cross merge fullstack_release_candidate into trunk
git-svn-id: https://hyracks.googlecode.com/svn/trunk/fullstack@3208 123451ca-8445-de46-9d55-352943316053
diff --git a/pregelix/pregelix-example/data/clique/clique.txt b/pregelix/pregelix-example/data/clique/clique.txt
new file mode 100755
index 0000000..08280e3
--- /dev/null
+++ b/pregelix/pregelix-example/data/clique/clique.txt
@@ -0,0 +1,7 @@
+1 2 3 4
+2 1 3 4 5
+3 1 2 4 5
+4 1 2 3
+5 6 7
+6 5 7
+7 5 6
diff --git a/pregelix/pregelix-example/pom.xml b/pregelix/pregelix-example/pom.xml
index 6b9bc89..e643331 100644
--- a/pregelix/pregelix-example/pom.xml
+++ b/pregelix/pregelix-example/pom.xml
@@ -17,8 +17,9 @@
<artifactId>maven-compiler-plugin</artifactId>
<version>2.0.2</version>
<configuration>
- <source>1.6</source>
- <target>1.6</target>
+ <source>1.7</source>
+ <target>1.7</target>
+ <fork>true</fork>
</configuration>
</plugin>
<plugin>
@@ -41,6 +42,7 @@
<plugin>
<groupId>org.codehaus.mojo</groupId>
<artifactId>appassembler-maven-plugin</artifactId>
+ <version>1.3</version>
<executions>
<execution>
<configuration>
@@ -75,7 +77,9 @@
</configuration>
</plugin>
<plugin>
+ <groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-clean-plugin</artifactId>
+ <version>2.5</version>
<configuration>
<filesets>
<fileset>
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ConnectedComponentsVertex.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ConnectedComponentsVertex.java
index 30e88ea..74ae455 100644
--- a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ConnectedComponentsVertex.java
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ConnectedComponentsVertex.java
@@ -126,6 +126,11 @@
}
}
+ @Override
+ public String toString() {
+ return getVertexId() + " " + getVertexValue();
+ }
+
public static void main(String[] args) throws Exception {
PregelixJob job = new PregelixJob(ConnectedComponentsVertex.class.getSimpleName());
job.setVertexClass(ConnectedComponentsVertex.class);
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/GraphMutationVertex.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/GraphMutationVertex.java
new file mode 100644
index 0000000..e54373f
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/GraphMutationVertex.java
@@ -0,0 +1,111 @@
+/*
+ * Copyright 2009-2010 by The Regents of the University of California
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * you may obtain a copy of the License from
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package edu.uci.ics.pregelix.example;
+
+import java.io.IOException;
+import java.util.Iterator;
+
+import org.apache.hadoop.io.DoubleWritable;
+import org.apache.hadoop.io.FloatWritable;
+import org.apache.hadoop.io.Text;
+import org.apache.hadoop.mapreduce.RecordWriter;
+import org.apache.hadoop.mapreduce.TaskAttemptContext;
+
+import edu.uci.ics.pregelix.api.graph.Vertex;
+import edu.uci.ics.pregelix.api.io.VertexWriter;
+import edu.uci.ics.pregelix.api.io.text.TextVertexOutputFormat;
+import edu.uci.ics.pregelix.api.io.text.TextVertexOutputFormat.TextVertexWriter;
+import edu.uci.ics.pregelix.api.job.PregelixJob;
+import edu.uci.ics.pregelix.example.client.Client;
+import edu.uci.ics.pregelix.example.inputformat.TextPageRankInputFormat;
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+/**
+ * Demonstrates the basic graph vertex insert/delete implementation.
