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-//----------------------------------------------------------------------
-// File: kd_dump.cc
-// Programmer: David Mount
-// Description: Dump and Load for kd- and bd-trees
-// Last modified: 01/04/05 (Version 1.0)
-//----------------------------------------------------------------------
-// Copyright (c) 1997-2005 University of Maryland and Sunil Arya and
-// David Mount. All Rights Reserved.
-//
-// This software and related documentation is part of the Approximate
-// Nearest Neighbor Library (ANN). This software is provided under
-// the provisions of the Lesser GNU Public License (LGPL). See the
-// file ../ReadMe.txt for further information.
-//
-// The University of Maryland (U.M.) and the authors make no
-// representations about the suitability or fitness of this software for
-// any purpose. It is provided "as is" without express or implied
-// warranty.
-//----------------------------------------------------------------------
-// History:
-// Revision 0.1 03/04/98
-// Initial release
-// Revision 1.0 04/01/05
-// Moved dump out of kd_tree.cc into this file.
-// Added kd-tree load constructor.
-//----------------------------------------------------------------------
-// This file contains routines for dumping kd-trees and bd-trees and
-// reloading them. (It is an abuse of policy to include both kd- and
-// bd-tree routines in the same file, sorry. There should be no problem
-// in deleting the bd- versions of the routines if they are not
-// desired.)
-//----------------------------------------------------------------------
-
-#include "kd_tree.h" // kd-tree declarations
-#include "bd_tree.h" // bd-tree declarations
-#include "def_debug_bt.h"
-
-using namespace std; // make std:: available
-
-namespace geom_bt {
-
- //----------------------------------------------------------------------
- // Constants
- //----------------------------------------------------------------------
-
- const int STRING_LEN = 500; // maximum string length
- const double EPSILON = 1E-5; // small number for float comparison
-
- enum ANNtreeType { KD_TREE, BD_TREE }; // tree types (used in loading)
-
- //----------------------------------------------------------------------
- // Procedure declarations
- //----------------------------------------------------------------------
-
- static ANNkd_ptr annReadDump( // read dump file
- istream &in, // input stream
- ANNtreeType tree_type, // type of tree expected
- ANNpointArray &the_pts, // new points (if applic)
- ANNidxArray &the_pidx, // point indices (returned)
- int &the_dim, // dimension (returned)
- int &the_n_pts, // number of points (returned)
- int &the_bkt_size, // bucket size (returned)
- ANNpoint &the_bnd_box_lo, // low bounding point
- ANNpoint &the_bnd_box_hi); // high bounding point
-
- static ANNkd_ptr annReadTree( // read tree-part of dump file
- istream &in, // input stream
- ANNtreeType tree_type, // type of tree expected
- ANNidxArray the_pidx, // point indices (modified)
- int &next_idx); // next index (modified)
-
- //----------------------------------------------------------------------
- // ANN kd- and bd-tree Dump Format
- // The dump file begins with a header containing the version of
- // ANN, an optional section containing the points, followed by
- // a description of the tree. The tree is printed in preorder.
- //
- // Format:
- // #ANN <version number> <comments> [END_OF_LINE]
- // points <dim> <n_pts> (point coordinates: this is optional)
- // 0 <xxx> <xxx> ... <xxx> (point indices and coordinates)
- // 1 <xxx> <xxx> ... <xxx>
- // ...
- // tree <dim> <n_pts> <bkt_size>
- // <xxx> <xxx> ... <xxx> (lower end of bounding box)
- // <xxx> <xxx> ... <xxx> (upper end of bounding box)
- // If the tree is null, then a single line "null" is
- // output. Otherwise the nodes of the tree are printed
- // one per line in preorder. Leaves and splitting nodes
- // have the following formats:
- // Leaf node:
- // leaf <n_pts> <bkt[0]> <bkt[1]> ... <bkt[n-1]>
- // Splitting nodes:
- // split <cut_dim> <cut_val> <lo_bound> <hi_bound>
- //
- // For bd-trees:
- //
- // Shrinking nodes:
- // shrink <n_bnds>
- // <cut_dim> <cut_val> <side>
- // <cut_dim> <cut_val> <side>
- // ... (repeated n_bnds times)
- //----------------------------------------------------------------------
-
-#ifndef FOR_R_TDA
- void ANNkd_tree::Dump( // dump entire tree
- ANNbool with_pts, // print points as well?
