X-Git-Url: https://www.fleuret.org/cgi-bin/gitweb/gitweb.cgi?p=mtp.git;a=blobdiff_plain;f=mtp_graph.cc;h=95ef485d5166579153e68209dd90a97ab5b1b76c;hp=a60e532587bca4cb184a855abd629e6cbc8a2023;hb=342c65f1c9deda8de361227afe26c7cd8b46d7c2;hpb=6e7fbc025b89997ae663bda0696eca80a6d3f93b diff --git a/mtp_graph.cc b/mtp_graph.cc index a60e532..95ef485 100644 --- a/mtp_graph.cc +++ b/mtp_graph.cc @@ -1,20 +1,26 @@ -/////////////////////////////////////////////////////////////////////////// -// 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" @@ -41,13 +47,13 @@ public: int id; Edge *leaving_edges; scalar_t distance_from_source; - Edge *best_pred_edge_to_source; + Edge *pred_edge_toward_source; 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); }; ////////////////////////////////////////////////////////////////////// @@ -55,8 +61,8 @@ public: void Edge::invert() { length = - length; positivized_length = 0; - origin_vertex->del_edge(this); - terminal_vertex->add_edge(this); + origin_vertex->del_leaving_edge(this); + terminal_vertex->add_leaving_edge(this); Vertex *t = terminal_vertex; terminal_vertex = origin_vertex; origin_vertex = t; @@ -68,23 +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; } +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; @@ -97,16 +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; @@ -141,42 +153,28 @@ void MTPGraph::print(ostream *os) { void MTPGraph::print_dot(ostream *os) { (*os) << "digraph {" << endl; - // (*os) << " node [shape=circle];" << endl; - (*os) << " edge [color=gray]" << 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; + // << ";" + // << 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 - << " [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; @@ -195,7 +193,7 @@ void MTPGraph::force_positivized_lengths() { if(e->positivized_length < 0) { #ifdef VERBOSE residual_error -= e->positivized_length; - max_error = max(max_error, fabs(e->positivized_length)); + max_error = max(max_error, - e->positivized_length); #endif e->positivized_length = 0.0; } @@ -206,41 +204,87 @@ 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, *tv; + Edge *e; + + // We put everybody in the front + for(int k = 0; k < _nb_vertices; k++) { + _vertices[k].iteration = 0; + _front[k] = &_vertices[k]; + } + + int front_size = _nb_vertices, nb_with_incoming; + int iteration = 0; + int new_front_size, pred_front_size; + + do { + iteration++; + nb_with_incoming = 0; + + // We set the iteration field of all vertex 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) { + tv = e->terminal_vertex; + tv->iteration = iteration; + } + } + + new_front_size = 0; + // We remove all the vertices without incoming edge + for(int f = 0; f < front_size; f++) { + v = _front[f]; + if(v->iteration == iteration) { + _front[new_front_size++] = v; + } + } + + pred_front_size = front_size; + front_size = new_front_size; + } 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; + for(int k = 0; k < _nb_vertices; k++) { + _vertices[k].distance_from_source = FLT_MAX; + _vertices[k].pred_edge_toward_source = 0; + _vertices[k].iteration = 0; } 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; + new_front_size = 0; iteration++; - 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; + tv->pred_edge_toward_source = e; if(tv->iteration < iteration) { - _new_front[_new_front_size++] = tv; + _new_front[new_front_size++] = tv; tv->iteration = iteration; } } @@ -251,10 +295,10 @@ void MTPGraph::find_shortest_path(Vertex **_front, Vertex **_new_front) { _new_front = _front; _front = tmp_front; - tmp_front_size = _new_front_size; - _new_front_size = _front_size; - _front_size = tmp_front_size; - } while(_front_size > 0); + tmp_front_size = new_front_size; + new_front_size = front_size; + front_size = tmp_front_size; + } while(front_size > 0); } void MTPGraph::find_best_paths(scalar_t *lengths) { @@ -268,28 +312,28 @@ 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(); + // Let's be a bit paranoid + ASSERT(is_dag()); - // #warning - // initialize_positivized_lengths_with_min(); + // We use call find_shortest_path here to set properly the distance, + // 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) { + // Do we reach the sink? + if(_sink->pred_edge_toward_source) { // If yes, compute the length of the best path 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) { @@ -298,8 +342,8 @@ 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->invert(); // This is the only place where we change the occupations of @@ -311,39 +355,47 @@ 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->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; + cerr << "retrieve_one_path: Non-sink end point." << endl; abort(); } if(nb_choices > 1) { - cerr << "Non node-disjoint path, can not retrieve." << endl; + cerr << "retrieve_one_path: Non node-disjoint paths." << endl; abort(); } } 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; } @@ -366,7 +418,7 @@ 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++; } }