+ */
+public class GraphMutationVertex extends Vertex<VLongWritable, DoubleWritable, FloatWritable, DoubleWritable> {
+
+ private VLongWritable vid = new VLongWritable();
+ private GraphMutationVertex newVertex = null;
+
+ @Override
+ public void compute(Iterator<DoubleWritable> msgIterator) {
+ if (Vertex.getSuperstep() == 1) {
+ if (newVertex == null) {
+ newVertex = new GraphMutationVertex();
+ }
+ if (getVertexId().get() % 2 == 0 || getVertexId().get() % 3 == 0) {
+ deleteVertex(getVertexId());
+ } else {
+ vid.set(100 * getVertexId().get());
+ newVertex.setVertexId(vid);
+ newVertex.setVertexValue(getVertexValue());
+ addVertex(vid, newVertex);
+ }
+ voteToHalt();
+ } else {
+ if (getVertexId().get() % 190 == 0) {
+ deleteVertex(getVertexId());
+ }
+ voteToHalt();
+ }
+ }
+
+ /**
+ * Simple VertexWriter that supports {@link SimplePageRankVertex}
+ */
+ public static class SimpleGraphMutationVertexWriter extends
+ TextVertexWriter<VLongWritable, DoubleWritable, FloatWritable> {
+ public SimpleGraphMutationVertexWriter(RecordWriter<Text, Text> lineRecordWriter) {
+ super(lineRecordWriter);
+ }
+
+ @Override
+ public void writeVertex(Vertex<VLongWritable, DoubleWritable, FloatWritable, ?> vertex) throws IOException,
+ InterruptedException {
+ getRecordWriter().write(new Text(vertex.getVertexId().toString()),
+ new Text(vertex.getVertexValue().toString()));
+ }
+ }
+
+ @Override
+ public String toString() {
+ return getVertexId() + " " + getVertexValue();
+ }
+
+ /**
+ * Simple VertexOutputFormat that supports {@link SimplePageRankVertex}
+ */
+ public static class SimpleGraphMutationVertexOutputFormat extends
+ TextVertexOutputFormat<VLongWritable, DoubleWritable, FloatWritable> {
+
+ @Override
+ public VertexWriter<VLongWritable, DoubleWritable, FloatWritable> createVertexWriter(TaskAttemptContext context)
+ throws IOException, InterruptedException {
+ RecordWriter<Text, Text> recordWriter = textOutputFormat.getRecordWriter(context);
+ return new SimpleGraphMutationVertexWriter(recordWriter);
+ }
+ }
+
+ public static void main(String[] args) throws Exception {
+ PregelixJob job = new PregelixJob(GraphMutationVertex.class.getSimpleName());
+ job.setVertexClass(GraphMutationVertex.class);
+ job.setVertexInputFormatClass(TextPageRankInputFormat.class);
+ job.setVertexOutputFormatClass(SimpleGraphMutationVertexOutputFormat.class);
+ Client.run(args, job);
+ }
+
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/PageRankVertex.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/PageRankVertex.java
index 290f90e..b6d4da7 100644
--- a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/PageRankVertex.java
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/PageRankVertex.java
@@ -54,6 +54,7 @@
public static final String ITERATIONS = "HyracksPageRankVertex.iteration";
private DoubleWritable outputValue = new DoubleWritable();
private DoubleWritable tmpVertexValue = new DoubleWritable();
+ private int maxIteration = -1;
/**
* Test whether combiner is called by summing up the messages.
