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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
+
+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)
+ //----------------------------------------------------------------------
+
+ 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
+ }
+
+ void ANNkd_split::dump( // dump a splitting node
+ ostream &out) // output stream
+ {
+ 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
+ }
+
+ void ANNkd_leaf::dump( // dump a leaf node
+ ostream &out) // output stream
+ {
+ 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";
+ }
+ }
+
+ void ANNbd_shrink::dump( // dump a shrinking node
+ ostream &out) // output stream
+ {
+ 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
+ }
+
+ //----------------------------------------------------------------------
+ // 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);
+ exit(0); // to keep the compiler happy
+ }
+ }
+}