- ostream &out) // output stream
- {
- out << "#ANN " << ANNversion << "\n";
- out.precision(ANNcoordPrec); // use full precision in dumping
- if (with_pts) { // print point coordinates
- out << "points " << dim << " " << n_pts << "\n";
- for (int i = 0; i < n_pts; i++) {
- out << i << " ";
- annPrintPt(pts[i], dim, out);
- out << "\n";
- }
- }
- out << "tree " // print tree elements
- << dim << " "
- << n_pts << " "
- << bkt_size << "\n";
-
- annPrintPt(bnd_box_lo, dim, out); // print lower bound
- out << "\n";
- annPrintPt(bnd_box_hi, dim, out); // print upper bound
- out << "\n";
-
- if (root == NULL) // empty tree?
- out << "null\n";
- else {
- root->dump(out); // invoke printing at root
- }
- out.precision(0); // restore default precision
- }
-#endif
-
- void ANNkd_split::dump( // dump a splitting node
- ostream &out) // output stream
- {
-#ifndef FOR_R_TDA
- out << "split " << cut_dim << " " << cut_val << " ";
- out << cd_bnds[ANN_LO] << " " << cd_bnds[ANN_HI] << "\n";
-
- child[ANN_LO]->dump(out); // print low child
- child[ANN_HI]->dump(out); // print high child
-#endif
- }
-
- void ANNkd_leaf::dump( // dump a leaf node
- ostream &out) // output stream
- {
-#ifndef FOR_R_TDA
- if (this == KD_TRIVIAL) { // canonical trivial leaf node
- out << "leaf 0\n"; // leaf no points
- }
- else {
- out << "leaf " << n_pts;
- for (int j = 0; j < n_pts; j++) {
- out << " " << bkt[j];
- }
- out << "\n";
- }
-#endif
- }
-
- void ANNbd_shrink::dump( // dump a shrinking node
- ostream &out) // output stream
- {
-#ifndef FOR_R_TDA
- out << "shrink " << n_bnds << "\n";
- for (int j = 0; j < n_bnds; j++) {
- out << bnds[j].cd << " " << bnds[j].cv << " " << bnds[j].sd << "\n";
- }
- child[ANN_IN]->dump(out); // print in-child
- child[ANN_OUT]->dump(out); // print out-child
-#endif
- }
-
- //----------------------------------------------------------------------
- // Load kd-tree from dump file
- // This rebuilds a kd-tree which was dumped to a file. The dump
- // file contains all the basic tree information according to a
- // preorder traversal. We assume that the dump file also contains
- // point data. (This is to guarantee the consistency of the tree.)
- // If not, then an error is generated.
- //
- // Indirectly, this procedure allocates space for points, point
- // indices, all nodes in the tree, and the bounding box for the
- // tree. When the tree is destroyed, all but the points are
- // deallocated.
- //
- // This routine calls annReadDump to do all the work.
- //----------------------------------------------------------------------
-
- ANNkd_tree::ANNkd_tree( // build from dump file
- istream &in) // input stream for dump file
- {
- int the_dim; // local dimension
- int the_n_pts; // local number of points
- int the_bkt_size; // local number of points
- ANNpoint the_bnd_box_lo; // low bounding point
- ANNpoint the_bnd_box_hi; // high bounding point
- ANNpointArray the_pts; // point storage
- ANNidxArray the_pidx; // point index storage
- ANNkd_ptr the_root; // root of the tree
-
- the_root = annReadDump( // read the dump file
- in, // input stream
- KD_TREE, // expecting a kd-tree
- the_pts, // point array (returned)
- the_pidx, // point indices (returned)
- the_dim, the_n_pts, the_bkt_size, // basic tree info (returned)
- the_bnd_box_lo, the_bnd_box_hi); // bounding box info (returned)
-
- // create a skeletal tree
- SkeletonTree(the_n_pts, the_dim, the_bkt_size, the_pts, the_pidx);
-
- bnd_box_lo = the_bnd_box_lo;
- bnd_box_hi = the_bnd_box_hi;
-
- root = the_root; // set the root
- }
-
- ANNbd_tree::ANNbd_tree( // build bd-tree from dump file
- istream &in) : ANNkd_tree() // input stream for dump file
- {
- int the_dim; // local dimension
- int the_n_pts; // local number of points
- int the_bkt_size; // local number of points
- ANNpoint the_bnd_box_lo; // low bounding point
- ANNpoint the_bnd_box_hi; // high bounding point
- ANNpointArray the_pts; // point storage
- ANNidxArray the_pidx; // point index storage
- ANNkd_ptr the_root; // root of the tree
-
- the_root = annReadDump( // read the dump file
- in, // input stream
- BD_TREE, // expecting a bd-tree
- the_pts, // point array (returned)
- the_pidx, // point indices (returned)
- the_dim, the_n_pts, the_bkt_size, // basic tree info (returned)
- the_bnd_box_lo, the_bnd_box_hi); // bounding box info (returned)
-
- // create a skeletal tree
- SkeletonTree(the_n_pts, the_dim, the_bkt_size, the_pts, the_pidx);
- bnd_box_lo = the_bnd_box_lo;
- bnd_box_hi = the_bnd_box_hi;
-
- root = the_root; // set the root
- }
-
- //----------------------------------------------------------------------
- // annReadDump - read a dump file
- //
- // This procedure reads a dump file, constructs a kd-tree
- // and returns all the essential information needed to actually
- // construct the tree. Because this procedure is used for
- // constructing both kd-trees and bd-trees, the second argument
- // is used to indicate which type of tree we are expecting.