@@ -97,7 +98,9 @@
@Override
public void compute(Iterator<DoubleWritable> msgIterator) {
- int maxIteration = this.getContext().getConfiguration().getInt(ITERATIONS, 10);
+ if (maxIteration < 0) {
+ maxIteration = getContext().getConfiguration().getInt(ITERATIONS, 10);
+ }
if (getSuperstep() == 1) {
tmpVertexValue.set(1.0 / getNumVertices());
setVertexValue(tmpVertexValue);
@@ -123,13 +126,13 @@
/**
* Simple VertexReader that supports {@link SimplePageRankVertex}
*/
- public static class SimplePageRankVertexReader extends
+ public static class SimulatedPageRankVertexReader extends
GeneratedVertexReader<VLongWritable, DoubleWritable, FloatWritable, DoubleWritable> {
/** Class logger */
- private static final Logger LOG = Logger.getLogger(SimplePageRankVertexReader.class.getName());
+ private static final Logger LOG = Logger.getLogger(SimulatedPageRankVertexReader.class.getName());
private Map<VLongWritable, FloatWritable> edges = Maps.newHashMap();
- public SimplePageRankVertexReader() {
+ public SimulatedPageRankVertexReader() {
super();
}
@@ -162,12 +165,12 @@
/**
* Simple VertexInputFormat that supports {@link SimplePageRankVertex}
*/
- public static class SimplePageRankVertexInputFormat extends
+ public static class SimulatedPageRankVertexInputFormat extends
GeneratedVertexInputFormat<VLongWritable, DoubleWritable, FloatWritable, DoubleWritable> {
@Override
public VertexReader<VLongWritable, DoubleWritable, FloatWritable, DoubleWritable> createVertexReader(
InputSplit split, TaskAttemptContext context) throws IOException {
- return new SimplePageRankVertexReader();
+ return new SimulatedPageRankVertexReader();
}
}
@@ -188,6 +191,11 @@
}
}
+ @Override
+ public String toString() {
+ return getVertexId() + " " + getVertexValue();
+ }
+
/**
* Simple VertexOutputFormat that supports {@link SimplePageRankVertex}
*/
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ReachabilityVertex.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ReachabilityVertex.java
index 2f0ca45..0895386 100644
--- a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ReachabilityVertex.java
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ReachabilityVertex.java
@@ -85,6 +85,7 @@
}
private ByteWritable tmpVertexValue = new ByteWritable();
+ private long sourceId = -1;
/** The source vertex id */
public static final String SOURCE_ID = "ReachibilityVertex.sourceId";
@@ -101,7 +102,7 @@
* @return True if the source id
*/
private boolean isSource(VLongWritable v) {
- return (v.get() == getContext().getConfiguration().getLong(SOURCE_ID, SOURCE_ID_DEFAULT));
+ return (v.get() == sourceId);
}
/**
@@ -115,6 +116,9 @@
@Override
public void compute(Iterator<ByteWritable> msgIterator) {
+ if (sourceId < 0) {
+ sourceId = getContext().getConfiguration().getLong(SOURCE_ID, SOURCE_ID_DEFAULT);
+ }
if (getSuperstep() == 1) {
boolean isSource = isSource(getVertexId());
if (isSource) {
@@ -161,6 +165,11 @@
voteToHalt();
}
+ @Override
+ public String toString() {
+ return getVertexId() + " " + getVertexValue();
+ }
+
private void signalTerminate() {
Configuration conf = getContext().getConfiguration();
try {
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ShortestPathsVertex.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ShortestPathsVertex.java
index a018f08..199870e 100644
--- a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ShortestPathsVertex.java
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/ShortestPathsVertex.java
@@ -126,6 +126,11 @@
}
voteToHalt();
}
+
+ @Override
+ public String toString() {
+ return getVertexId() + " " + getVertexValue();
+ }
public static void main(String[] args) throws Exception {
PregelixJob job = new PregelixJob(ShortestPathsVertex.class.getSimpleName());
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/AdjacencyListWritable.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/AdjacencyListWritable.java
new file mode 100644
index 0000000..83e0a6b
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/AdjacencyListWritable.java
@@ -0,0 +1,99 @@
+/*
+ * Copyright 2009-2010 by The Regents of the University of California
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * you may obtain a copy of the License from
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package edu.uci.ics.pregelix.example.maximalclique;
+
+import java.io.DataInput;
+import java.io.DataOutput;
