Environment:
- Win7 pro x64 - VS2010 - C++ - Empty ProjectGoal: Implementation of Dijkstra's shortest path algo using a priority queue.
Problem: When the program runs it gets a Debug assertion failed, Expression: invalid heap error. If the user inputs the source vertex as 1, everything works fine. The assertion only occurs when the source vertex is other than 1. Also, if the assertions are ignored, the code finishes eventually and outputs the proper paths through the graph. I am guessing the error has something to do with altering the data that pointers in the priority queue point to, but if this is the case, I don't understand why using 1 as the source allows the code to complete successfully.
Thanks for any and all help!
header:
#ifndef _GRAPH_H_
#define _GRAPH_H_
#include <map>
#include <queue>
#include <vector>
#include <fstream>
using namespace std;
class Graph
{
public:
struct Vertex
{
int name; // V number
double dv; // distance
Vertex* pv; // previous V* from this V
map<Vertex*, double> neighbors; // map of all neighbors/distances connected to vert
};
vector<Vertex*> verts; // vector of all V*
void dijkstra(ifstream& stream, int start_vert); // create graph & find shortest paths
void printPath(Vertex* v); // echo path
class CompareVert // overloaded compare operator for priorty queue data struct, sort queue so V with smallest dist on top
{
public:
bool operator()(const Vertex* v1, const Vertex* v2) const
{
return v1->dv > v2->dv;
}
};
};
#endif
implementation:
#include "Graph.h"
#include <iostream>
#include <queue>
#include <limits> // used for numeric_limits<double>::infinity()
#include <vector>
using namespace std;
int path_length = 0;
void Graph::printPath(Vertex* v) // print shortest paths
{
if (v->pv != NULL)
{
printPath(v->pv);
cout << " -> ";
}
cout << v->name;
}
void Graph::dijkstra(ifstream& stream, int start_vert) // create graph & get shortest path
{
/////////////////////////////////////////////
/////////////// create graph ////////////////
/////////////////////////////////////////////
int total_edges;
priority_queue<Vertex*, vector<Vertex*>, CompareVert> q;
double infinity = numeric_limits<double>::infinity();
int source;
int dest;
double dist;
stream >> total_edges;
for (int i=0;i<total_edges;i++)
{
stream >> source;
stream >> dest;
stream >> dist;
bool source_exists = false;
bool dest_exists = false;
Vertex* _source;
Vertex* _dest;
for (int i=0;i<verts.size();i++)
{
if (verts.at(i)->name == source) // vertex already exists, set to V
{
_source = verts.at(i);
source_exists = true;
break;
}
}
for (int i=0;i<verts.size();i++)
{
if (verts.at(i)->name == dest) // vertex already exists, set to V
{
_dest = verts.at(i);
dest_exists = true;
break;
}
}
if (!source_exists) // create vert
{
_source = new Vertex;
_source->name = source;
_source->dv = infinity;
_source->pv = NULL;
verts.push_back(_source);
}
if (!dest_exists) // create vert
{
_dest = new Vertex;
_dest->name = dest;
_dest->dv = infinity;
_dest->pv = NULL;
verts.push_back(_dest);
}
_source->neighbors.insert(pair<Vertex*, double>(_dest, dist)); // populate V's adjacency map
}
for (int i=0;i<verts.size();i++)
{
if (verts.at(i)->name == start_vert) // set source
{
verts.at(i)->dv = 0;
}
q.push(verts.at(i)); // push all vertices to priority queue
}
/////////////////////////////////////////////
//////////////// find paths ///////////////
/////////////////////////////////////////////
vector<int> displayed;
bool print; // flag to call printPath
while (!q.empty())
{
map<Vertex*, double>::iterator it;
Vertex* temp = q.top(); // get V with smallest dist
print = true;
for (it = temp->neighbors.begin(); it!=temp->neighbors.end();++it)
{
if ((temp->dv + it->second) < it->first->dv)
{
print = false;
it->first->dv = (temp->dv + it->second);
it->first->pv = temp;
开发者_运维知识库 q.push(it->first);
}
}
for (int i=0;i<displayed.size();i++) // if end V of path has already been printed, do not print
{
if (displayed.at(i) == temp->name)
print = false;
}
if (print == true)
{
printPath(temp);
path_length = temp->dv;
cout << " total distance = " << path_length <<endl << endl;
displayed.push_back(temp->name);
}
path_length = 0;
q.pop();
}
}
driver:
#include "Graph.h"
#include <stdio.h>
#include <iostream>
#include <string>
#include <fstream>
#include <list>
using namespace std;
string fname;
int vname;
string line;
int main(void)
{
cout << "Please enter the file to read in a graph (graph.txt): ";
cin >> fname;
cout << "Please choose a starting vertex (1 is a good choice): ";
cin >> vname;
cout << endl;
ifstream my_stream (fname);
Graph my_graph;
my_graph.dijkstra(my_stream, vname);
my_stream.close();
}
graph.txt:
12
1 2 2
1 4 1
2 4 3
2 5 10
3 1 4
3 6 5
4 3 2
4 5 2
4 6 8
4 7 4
5 7 6
7 6 1
You should pop the top element from the priority_queue right after your call to q.top(). Instead you do q.pop() after pushing a new element into the queue with q.push(it->first);
That seems to me to be not what you want because you could now potentially be popping an element different from what you thought was the top element.
Its possible you're pushing Vertex
instances with infinite
distances. Comparing two infinite
distances would yield none of them being smaller than the other, therefore invalidating your comparator.
If this is strictly a learning exercise and you don't really require double
distances, I suggest you use integer distances and use a "large" number in place of infinite
.
Using N
bit integers it is a good idea to use 2^(N-3)
as your infinite
value, because adding them would yield 2^(N-2)
which is still representable by a signed N bit integer (not so 2^(N-1)
), and it is a larger value than a simple infinite
, i.e. infinite + infinite > infinite
, which keeps your ordering sane.
You should avoid modifying elements that are currently in the priority queue, at least not in a way that modify their priority.
The priority of the vertices is given by CompareVert
, which depends on the value of dv
.
In the "find path section" you have
if ((temp->dv + it->second) < it->first->dv)
{
print = false;
it->first->dv = (temp->dv + it->second); // <-- here is the problem!
it->first->pv = temp;
q.push(it->first);
}
The assignment to dv
affect an element currently in the queue. When you call q.push(), the queue realizes it's in an invalid state and complains
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