Classes in this File | Line Coverage | Branch Coverage | Complexity | ||||
SimpleTriangleClosingComputation |
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SimpleTriangleClosingComputation$IntArrayListWritable |
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SimpleTriangleClosingComputation$Pair |
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1 | /* | |
2 | * Licensed to the Apache Software Foundation (ASF) under one | |
3 | * or more contributor license agreements. See the NOTICE file | |
4 | * distributed with this work for additional information | |
5 | * regarding copyright ownership. The ASF licenses this file | |
6 | * to you under the Apache License, Version 2.0 (the | |
7 | * "License"); you may not use this file except in compliance | |
8 | * with the License. You may obtain a copy of the License at | |
9 | * | |
10 | * http://www.apache.org/licenses/LICENSE-2.0 | |
11 | * | |
12 | * Unless required by applicable law or agreed to in writing, software | |
13 | * distributed under the License is distributed on an "AS IS" BASIS, | |
14 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
15 | * See the License for the specific language governing permissions and | |
16 | * limitations under the License. | |
17 | */ | |
18 | ||
19 | package org.apache.giraph.examples; | |
20 | ||
21 | import org.apache.giraph.graph.BasicComputation; | |
22 | import org.apache.giraph.edge.Edge; | |
23 | import org.apache.giraph.utils.ArrayListWritable; | |
24 | import org.apache.giraph.graph.Vertex; | |
25 | import org.apache.hadoop.io.IntWritable; | |
26 | import org.apache.hadoop.io.NullWritable; | |
27 | ||
28 | import com.google.common.base.Objects; | |
29 | import com.google.common.collect.Maps; | |
30 | import com.google.common.collect.Sets; | |
31 | ||
32 | import java.io.IOException; | |
33 | import java.util.Map; | |
34 | import java.util.Set; | |
35 | ||
36 | /** | |
37 | * Demonstrates triangle closing in simple, | |
38 | * unweighted graphs for Giraph. | |
39 | * | |
40 | * Triangle Closing: Vertex A and B maintain out-edges to C and D | |
41 | * The algorithm, when finished, populates all vertices' value with an | |
42 | * array of Writables representing all the vertices that each | |
43 | * should form an out-edge to (connect with, if this is a social | |
44 | * graph.) | |
45 | * In this example, vertices A and B would hold empty arrays | |
46 | * since they are already connected with C and D. Results: | |
47 | * If the graph is undirected, C would hold value, D and D would | |
48 | * hold value C, since both are neighbors of A and B and yet both | |
49 | * were not previously connected to each other. | |
50 | * | |
51 | * In a social graph, the result values for vertex X would represent people | |
52 | * that are likely a part of a person X's social circle (they know one or more | |
53 | * people X is connected to already) but X had not previously met them yet. | |
54 | * Given this new information, X can decide to connect to vertices (peoople) in | |
55 | * the result array or not. | |
56 | * | |
57 | * Results at each vertex are ordered in terms of the # of neighbors | |
58 | * who are connected to each vertex listed in the final vertex value. | |
59 | * The more of a vertex's neighbors who "know" someone, the stronger | |
60 | * your social relationship is presumed to be to that vertex (assuming | |
61 | * a social graph) and the more likely you should connect with them. | |
62 | * | |
63 | * In this implementation, Edge Values are not used, but could be | |
64 | * adapted to represent additional qualities that could affect the | |
65 | * ordering of the final result array. | |
66 | */ | |
67 | 0 | public class SimpleTriangleClosingComputation extends BasicComputation< |