+import java.io.IOException;
+import java.util.Collection;
+import java.util.Iterator;
+import java.util.Set;
+import java.util.TreeSet;
+
+import org.apache.hadoop.io.Writable;
+
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+/**
+ * The adjacency list contains <src, list-of-neighbors>
+ */
+public class AdjacencyListWritable implements Writable {
+
+ private VLongWritable sourceVertex = new VLongWritable();
+ private Set<VLongWritable> destinationVertexes = new TreeSet<VLongWritable>();
+
+ public AdjacencyListWritable() {
+ }
+
+ public void reset() {
+ this.destinationVertexes.clear();
+ }
+
+ public void setSource(VLongWritable source) {
+ this.sourceVertex = source;
+ }
+
+ public void addNeighbor(VLongWritable neighbor) {
+ destinationVertexes.add(neighbor);
+ }
+
+ @Override
+ public void readFields(DataInput input) throws IOException {
+ sourceVertex = new VLongWritable();
+ destinationVertexes.clear();
+ sourceVertex.readFields(input);
+ int numberOfNeighbors = input.readInt();
+ for (int i = 0; i < numberOfNeighbors; i++) {
+ VLongWritable neighbor = new VLongWritable();
+ neighbor.readFields(input);
+ destinationVertexes.add(neighbor);
+ }
+ }
+
+ @Override
+ public void write(DataOutput output) throws IOException {
+ sourceVertex.write(output);
+ output.writeInt(destinationVertexes.size());
+ for (VLongWritable dest : destinationVertexes) {
+ dest.write(output);
+ }
+ }
+
+ public int numberOfNeighbors() {
+ return destinationVertexes.size();
+ }
+
+ public void removeNeighbor(VLongWritable v) {
+ destinationVertexes.remove(v);
+ }
+
+ public VLongWritable getSource() {
+ return sourceVertex;
+ }
+
+ public Iterator<VLongWritable> getNeighbors() {
+ return destinationVertexes.iterator();
+ }
+
+ public void cleanNonMatch(Collection<VLongWritable> matches) {
+ destinationVertexes.retainAll(matches);
+ }
+
+ public boolean isNeighbor(VLongWritable v) {
+ return destinationVertexes.contains(v);
+ }
+
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/CliquesWritable.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/CliquesWritable.java
new file mode 100644
index 0000000..0e22ea1
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/CliquesWritable.java
@@ -0,0 +1,138 @@
+/*
+ * Copyright 2009-2010 by The Regents of the University of California
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * you may obtain a copy of the License from
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package edu.uci.ics.pregelix.example.maximalclique;
+
+import java.io.DataInput;
+import java.io.DataOutput;
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+
+import org.apache.hadoop.io.Writable;
+
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+/**
+ * The representation of cliques stored in a vertex.
+ */
+public class CliquesWritable implements Writable {
+
+ private List<VLongWritable> cliques = new ArrayList<VLongWritable>();
+ private int sizeOfClique = 0;
+
+ public CliquesWritable(List<VLongWritable> cliques, int sizeOfClique) {
+ this.cliques = cliques;
+ this.sizeOfClique = sizeOfClique;
+ }
+
+ public CliquesWritable() {
+
+ }
+
+ /**
+ * Set the size of cliques.
+ *
+ * @param sizeOfClique
+ * the size of each maximal clique
+ */
+ public void setCliqueSize(int sizeOfClique) {
+ this.sizeOfClique = sizeOfClique;
+ }
+
+ /**
+ * Add the clique vertexes
+ *
+ * @param cliques
+ * the list of vertexes -- can contain multiple cliques
+ */
+ public void addCliques(CliquesWritable cliques) {
+ this.cliques.addAll(cliques.cliques);
+ }
+
+ /**
+ * Add the clique vertexes
+ *
+ * @param cliques
+ * the list of vertexes -- can contain multiple cliques
+ */
+ public void addCliques(List<VLongWritable> vertexes) {
+ this.cliques.addAll(vertexes);
+ }
+
+ /**
+ * @return the size of the clique
+ */
+ public int getSizeOfClique() {
+ return sizeOfClique;
+ }
+
+ /**
+ * rese the clique
+ */
+ public void reset() {
+ this.cliques.clear();
+ this.sizeOfClique = 0;
+ }
+
+ @Override
+ public void readFields(DataInput input) throws IOException {
+ cliques.clear();
+ int numCliques = input.readInt();
+ if (numCliques < 0) {
+ sizeOfClique = 0;
+ return;
+ }
+ sizeOfClique = input.readInt();
+ for (int i = 0; i < numCliques; i++) {
+ for (int j = 0; j < sizeOfClique; j++) {
+ VLongWritable vid = new VLongWritable();
+ vid.readFields(input);
+ cliques.add(vid);
