptiveKDTree::Plane::coord, ErrorCode, MB_SUCCESS, and moab::AdaptiveKDTree::Plane::norm.

Referenced by moab::AdaptiveKDTree::compute_depth(), and moab::AdaptiveKDTree::split_leaf().

{
    ErrorCode rval;
    AdaptiveKDTree::Plane plane;
    const Direction opposite = static_cast< Direction >( 1 - direction );

    for( ;; )
    {
        childVect.clear();
        treeTool->treeStats.nodesVisited++;  // not sure whether this is the visit or the push_back below
        rval = treeTool->moab()->get_child_meshsets( mStack.back().entity, childVect );
        if( MB_SUCCESS != rval ) return rval;
        if( childVect.empty() )
        {  // leaf
            treeTool->treeStats.leavesVisited++;
            break;
        }

        rval = treeTool->get_split_plane( mStack.back().entity, plane );
        if( MB_SUCCESS != rval ) return rval;

        mStack.push_back( StackObj( childVect[direction], mBox[opposite][plane.norm] ) );
        mBox[opposite][plane.norm] = plane.coord;
    }
    return MB_SUCCESS;
}

AdaptiveKDTree* moab::AdaptiveKDTreeIter::tool ( ) const [inline]

Definition at line 386 of file AdaptiveKDTree.hpp.

References treeTool.

Referenced by moab::AdaptiveKDTree::best_subdivision_plane(), moab::AdaptiveKDTree::best_subdivision_snap_plane(), moab::AdaptiveKDTree::best_vertex_median_plane(), and moab::AdaptiveKDTree::best_vertex_sample_plane().

    {
        return treeTool;
    }

double moab::AdaptiveKDTreeIter::volume ( ) const [inline]

Definition at line 409 of file AdaptiveKDTree.hpp.

References BMAX, BMIN, and mBox.

Referenced by test_leaf_volume().

    {
        return ( mBox[BMAX][0] - mBox[BMIN][0] ) * ( mBox[BMAX][1] - mBox[BMIN][1] ) *
               ( mBox[BMAX][2] - mBox[BMIN][2] );
    }

Friends And Related Function Documentation

friend class AdaptiveKDTree [friend]

Definition at line 375 of file AdaptiveKDTree.hpp.

Member Data Documentation

std::vector< EntityHandle > moab::AdaptiveKDTreeIter::childVect [mutable, private]

temporary storage of child handles

Definition at line 369 of file AdaptiveKDTree.hpp.

Referenced by get_neighbors(), moab::AdaptiveKDTree::merge_leaf(), and moab::AdaptiveKDTree::point_search().

CartVect moab::AdaptiveKDTreeIter::mBox[2] [private]

min and max corners of bounding box

Definition at line 366 of file AdaptiveKDTree.hpp.

Referenced by box_max(), box_min(), get_neighbors(), intersects(), moab::AdaptiveKDTree::merge_leaf(), moab::AdaptiveKDTree::point_search(), and volume().

std::vector< StackObj > moab::AdaptiveKDTreeIter::mStack [private]

stack storing path through tree

Definition at line 368 of file AdaptiveKDTree.hpp.

Referenced by depth(), get_neighbors(), handle(), is_sibling(), moab::AdaptiveKDTree::merge_leaf(), and moab::AdaptiveKDTree::point_search().

AdaptiveKDTree* moab::AdaptiveKDTreeIter::treeTool [private]

tool for tree

Definition at line 367 of file AdaptiveKDTree.hpp.

Referenced by moab::AdaptiveKDTree::point_search(), and tool().

List of all members.

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

Classes

Public Types

Public Member Functions

Private Types

Private Member Functions

Private Attributes

Friends

Detailed Description

Member Enumeration Documentation

Constructor & Destructor Documentation

Member Function Documentation

Friends And Related Function Documentation

Member Data Documentation