X-Git-Url: https://www.fleuret.org/cgi-bin/gitweb/gitweb.cgi?p=mtp.git;a=blobdiff_plain;f=mtp_graph.cc;h=6ce84c4d4c4622f8788ddf5ffd46bcdbf5fa13f1;hp=7167cf6c7c3179d97eb1a2b378cd7bba2bc20dcc;hb=20f94c6bff1541da8d0639966787dc8aaafea025;hpb=72a428f6024a6a3f84526020f28cfa3a200d0f24 diff --git a/mtp_graph.cc b/mtp_graph.cc index 7167cf6..6ce84c4 100644 --- a/mtp_graph.cc +++ b/mtp_graph.cc @@ -1,26 +1,30 @@ -/////////////////////////////////////////////////////////////////////////// -// This program is free software: you can redistribute it and/or modify // -// it under the terms of the version 3 of the GNU General Public License // -// as published by the Free Software Foundation. // -// // -// This program is distributed in the hope that it will be useful, but // -// WITHOUT ANY WARRANTY; without even the implied warranty of // -// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU // -// General Public License for more details. // -// // -// You should have received a copy of the GNU General Public License // -// along with this program. If not, see . // -// // -// Written by and Copyright (C) Francois Fleuret // -// Contact for comments & bug reports // -/////////////////////////////////////////////////////////////////////////// +/* + * mtp is the ``Multi Tracked Paths'', an implementation of the + * k-shortest paths algorithm for multi-target tracking. + * + * Copyright (c) 2012 Idiap Research Institute, http://www.idiap.ch/ + * Written by Francois Fleuret + * + * This file is part of mtp. + * + * mtp is free software: you can redistribute it and/or modify it + * under the terms of the GNU General Public License version 3 as + * published by the Free Software Foundation. + * + * mtp is distributed in the hope that it will be useful, but WITHOUT + * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY + * or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public + * License for more details. + * + * You should have received a copy of the GNU General Public License + * along with selector. If not, see . + * + */ #include "mtp_graph.h" -#include #include -#include using namespace std; @@ -33,7 +37,7 @@ public: // These are the links in the origin_vertex leaving edge list Edge *next_leaving_edge, *pred_leaving_edge; - inline void revert(); + inline void invert(); }; class Vertex { @@ -41,22 +45,24 @@ public: int id; Edge *leaving_edges; scalar_t distance_from_source; - Edge *best_pred_edge_to_source; + Edge *pred_edge_toward_source; + + int last_change; // Used to mark which edges have already been + // processed in some methods - int iteration; // Used in find_shortest_path to know if we already - // added this vertex to the front Vertex(); - inline void add_edge(Edge *e); - inline void del_edge(Edge *e); + + inline void add_leaving_edge(Edge *e); + inline void del_leaving_edge(Edge *e); }; ////////////////////////////////////////////////////////////////////// -void Edge::revert() { +void Edge::invert() { length = - length; - positivized_length = 0; - origin_vertex->del_edge(this); - terminal_vertex->add_edge(this); + positivized_length = - positivized_length; + origin_vertex->del_leaving_edge(this); + terminal_vertex->add_leaving_edge(this); Vertex *t = terminal_vertex; terminal_vertex = origin_vertex; origin_vertex = t; @@ -68,34 +74,29 @@ Vertex::Vertex() { leaving_edges = 0; } -void Vertex::add_edge(Edge *e) { +void Vertex::add_leaving_edge(Edge *e) { e->next_leaving_edge = leaving_edges; e->pred_leaving_edge = 0; if(leaving_edges) { leaving_edges->pred_leaving_edge = e; } leaving_edges = e; } -void Vertex::del_edge(Edge *e) { - if(e == leaving_edges) { leaving_edges = e->next_leaving_edge; } - if(e->pred_leaving_edge) { e->pred_leaving_edge->next_leaving_edge = e->next_leaving_edge; } - if(e->next_leaving_edge) { e->next_leaving_edge->pred_leaving_edge = e->pred_leaving_edge; } -} - -////////////////////////////////////////////////////////////////////// - -Path::Path(int l) { - length = l; - nodes = new int[length]; -} - -Path::~Path() { - delete[] nodes; +void Vertex::del_leaving_edge(Edge *e) { + if(e == leaving_edges) { + leaving_edges = e->next_leaving_edge; + } + if(e->pred_leaving_edge) { + e->pred_leaving_edge->next_leaving_edge = e->next_leaving_edge; + } + if(e->next_leaving_edge) { + e->next_leaving_edge->pred_leaving_edge = e->pred_leaving_edge; + } } ////////////////////////////////////////////////////////////////////// MTPGraph::MTPGraph(int nb_vertices, int nb_edges, - int *from, int *to, + int *vertex_from, int *vertex_to, int source, int sink) { _nb_vertices = nb_vertices; _nb_edges = nb_edges; @@ -108,16 +109,16 @@ MTPGraph::MTPGraph(int nb_vertices, int nb_edges, _source = &_vertices[source]; _sink = &_vertices[sink]; - for(int v = 0; v < _nb_vertices; v++) { - _vertices[v].id = v; + for(int k = 0; k < _nb_vertices; k++) { + _vertices[k].id = k; } for(int e = 0; e < nb_edges; e++) { - _vertices[from[e]].add_edge(_edges + e); + _vertices[vertex_from[e]].add_leaving_edge(_edges + e); _edges[e].occupied = 0; _edges[e].id = e; - _edges[e].origin_vertex = _vertices + from[e]; - _edges[e].terminal_vertex = _vertices + to[e]; + _edges[e].origin_vertex = _vertices + vertex_from[e]; + _edges[e].terminal_vertex = _vertices + vertex_to[e]; } paths = 0; @@ -152,39 +153,25 @@ void MTPGraph::print(ostream *os) { void MTPGraph::print_dot(ostream *os) { (*os) << "digraph {" << endl; - (*os) << " node[shape=circle];" << endl; + (*os) << " rankdir=\"LR\";" << endl; + (*os) << " node [shape=circle,width=0.75,fixedsize=true];" << endl; + (*os) << " edge [color=gray,arrowhead=open]" << endl; + (*os) << " " << _source->id << " [peripheries=2];" << endl; + (*os) << " " << _sink->id << " [peripheries=2];" << endl; for(int k = 0; k < _nb_edges; k++) { Edge *e = _edges + k; - // (*os) << " " << e->origin_vertex->id << " -> " << e->terminal_vertex->id - // << ";" - // << endl; + (*os) << " " << e->origin_vertex->id << " -> " << e->terminal_vertex->id + << " ["; if(e->occupied) { - (*os) << " " << e->origin_vertex->id << " -> " << e->terminal_vertex->id - << " [style=bold,color=black,label=\"" << e->length << "\"];" << endl; - } else { - (*os) << " " << e->origin_vertex->id << " -> " << e->terminal_vertex->id - << " [color=gray,label=\"" << e->length << "\"];" << endl; + (*os) << "style=bold,color=black,"; } + (*os) << "label=\"" << e->length << "\"];" << endl; } (*os) << "}" << endl; } ////////////////////////////////////////////////////////////////////// -void MTPGraph::initialize_positivized_lengths_with_min() { - scalar_t length_min = 0; - for(int n = 0; n < _nb_vertices; n++) { - for(Edge *e = _vertices[n].leaving_edges; e; e = e->next_leaving_edge) { - length_min = min(e->length, length_min); - } - } - for(int n = 0; n < _nb_vertices; n++) { - for(Edge *e = _vertices[n].leaving_edges; e; e = e->next_leaving_edge) { - e->positivized_length = e->length - length_min; - } - } -} - void MTPGraph::update_positivized_lengths() { for(int k = 0; k < _nb_edges; k++) { Edge *e = _edges + k; @@ -198,15 +185,25 @@ void MTPGraph::force_positivized_lengths() { scalar_t residual_error = 0.0; scalar_t max_error = 0.0; #endif - for(int n = 0; n < _nb_vertices; n++) { - for(Edge *e = _vertices[n].leaving_edges; e; e = e->next_leaving_edge) { - if(e->positivized_length < 0) { + for(int k = 0; k < _nb_edges; k++) { + Edge *e = _edges + k; + + if(e->positivized_length < 0) { + #ifdef VERBOSE + if((e->origin_vertex->last_change < 0 && e->terminal_vertex->last_change >= 