+ }
+ }
+ }
+
+ @Override
+ public void write(DataOutput output) throws IOException {
+ if (sizeOfClique <= 0) {
+ output.writeInt(-1);
+ return;
+ }
+ output.writeInt(cliques.size() / sizeOfClique);
+ output.writeInt(sizeOfClique);
+
+ for (int i = 0; i < cliques.size(); i++) {
+ cliques.get(i).write(output);
+ }
+ }
+
+ @Override
+ public String toString() {
+ if (sizeOfClique == 0)
+ return "";
+ StringBuffer sb = new StringBuffer();
+ int numCliques = cliques.size() / sizeOfClique;
+ for (int i = 0; i < numCliques; i++) {
+ for (int j = 0; j < sizeOfClique - 1; j++) {
+ sb.append(cliques.get(j));
+ sb.append(",");
+ }
+ sb.append(cliques.get(sizeOfClique - 1));
+ sb.append(";");
+ }
+ return sb.toString();
+ }
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/MaximalCliqueAggregator.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/MaximalCliqueAggregator.java
new file mode 100644
index 0000000..061e9e0
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/MaximalCliqueAggregator.java
@@ -0,0 +1,65 @@
+package edu.uci.ics.pregelix.example.maximalclique;
+
+import org.apache.hadoop.io.NullWritable;
+
+import edu.uci.ics.hyracks.api.exceptions.HyracksDataException;
+import edu.uci.ics.pregelix.api.graph.GlobalAggregator;
+import edu.uci.ics.pregelix.api.graph.Vertex;
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+/**
+ * The global aggregator aggregates the count of triangles
+ */
+public class MaximalCliqueAggregator
+ extends
+ GlobalAggregator<VLongWritable, CliquesWritable, NullWritable, AdjacencyListWritable, CliquesWritable, CliquesWritable> {
+
+ private CliquesWritable state = new CliquesWritable();
+
+ @Override
+ public void init() {
+ state.reset();
+ }
+
+ @Override
+ public void step(Vertex<VLongWritable, CliquesWritable, NullWritable, AdjacencyListWritable> v)
+ throws HyracksDataException {
+ CliquesWritable cliques = v.getVertexValue();
+ updateAggregateState(cliques);
+ }
+
+ /**
+ * Update the current aggregate state
+ *
+ * @param cliques the incoming cliques
+ */
+ private void updateAggregateState(CliquesWritable cliques) {
+ if (cliques.getSizeOfClique() > state.getSizeOfClique()) {
+ //reset the vertex state
+ state.reset();
+ state.setCliqueSize(cliques.getSizeOfClique());
+ state.addCliques(cliques);
+ } else if (cliques.getSizeOfClique() == state.getSizeOfClique()) {
+ //add the new cliques
+ state.addCliques(cliques);
+ } else {
+ return;
+ }
+ }
+
+ @Override
+ public void step(CliquesWritable partialResult) {
+ updateAggregateState(partialResult);
+ }
+
+ @Override
+ public CliquesWritable finishPartial() {
+ return state;
+ }
+
+ @Override
+ public CliquesWritable finishFinal() {
+ return state;
+ }
+
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/MaximalCliqueVertex.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/MaximalCliqueVertex.java
new file mode 100644
index 0000000..266feb7
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/MaximalCliqueVertex.java
@@ -0,0 +1,347 @@
+/*
+ * Copyright 2009-2010 by The Regents of the University of California
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * you may obtain a copy of the License from
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package edu.uci.ics.pregelix.example.maximalclique;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.BitSet;
+import java.util.Iterator;
+import java.util.List;
+import java.util.Map;
+import java.util.TreeMap;
+
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.io.NullWritable;
+import org.apache.hadoop.io.Text;
+import org.apache.hadoop.mapreduce.RecordWriter;
+import org.apache.hadoop.mapreduce.TaskAttemptContext;
+
+import edu.uci.ics.pregelix.api.graph.Edge;
+import edu.uci.ics.pregelix.api.graph.Vertex;
+import edu.uci.ics.pregelix.api.io.VertexWriter;
+import edu.uci.ics.pregelix.api.io.text.TextVertexOutputFormat;
+import edu.uci.ics.pregelix.api.io.text.TextVertexOutputFormat.TextVertexWriter;
+import edu.uci.ics.pregelix.api.job.PregelixJob;
+import edu.uci.ics.pregelix.api.util.BspUtils;
+import edu.uci.ics.pregelix.dataflow.util.IterationUtils;
+import edu.uci.ics.pregelix.example.client.Client;
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+import edu.uci.ics.pregelix.example.trianglecounting.TriangleCountingVertex;
+
+/**
+ * The maximal clique example -- find maximal cliques in an undirected graph.
