Difference between revisions of "CSC212 Dijkstra's Shortest Path"
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--[[User:Thiebaut|D. Thiebaut]] ([[User talk:Thiebaut|talk]]) 09:03, 19 November 2014 (EST) | --[[User:Thiebaut|D. Thiebaut]] ([[User talk:Thiebaut|talk]]) 09:03, 19 November 2014 (EST) | ||
---- | ---- | ||
+ | <source lang="java"> | ||
+ | import java.util.PriorityQueue; | ||
+ | import java.util.List; | ||
+ | import java.util.ArrayList; | ||
+ | import java.util.Collections; | ||
+ | /** | ||
+ | * Code taken from http://www.algolist.com/code/java/Dijkstra's_algorithm | ||
+ | */ | ||
+ | |||
+ | /** | ||
+ | * Implementation of a Vertex object. | ||
+ | * Each vertex has a unique Id. The first vertex created | ||
+ | * has an Id of 0. | ||
+ | * Each vertex contains a list of edges that emanate from it. | ||
+ | */ | ||
+ | class Vertex implements Comparable<Vertex> { | ||
+ | public final int Id; | ||
+ | public Edge[] adj; // adjacency list for vertex | ||
+ | public double minDistance = Double.POSITIVE_INFINITY; | ||
+ | public Vertex predecessor; | ||
+ | |||
+ | public Vertex(int i) { Id = i; } | ||
+ | public String toString() { return Id + " "; } | ||
+ | public int compareTo(Vertex other) { | ||
+ | return Double.compare(minDistance, other.minDistance); | ||
+ | } | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * Implementation of an edge. An edge is directed and goes from | ||
+ | * source vertex to dest vertex. It has a real weight. | ||
+ | */ | ||
+ | class Edge { | ||
+ | public final Vertex source; | ||
+ | public final Vertex dest; | ||
+ | public final double weight; | ||
+ | |||
+ | public Edge(Vertex argSource, Vertex argTarget, double argWeight) { | ||
+ | source = argSource; | ||
+ | dest = argTarget; | ||
+ | weight = argWeight; | ||
+ | } | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * The graph class. | ||
+ | * The graph is simply implemented as an array of vertices. The connections | ||
+ | * between vertices are held in adjacency lists in the vertices. | ||
+ | * | ||
+ | */ | ||
+ | public class Graph2 { | ||
+ | Vertex[] vertices; | ||
+ | |||
+ | /** | ||
+ | * constructor. The graph must be initialized by adding vertices | ||
+ | * and their adjacency list to the Vertex[] vertices. | ||
+ | */ | ||
+ | Graph2() { | ||
+ | vertices = null; | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * Find the shortest path from source to the other reachable nodes. | ||
+ | * @param source | ||
+ | */ | ||
+ | public static void dijkstraPaths(Vertex source) { | ||
+ | source.minDistance = 0.; | ||
+ | PriorityQueue<Vertex> vertexQueue = new PriorityQueue<Vertex>(); | ||
+ | vertexQueue.add(source); | ||
+ | |||
+ | while (!vertexQueue.isEmpty()) { | ||
+ | Vertex u = vertexQueue.poll(); | ||
+ | |||
+ | // Visit each edge emanating from u | ||
+ | for (Edge e : u.adj) { | ||
+ | Vertex v = e.dest; | ||
+ | double weight = e.weight; | ||
+ | double distanceThroughU = u.minDistance + weight; | ||
+ | if (distanceThroughU < v.minDistance) { | ||
+ | vertexQueue.remove(v); | ||
+ | v.minDistance = distanceThroughU; | ||
+ | v.predecessor = u; | ||
+ | vertexQueue.add(v); | ||
+ | } | ||
+ | } | ||
+ | } | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * Return an ArrayList of vertices that go from source (see Dijkstra) | ||
+ | * to target. | ||
+ | * @param target the destination of the path. | ||
+ | * @return an arraylist of vertices | ||
+ | */ | ||
+ | public static List<Vertex> getShortestPathTo(Vertex target) { | ||
+ | List<Vertex> path = new ArrayList<Vertex>(); | ||
+ | for (Vertex vertex = target; vertex != null; vertex = vertex.predecessor) | ||
+ | path.add(vertex); | ||
+ | Collections.reverse(path); | ||
+ | return path; | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * generates a graph with 5 vertices | ||
+ | * @return array of vertices | ||
+ | */ | ||
+ | private static Vertex[] generateSampleGraph1() { | ||
+ | Vertex v0 = new Vertex(0); | ||
+ | Vertex v1 = new Vertex(1); | ||