0) || + (e->origin_vertex->last_change >= 0 && e->terminal_vertex->last_change < 0)) { + cout << "Inconsistent non-connexity (this should never happen)." << endl; + abort(); + } + if(e->origin_vertex->last_change >= 0 && + e->terminal_vertex->last_change >= 0 && + e->positivized_length < 0) { residual_error -= e->positivized_length; - max_error = max(max_error, fabs(e->positivized_length)); -#endif - e->positivized_length = 0.0; + max_error = max(max_error, - e->positivized_length); } +#endif + e->positivized_length = 0.0; } } #ifdef VERBOSE @@ -214,55 +211,104 @@ void MTPGraph::force_positivized_lengths() { #endif } -// This method does not change the edge occupation. It update -// distance_from_source and best_pred_edge_to_source. -void MTPGraph::find_shortest_path(Vertex **_front, Vertex **_new_front) { +int MTPGraph::is_dag() { + Vertex *v; + Edge *e; + + // We put everybody in the front + for(int k = 0; k < _nb_vertices; k++) { + _vertices[k].last_change = -1; + _front[k] = &_vertices[k]; + } + + int iteration = 0; + int front_size = _nb_vertices, pred_front_size; + + do { + // We set the last_change field of all the vertices with incoming + // edges to the current iteration value + for(int f = 0; f < front_size; f++) { + v = _front[f]; + for(e = v->leaving_edges; e; e = e->next_leaving_edge) { + e->terminal_vertex->last_change = iteration; + } + } + + pred_front_size = front_size; + front_size = 0; + + // We keep all the vertices with incoming nodes + for(int f = 0; f < pred_front_size; f++) { + v = _front[f]; + if(v->last_change == iteration) { + _front[front_size++] = v; + } + } + + iteration++; + } while(front_size < pred_front_size); + + return front_size == 0; +} + +// This method does not change the edge occupation. It only set +// properly, for every vertex, the fields distance_from_source and +// pred_edge_toward_source. + +void MTPGraph::find_shortest_path() { Vertex **tmp_front; - int tmp_front_size; Vertex *v, *tv; Edge *e; scalar_t d; - for(int v = 0; v < _nb_vertices; v++) { - _vertices[v].distance_from_source = FLT_MAX; - _vertices[v].best_pred_edge_to_source = 0; - _vertices[v].iteration = 0; +#ifdef DEBUG + if(is_dag()) { + cout << "find_shortest_path: DAG -> ok" << endl; + } else { + for(int e = 0; e < _nb_edges; e++) { + if(_edges[e].positivized_length < 0) abort(); + } + cout << "find_shortest_path: All positivized_length are positive -> ok" << endl; + } +#endif + + for(int k = 0; k < _nb_vertices; k++) { + _vertices[k].distance_from_source = FLT_MAX; + _vertices[k].pred_edge_toward_source = 0; + _vertices[k].last_change = -1; } int iteration = 0; - int _front_size = 0, _new_front_size; - _front[_front_size++] = _source; + int front_size = 0, new_front_size; + _front[front_size++] = _source; _source->distance_from_source = 0; do { - _new_front_size = 0; - iteration++; + new_front_size = 0; - for(int f = 0; f < _front_size; f++) { + for(int f = 0; f < front_size; f++) { v = _front[f]; for(e = v->leaving_edges; e; e = e->next_leaving_edge) { d = v->distance_from_source + e->positivized_length; tv = e->terminal_vertex; if(d < tv->distance_from_source) { tv->distance_from_source = d; - tv->best_pred_edge_to_source = e; - if(tv->iteration < iteration) { - _new_front[_new_front_size++] = tv; - tv->iteration = iteration; + tv->pred_edge_toward_source = e; + if(tv->last_change < iteration) { + _new_front[new_front_size++] = tv; + tv->last_change = iteration; } } } } - tmp_front = _new_front; - _new_front = _front; - _front = tmp_front; + tmp_front = _new_front; _new_front = _front; _front = tmp_front; + + front_size = new_front_size; - tmp_front_size = _new_front_size; - _new_front_size = _front_size; - _front_size = tmp_front_size; - } while(_front_size > 