68 | IntWritable, SimpleTriangleClosingComputation.IntArrayListWritable, | |
69 | NullWritable, IntWritable> { | |
70 | /** Vertices to close the triangle, ranked by frequency of in-msgs */ | |
71 | 0 | private Map<IntWritable, Integer> closeMap = |
72 | 0 | Maps.<IntWritable, Integer>newHashMap(); |
73 | ||
74 | @Override | |
75 | public void compute( | |
76 | Vertex<IntWritable, IntArrayListWritable, NullWritable> vertex, | |
77 | Iterable<IntWritable> messages) throws IOException { | |
78 | 0 | if (getSuperstep() == 0) { |
79 | // send list of this vertex's neighbors to all neighbors | |
80 | 0 | for (Edge<IntWritable, NullWritable> edge : vertex.getEdges()) { |
81 | 0 | sendMessageToAllEdges(vertex, edge.getTargetVertexId()); |
82 | 0 | } |
83 | } else { | |
84 | 0 | for (IntWritable message : messages) { |
85 | 0 | final int current = (closeMap.get(message) == null) ? |
86 | 0 | 0 : closeMap.get(message) + 1; |
87 | 0 | closeMap.put(message, current); |
88 | 0 | } |
89 | // make sure the result values are sorted and | |
90 | // packaged in an IntArrayListWritable for output | |
91 | 0 | Set<Pair> sortedResults = Sets.<Pair>newTreeSet(); |
92 | 0 | for (Map.Entry<IntWritable, Integer> entry : closeMap.entrySet()) { |
93 | 0 | sortedResults.add(new Pair(entry.getKey(), entry.getValue())); |
94 | 0 | } |
95 | IntArrayListWritable | |
96 | 0 | outputList = new IntArrayListWritable(); |
97 | 0 | for (Pair pair : sortedResults) { |
98 | 0 | if (pair.value > 0) { |
99 | 0 | outputList.add(pair.key); |
100 | } else { | |
101 | break; | |
102 | } | |
103 | 0 | } |
104 | 0 | vertex.setValue(outputList); |
105 | } | |
106 | 0 | vertex.voteToHalt(); |
107 | 0 | } |
108 | ||
109 | /** Quick, immutable K,V storage for sorting in tree set */ | |
110 | 0 | public static class Pair implements Comparable<Pair> { |
111 | /** key | |
112 | * @param key the IntWritable key */ | |
113 | private final IntWritable key; | |
114 | /** value | |
115 | * @param value the Integer value */ | |
116 | private final Integer value; | |
117 | /** Constructor | |
118 | * @param k the key | |
119 | * @param v the value | |
120 | */ | |
121 | 0 | public Pair(IntWritable k, Integer v) { |
122 | 0 | key = k; |
123 | 0 | value = v; |
124 | 0 | } |
125 | /** key getter | |
126 | * @return the key */ | |
127 | 0 | public IntWritable getKey() { return key; } |
128 | /** value getter | |
129 | * @return the value */ | |
130 | 0 | public Integer getValue() { return value; } |
131 | /** Comparator to quickly sort by values | |
132 | * @param other the Pair to compare with THIS | |
133 | * @return the comparison value as an integer */ | |
134 | @Override | |
135 | public int compareTo(Pair other) { | |
136 | 0 | return other.value - this.value; |
137 | } | |
138 | ||
139 | @Override | |
140 | public boolean equals(Object obj) { | |
141 | 0 | if (this == obj) { |
142 | 0 | return true; |
143 | } | |
144 | 0 | if (obj instanceof Pair) { |
145 | 0 | Pair other = (Pair) obj; |
146 | 0 | return Objects.equal(value, other.value); |
147 | } | |
148 | 0 | return false; |
149 | } | |
150 | ||
151 | @Override | |
152 | public int hashCode() { | |
153 | 0 | return Objects.hashCode(value); |
154 | } | |
155 | } | |
156 | ||
157 | /** Utility class for delivering the array of vertices THIS vertex | |
158 | * should connect with to close triangles with neighbors */ | |
159 | public static class IntArrayListWritable | |
160 | extends ArrayListWritable<IntWritable> { | |
161 | /** Default constructor for reflection */ | |
162 | public IntArrayListWritable() { | |
163 | 0 | super(); |
164 | 0 | } |
165 | /** Set storage type for this ArrayListWritable */ | |
166 | @Override | |
167 | @SuppressWarnings("unchecked") | |
168 | public void setClass() { | |
169 | 0 | setClass(IntWritable.class); |
170 | 0 | } |
171 | } | |
172 | } |