+ | Vertex v2 = new Vertex(2); | ||
+ | Vertex v3 = new Vertex(3); | ||
+ | Vertex v4 = new Vertex(4); | ||
+ | |||
+ | v0.adj = new Edge[] { new Edge(v0, v1, 5), new Edge(v0, v2, 10), | ||
+ | new Edge(v0, v3, 8) }; | ||
+ | v1.adj = new Edge[] { new Edge(v1, v0, 5), new Edge(v1, v2, 3), | ||
+ | new Edge(v1, v4, 7) }; | ||
+ | v2.adj = new Edge[] { new Edge(v2, v0, 10), new Edge(v2, v1, 3) }; | ||
+ | v3.adj = new Edge[] { new Edge(v3, v0, 8), new Edge(v3, v4, 2) }; | ||
+ | v4.adj = new Edge[] { new Edge(v4, v1, 7), new Edge(v4, v3, 2) }; | ||
+ | |||
+ | return new Vertex[] { v0, v1, v2, v3, v4 }; | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * generates a graph with 7 vertices | ||
+ | * @return array of vertices | ||
+ | */ | ||
+ | private static Vertex[] generateSampleGraph2() { | ||
+ | Vertex v0 = new Vertex(0); | ||
+ | Vertex v1 = new Vertex(1); | ||
+ | Vertex v2 = new Vertex(2); | ||
+ | Vertex v3 = new Vertex(3); | ||
+ | Vertex v4 = new Vertex(4); | ||
+ | Vertex v5 = new Vertex(5); | ||
+ | Vertex v6 = new Vertex(6); | ||
+ | |||
+ | v0.adj = new Edge[] { new Edge(v0, v3, 1), new Edge(v0, v6, 1) }; | ||
+ | v1.adj = new Edge[] { new Edge(v1, v5, 5), new Edge(v1, v2, 1), | ||
+ | new Edge(v1, v4, 3) }; | ||
+ | v2.adj = new Edge[] { new Edge(v2, v1, 1), new Edge(v2, v4, 2), | ||
+ | new Edge(v2, v6, 5) }; | ||
+ | v3.adj = new Edge[] { new Edge(v3, v0, 1), new Edge(v3, v4, 9) }; | ||
+ | v4.adj = new Edge[] { new Edge(v4, v1, 3), new Edge(v4, v2, 2), | ||
+ | new Edge(v4, v6, 2), new Edge(v2, v3, 9) }; | ||
+ | v5.adj = new Edge[] { new Edge(v5, v1, 5) }; | ||
+ | v6.adj = new Edge[] { new Edge(v6, v2, 5), new Edge(v6, v4, 2), | ||
+ | new Edge(v6, v0, 1) }; | ||
+ | |||
+ | return new Vertex[] { v0, v1, v2, v3, v4, v5, v6 }; | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * displays the shortest paths found from the start vertex to ALL | ||
+ | * reachable vertices. | ||
+ | * @param start | ||
+ | */ | ||
+ | public void displayShortestPaths(Vertex start) { | ||
+ | dijkstraPaths(start); | ||
+ | for (Vertex v : vertices) { | ||
+ | System.out.println("Distance to " + v + ": " + v.minDistance); | ||
+ | List<Vertex> path = getShortestPathTo(v); | ||
+ | System.out.println("Path: " + path); | ||
+ | } | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * generate the dot version of the digraph. | ||
+ | */ | ||
+ | private void dot() { | ||
+ | // provided later | ||
+ | |||
+ | } | ||
+ | |||
+ | public static void main(String[] args) { | ||
+ | Graph2 G = new Graph2(); | ||
+ | G.vertices = generateSampleGraph1(); | ||
+ | // G.displayShortestPaths( G.vertices[5] ); | ||
+ | G.dot(); | ||
+ | } | ||
+ | |||
+ | } | ||
+ | |||
+ | |||
+ | </source> | ||
+ | <br /> | ||
+ | <br /> | ||
+ | <br /> | ||
+ | <onlydft> | ||
+ | ==Solution== | ||
<source lang="java"> | <source lang="java"> | ||
import java.util.PriorityQueue; | import java.util.PriorityQueue; | ||
Line 194: | Line 384: | ||
} | } | ||
− | |||
</source> | </source> | ||
− | < | + | </onlydft> |
− | |||
− | |||
<br /> | <br /> | ||
<br /> | <br /> |
Revision as of 09:13, 19 November 2014
--D. Thiebaut (talk) 09:03, 19 November 2014 (EST)
import java.util.PriorityQueue;
import java.util.List;
import java.util.ArrayList;
import java.util.Collections;
/**
* Code taken from http://www.algolist.com/code/java/Dijkstra's_algorithm
*/
/**
* Implementation of a Vertex object.
* Each vertex has a unique Id. The first vertex created
* has an Id of 0.
* Each vertex contains a list of edges that emanate from it.
*/
class Vertex implements Comparable<Vertex> {
public final int Id;
public Edge[] adj; // adjacency list for vertex
public double minDistance = Double.POSITIVE_INFINITY;
public Vertex predecessor;
public Vertex(int i) { Id = i; }
public String toString() { return Id + " "; }
public int compareTo(Vertex other) {
return Double.compare(minDistance, other.minDistance);
}
}
/**
* Implementation of an edge. An edge is directed and goes from
* source vertex to dest vertex. It has a real weight.