0); + iteration++; + } while(front_size > 0); } void MTPGraph::find_best_paths(scalar_t *lengths) { @@ -276,28 +322,26 @@ void MTPGraph::find_best_paths(scalar_t *lengths) { _edges[e].positivized_length = _edges[e].length; } - // We use one iteration of find_shortest_path simply to propagate - // the distance to make all the edge lengths positive. - find_shortest_path(_front, _new_front); - update_positivized_lengths(); - - // #warning - // initialize_positivized_lengths_with_min(); + // We call find_shortest_path here to set properly the distances to + // the source, so that we can make all the edge lengths positive at + // the first iteration. + find_shortest_path(); do { - force_positivized_lengths(); - find_shortest_path(_front, _new_front); update_positivized_lengths(); + force_positivized_lengths(); + find_shortest_path(); total_length = 0.0; - // Do we reach the _sink? - if(_sink->best_pred_edge_to_source) { - // If yes, compute the length of the best path + // Do we reach the sink? + if(_sink->pred_edge_toward_source) { + // If yes, compute the length of the best path according to the + // original edge lengths v = _sink; - while(v->best_pred_edge_to_source) { - total_length += v->best_pred_edge_to_source->length; - v = v->best_pred_edge_to_source->origin_vertex; + while(v->pred_edge_toward_source) { + total_length += v->pred_edge_toward_source->length; + v = v->pred_edge_toward_source->origin_vertex; } // If that length is negative if(total_length < 0.0) { @@ -306,10 +350,10 @@ void MTPGraph::find_best_paths(scalar_t *lengths) { #endif // Invert all the edges along the best path v = _sink; - while(v->best_pred_edge_to_source) { - e = v->best_pred_edge_to_source; + while(v->pred_edge_toward_source) { + e = v->pred_edge_toward_source; v = e->origin_vertex; - e->revert(); + e->invert(); // This is the only place where we change the occupations of // edges e->occupied = 1 - e->occupied; @@ -319,39 +363,51 @@ void MTPGraph::find_best_paths(scalar_t *lengths) { } while(total_length < 0.0); + // Put back the graph in its original state (i.e. invert edges which + // have been inverted in the process) for(int k = 0; k < _nb_edges; k++) { - Edge *e = _edges + k; - if(e->occupied) { e->revert(); } + e = _edges + k; + if(e->occupied) { e->invert(); } } } -int MTPGraph::retrieve_one_path(Edge *e, int *nodes) { +int MTPGraph::retrieve_one_path(Edge *e, Path *path) { Edge *f, *next = 0; int l = 0; - if(nodes) { nodes[l++] = e->origin_vertex->id; } - else l++; + if(path) { + path->nodes[l++] = e->origin_vertex->id; + path->length = e->length; + } else l++; while(e->terminal_vertex != _sink) { - if(nodes) { nodes[l++] = e->terminal_vertex->id; } - else l++; + if(path) { + path->nodes[l++] = e->terminal_vertex->id; + path->length += e->length; + } else l++; int nb_choices = 0; for(f = e->terminal_vertex->leaving_edges; f; f = f->next_leaving_edge) { if(f->occupied) { nb_choices++; next = f; } - if(nb_choices == 0) { - cerr << "Non-sink path end point?!" << endl; - abort(); - } - if(nb_choices > 1) { - cerr << "Non node-disjoint path, can not retrieve." << endl; - abort(); - } } + +#ifdef DEBUG + if(nb_choices == 0) { + cerr << "retrieve_one_path: Non-sink end point." << endl; + abort(); + } + if(nb_choices > 1) { + cerr << "retrieve_one_path: Non node-disjoint paths." << endl; + abort(); + } +#endif + e = next; } - if(nodes) { nodes[l++] = e->terminal_vertex->id; } - else l++; + if(path) { + path->nodes[l++] = e->terminal_vertex->id; + path->length += e->length; + } else l++; return l; } @@ -374,7 +430,7 @@ void MTPGraph::retrieve_disjoint_paths() { if(e->occupied) { int l = retrieve_one_path(e, 0); paths[p] = new Path(l); - retrieve_one_path(e, paths[p]->nodes); + retrieve_one_path(e, paths[p]); p++; } }