- //----------------------------------------------------------------------
-
- static ANNkd_ptr annReadDump(
- istream &in, // input stream
- ANNtreeType tree_type, // type of tree expected
- ANNpointArray &the_pts, // new points (returned)
- ANNidxArray &the_pidx, // point indices (returned)
- int &the_dim, // dimension (returned)
- int &the_n_pts, // number of points (returned)
- int &the_bkt_size, // bucket size (returned)
- ANNpoint &the_bnd_box_lo, // low bounding point (ret'd)
- ANNpoint &the_bnd_box_hi) // high bounding point (ret'd)
- {
- int j;
- char str[STRING_LEN]; // storage for string
- char version[STRING_LEN]; // ANN version number
- ANNkd_ptr the_root = NULL;
-
- //------------------------------------------------------------------
- // Input file header
- //------------------------------------------------------------------
- in >> str; // input header
- if (strcmp(str, "#ANN") != 0) { // incorrect header
- annError("Incorrect header for dump file", ANNabort);
- }
- in.getline(version, STRING_LEN); // get version (ignore)
-
- //------------------------------------------------------------------
- // Input the points
- // An array the_pts is allocated and points are read from
- // the dump file.
- //------------------------------------------------------------------
- in >> str; // get major heading
- if (strcmp(str, "points") == 0) { // points section
- in >> the_dim; // input dimension
- in >> the_n_pts; // number of points
- // allocate point storage
- the_pts = annAllocPts(the_n_pts, the_dim);
- for (int i = 0; i < the_n_pts; i++) { // input point coordinates
- ANNidx idx; // point index
- in >> idx; // input point index
- if (idx < 0 || idx >= the_n_pts) {
- annError("Point index is out of range", ANNabort);
- }
- for (j = 0; j < the_dim; j++) {
- in >> the_pts[idx][j]; // read point coordinates
- }
- }
- in >> str; // get next major heading
- }
- else { // no points were input
- annError("Points must be supplied in the dump file", ANNabort);
- }
-
- //------------------------------------------------------------------
- // Input the tree
- // After the basic header information, we invoke annReadTree
- // to do all the heavy work. We create our own array of
- // point indices (so we can pass them to annReadTree())
- // but we do not deallocate them. They will be deallocated
- // when the tree is destroyed.
- //------------------------------------------------------------------
- if (strcmp(str, "tree") == 0) { // tree section
- in >> the_dim; // read dimension
- in >> the_n_pts; // number of points
- in >> the_bkt_size; // bucket size
- the_bnd_box_lo = annAllocPt(the_dim); // allocate bounding box pts
- the_bnd_box_hi = annAllocPt(the_dim);
-
- for (j = 0; j < the_dim; j++) { // read bounding box low
- in >> the_bnd_box_lo[j];
- }
- for (j = 0; j < the_dim; j++) { // read bounding box low
- in >> the_bnd_box_hi[j];
- }
- the_pidx = new ANNidx[the_n_pts]; // allocate point index array
- int next_idx = 0; // number of indices filled
- // read the tree and indices
- the_root = annReadTree(in, tree_type, the_pidx, next_idx);
- if (next_idx != the_n_pts) { // didn't see all the points?