*/
class Edge {
public final Vertex source;
public final Vertex dest;
public final double weight;
public Edge(Vertex argSource, Vertex argTarget, double argWeight) {
source = argSource;
dest = argTarget;
weight = argWeight;
}
}
/**
* The graph class.
* The graph is simply implemented as an array of vertices. The connections
* between vertices are held in adjacency lists in the vertices.
*
*/
public class Graph2 {
Vertex[] vertices;
/**
* constructor. The graph must be initialized by adding vertices
* and their adjacency list to the Vertex[] vertices.
*/
Graph2() {
vertices = null;
}
/**
* Find the shortest path from source to the other reachable nodes.
* @param source
*/
public static void dijkstraPaths(Vertex source) {
source.minDistance = 0.;
PriorityQueue<Vertex> vertexQueue = new PriorityQueue<Vertex>();
vertexQueue.add(source);
while (!vertexQueue.isEmpty()) {
Vertex u = vertexQueue.poll();
// Visit each edge emanating from u
for (Edge e : u.adj) {
Vertex v = e.dest;
double weight = e.weight;
double distanceThroughU = u.minDistance + weight;
if (distanceThroughU < v.minDistance) {
vertexQueue.remove(v);
v.minDistance = distanceThroughU;
v.predecessor = u;
vertexQueue.add(v);
}
}
}
}
/**
* Return an ArrayList of vertices that go from source (see Dijkstra)
* to target.
* @param target the destination of the path.
* @return an arraylist of vertices
*/
public static List<Vertex> getShortestPathTo(Vertex target) {
List<Vertex> path = new ArrayList<Vertex>();
for (Vertex vertex = target; vertex != null; vertex = vertex.predecessor)
path.add(vertex);
Collections.reverse(path);
return path;
}
/**
* generates a graph with 5 vertices
* @return array of vertices
*/
private static Vertex[] generateSampleGraph1() {
Vertex v0 = new Vertex(0);
Vertex v1 = new Vertex(1);
Vertex v2 = new Vertex(2);
Vertex v3 = new Vertex(3);
Vertex v4 = new Vertex(4);
v0.adj = new Edge[] { new Edge(v0, v1, 5), new Edge(v0, v2, 10),
new Edge(v0, v3, 8) };
v1.adj = new Edge[] { new Edge(v1, v0, 5), new Edge(v1, v2, 3),
new Edge(v1, v4, 7) };
v2.adj = new Edge[] { new Edge(v2, v0, 10), new Edge(v2, v1, 3) };
v3.adj = new Edge[] { new Edge(v3, v0, 8), new Edge(v3, v4, 2) };
v4.adj = new Edge[] { new Edge(v4, v1, 7), new Edge(v4, v3, 2) };
return new Vertex[] { v0, v1, v2, v3, v4 };
}
/**
* generates a graph with 7 vertices
* @return array of vertices
*/
private static Vertex[] generateSampleGraph2() {
Vertex v0 = new Vertex(0);
Vertex v1 = new Vertex(1);
Vertex v2 = new Vertex(2);
Vertex v3 = new Vertex(3);
Vertex v4 = new Vertex(4);
Vertex v5 = new Vertex(5);
Vertex v6 = new Vertex(6);
v0.adj = new Edge[] { new Edge(v0, v3, 1), new Edge(v0, v6, 1) };
v1.adj = new Edge[] { new Edge(v1, v5, 5), new Edge(v1, v2, 1),
new Edge(v1, v4, 3) };
v2.adj = new Edge[] { new Edge(v2, v1, 1), new Edge(v2, v4, 2),
new Edge(v2, v6, 5) };
v3.adj = new Edge[] { new Edge(v3, v0, 1), new Edge(v3, v4, 9) };
v4.adj = new Edge[] { new Edge(v4, v1, 3), new Edge(v4, v2, 2),
new Edge(v4, v6, 2), new Edge(v2, v3, 9) };
v5.adj = new Edge[] { new Edge(v5, v1, 5) };
v6.adj = new Edge[] { new Edge(v6, v2, 5), new Edge(v6, v4, 2),
new Edge(v6, v0, 1) };
return new Vertex[] { v0, v1, v2, v3, v4, v5, v6 };
}
/**
* displays the shortest paths found from the start vertex to ALL
* reachable vertices.
* @param start
*/
public void displayShortestPaths(Vertex start) {
dijkstraPaths(start);
for (Vertex v : vertices) {
System.out.println("Distance to " + v + ": " + v.minDistance);
List<Vertex> path = getShortestPathTo(v);
System.out.println("Path: " + path);
}
}
/**
* generate the dot version of the digraph.
*/
private void dot() {
// provided later
}
public static void main(String[] args) {
Graph2 G = new Graph2();
G.vertices = generateSampleGraph1();
// G.displayShortestPaths( G.vertices[5] );
G.dot();
}
}