org.apache.giraph.examples.SimpleTriangleClosingComputation Maven / Gradle / Ivy
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package org.apache.giraph.examples;
import org.apache.giraph.graph.BasicComputation;
import org.apache.giraph.edge.Edge;
import org.apache.giraph.utils.ArrayListWritable;
import org.apache.giraph.graph.Vertex;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.NullWritable;
import com.google.common.base.Objects;
import com.google.common.collect.Maps;
import com.google.common.collect.Sets;
import java.io.IOException;
import java.util.Map;
import java.util.Set;
/**
* Demonstrates triangle closing in simple,
* unweighted graphs for Giraph.
*
* Triangle Closing: Vertex A and B maintain out-edges to C and D
* The algorithm, when finished, populates all vertices' value with an
* array of Writables representing all the vertices that each
* should form an out-edge to (connect with, if this is a social
* graph.)
* In this example, vertices A and B would hold empty arrays
* since they are already connected with C and D. Results:
* If the graph is undirected, C would hold value, D and D would
* hold value C, since both are neighbors of A and B and yet both
* were not previously connected to each other.
*
* In a social graph, the result values for vertex X would represent people
* that are likely a part of a person X's social circle (they know one or more
* people X is connected to already) but X had not previously met them yet.
* Given this new information, X can decide to connect to vertices (peoople) in
* the result array or not.
*
* Results at each vertex are ordered in terms of the # of neighbors
* who are connected to each vertex listed in the final vertex value.
* The more of a vertex's neighbors who "know" someone, the stronger
* your social relationship is presumed to be to that vertex (assuming
* a social graph) and the more likely you should connect with them.
*
* In this implementation, Edge Values are not used, but could be
* adapted to represent additional qualities that could affect the
* ordering of the final result array.
*/
public class SimpleTriangleClosingComputation extends BasicComputation<
IntWritable, SimpleTriangleClosingComputation.IntArrayListWritable,
NullWritable, IntWritable> {
/** Vertices to close the triangle, ranked by frequency of in-msgs */
private Map closeMap =
Maps.newHashMap();
@Override
public void compute(
Vertex vertex,
Iterable messages) throws IOException {
if (getSuperstep() == 0) {
// send list of this vertex's neighbors to all neighbors
for (Edge edge : vertex.getEdges()) {
sendMessageToAllEdges(vertex, edge.getTargetVertexId());
}
} else {
for (IntWritable message : messages) {
final int current = (closeMap.get(message) == null) ?
0 : closeMap.get(message) + 1;
closeMap.put(message, current);
}
// make sure the result values are sorted and
// packaged in an IntArrayListWritable for output
Set sortedResults = Sets.newTreeSet();
for (Map.Entry entry : closeMap.entrySet()) {
sortedResults.add(new Pair(entry.getKey(), entry.getValue()));
}
IntArrayListWritable
outputList = new IntArrayListWritable();
for (Pair pair : sortedResults) {
if (pair.value > 0) {
outputList.add(pair.key);
} else {
break;
}
}
vertex.setValue(outputList);
}
vertex.voteToHalt();
}
/** Quick, immutable K,V storage for sorting in tree set */
public static class Pair implements Comparable {
/** key
* @param key the IntWritable key */
private final IntWritable key;
/** value
* @param value the Integer value */
private final Integer value;
/** Constructor
* @param k the key
* @param v the value
*/
public Pair(IntWritable k, Integer v) {
key = k;
value = v;
}
/** key getter
* @return the key */
public IntWritable getKey() { return key; }
/** value getter
* @return the value */
public Integer getValue() { return value; }
/** Comparator to quickly sort by values
* @param other the Pair to compare with THIS
* @return the comparison value as an integer */
@Override
public int compareTo(Pair other) {
return other.value - this.value;
}
@Override
public boolean equals(Object obj) {
if (this == obj) {
return true;
}
if (obj instanceof Pair) {
Pair other = (Pair) obj;
return Objects.equal(value, other.value);
}
return false;
}
@Override
public int hashCode() {
return Objects.hashCode(value);
}
}
/** Utility class for delivering the array of vertices THIS vertex
* should connect with to close triangles with neighbors */
public static class IntArrayListWritable
extends ArrayListWritable {
/** Default constructor for reflection */
public IntArrayListWritable() {
super();
}
/** Set storage type for this ArrayListWritable */
@Override
@SuppressWarnings("unchecked")
public void setClass() {
setClass(IntWritable.class);
}
}
}
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