- annError("Didn't see as many points as expected", ANNwarn);
- }
- }
- else {
- annError("Illegal dump format. Expecting section heading", ANNabort);
- }
- return the_root;
- }
-
- //----------------------------------------------------------------------
- // annReadTree - input tree and return pointer
- //
- // annReadTree reads in a node of the tree, makes any recursive
- // calls as needed to input the children of this node (if internal).
- // It returns a pointer to the node that was created. An array
- // of point indices is given along with a pointer to the next
- // available location in the array. As leaves are read, their
- // point indices are stored here, and the point buckets point
- // to the first entry in the array.
- //
- // Recall that these are the formats. The tree is given in
- // preorder.
- //
- // Leaf node:
- // leaf <n_pts> <bkt[0]> <bkt[1]> ... <bkt[n-1]>
- // Splitting nodes:
- // split <cut_dim> <cut_val> <lo_bound> <hi_bound>
- //
- // For bd-trees:
- //
- // Shrinking nodes:
- // shrink <n_bnds>
- // <cut_dim> <cut_val> <side>
- // <cut_dim> <cut_val> <side>
- // ... (repeated n_bnds times)
- //----------------------------------------------------------------------
-
- static ANNkd_ptr annReadTree(
- istream &in, // input stream
- ANNtreeType tree_type, // type of tree expected
- ANNidxArray the_pidx, // point indices (modified)
- int &next_idx) // next index (modified)
- {
- char tag[STRING_LEN]; // tag (leaf, split, shrink)
- int n_pts; // number of points in leaf
- int cd; // cut dimension
- ANNcoord cv; // cut value
- ANNcoord lb; // low bound
- ANNcoord hb; // high bound
- int n_bnds; // number of bounding sides
- int sd; // which side
-
- in >> tag; // input node tag
-
- if (strcmp(tag, "null") == 0) { // null tree
- return NULL;
- }
- //------------------------------------------------------------------
- // Read a leaf
- //------------------------------------------------------------------
- if (strcmp(tag, "leaf") == 0) { // leaf node
-
- in >> n_pts; // input number of points
- int old_idx = next_idx; // save next_idx
- if (n_pts == 0) { // trivial leaf
- return KD_TRIVIAL;
- }
- else {
- for (int i = 0; i < n_pts; i++) { // input point indices
- in >> the_pidx[next_idx++]; // store in array of indices
- }
- }
- return new ANNkd_leaf(n_pts, &the_pidx[old_idx]);
- }
- //------------------------------------------------------------------
- // Read a splitting node
- //------------------------------------------------------------------
- else if (strcmp(tag, "split") == 0) { // splitting node
-
- in >> cd >> cv >> lb >> hb;
-
- // read low and high subtrees
- ANNkd_ptr lc = annReadTree(in, tree_type, the_pidx, next_idx);
- ANNkd_ptr hc = annReadTree(in, tree_type, the_pidx, next_idx);
- // create new node and return
- return new ANNkd_split(cd, cv, lb, hb, lc, hc);
- }
- //------------------------------------------------------------------
- // Read a shrinking node (bd-tree only)
- //------------------------------------------------------------------
- else if (strcmp(tag, "shrink") == 0) { // shrinking node
- if (tree_type != BD_TREE) {
- annError("Shrinking node not allowed in kd-tree", ANNabort);
- }
-
- in >> n_bnds; // number of bounding sides
- // allocate bounds array
- ANNorthHSArray bds = new ANNorthHalfSpace[n_bnds];
- for (int i = 0; i < n_bnds; i++) {
- in >> cd >> cv >> sd; // input bounding halfspace
- // copy to array
- bds[i] = ANNorthHalfSpace(cd, cv, sd);
- }
- // read inner and outer subtrees
- ANNkd_ptr ic = annReadTree(in, tree_type, the_pidx, next_idx);
- ANNkd_ptr oc = annReadTree(in, tree_type, the_pidx, next_idx);
- // create new node and return
- return new ANNbd_shrink(n_bnds, bds, ic, oc);
- }
- else {
- annError("Illegal node type in dump file", ANNabort);
-#ifndef FOR_R_TDA
- exit(0); // to keep the compiler happy
-#endif
- }
- }
-}