+ * The result cliques contains vertexes ordered by the vertex id ascendingly. The algorithm takes
+ * advantage of that property to do effective pruning.
+ */
+public class MaximalCliqueVertex extends Vertex<VLongWritable, CliquesWritable, NullWritable, AdjacencyListWritable> {
+
+ private Map<VLongWritable, AdjacencyListWritable> map = new TreeMap<VLongWritable, AdjacencyListWritable>();
+ private List<VLongWritable> vertexList = new ArrayList<VLongWritable>();
+ private Map<VLongWritable, Integer> invertedMap = new TreeMap<VLongWritable, Integer>();
+ private int largestCliqueSizeSoFar = 0;
+ private List<BitSet> currentMaximalCliques = new ArrayList<BitSet>();
+ private CliquesWritable tmpValue = new CliquesWritable();
+ private List<VLongWritable> cliques = new ArrayList<VLongWritable>();
+
+ /**
+ * Update the current maximal cliques
+ *
+ * @param values
+ * the received adjcency lists
+ */
+ private void updateCurrentMaximalCliques(Iterator<AdjacencyListWritable> values) {
+ map.clear();
+ vertexList.clear();
+ invertedMap.clear();
+ currentMaximalCliques.clear();
+ cliques.clear();
+ tmpValue.reset();
+
+ // build the initial sub graph
+ while (values.hasNext()) {
+ AdjacencyListWritable adj = values.next();
+ map.put(adj.getSource(), adj);
+ }
+ VLongWritable srcId = getVertexId();
+ map.put(srcId, new AdjacencyListWritable());
+
+ // build the vertex list (vertex id in ascending order) and the inverted list of vertexes
+ int i = 0;
+ for (VLongWritable v : map.keySet()) {
+ vertexList.add(v);
+ invertedMap.put(v, i++);
+ }
+
+ //clean up adjacency list --- remove vertexes who are not neighbors of key
+ for (AdjacencyListWritable adj : map.values()) {
+ adj.cleanNonMatch(vertexList);
+ }
+
+ // get the h-index of the subgraph --- which is the maximum depth to explore
+ int[] neighborCounts = new int[map.size()];
+ i = 0;
+ for (AdjacencyListWritable adj : map.values()) {
+ neighborCounts[i++] = adj.numberOfNeighbors();
+ }
+ Arrays.sort(neighborCounts);
+ int h = 0;
+ for (i = neighborCounts.length - 1; i >= 0; i--) {
+ if (h >= neighborCounts[i]) {
+ break;
+ }
+ h++;
+ }
+ if (h < largestCliqueSizeSoFar) {
+ return;
+ }
+
+ //start depth-first search
+ BitSet cliqueSoFar = new BitSet(h);
+ for (VLongWritable v : vertexList) {
+ cliqueSoFar.set(invertedMap.get(v));
+ searchClique(h, cliqueSoFar, 1, v);
+ cliqueSoFar.clear();
+ }
+
+ //output local maximal cliques
+ for (BitSet clique : currentMaximalCliques) {
+ int keyIndex = invertedMap.get(srcId);
+ clique.set(keyIndex);
+ generateClique(clique);
+ tmpValue.addCliques(cliques);
+ tmpValue.setCliqueSize(clique.cardinality());
+ }
+
+ //update the vertex state
+ setVertexValue(tmpValue);
+ }
+
+ /**
+ * Output a clique with vertex ids.
+ *
+ * @param clique
+ * the bitmap representation of a clique
+ */
+ private void generateClique(BitSet clique) {
+ for (int j = 0; j < clique.length();) {
+ j = clique.nextSetBit(j);
+ VLongWritable v = vertexList.get(j);
+ cliques.add(v);
+ j++;
+ }
+ }
+
+ /**
+ * find cliques using the depth-first search
+ *
+ * @param maxDepth
+ * the maximum search depth
+ * @param cliqueSoFar
+ * the the cliques found so far
+ * @param depthSoFar
+ * the current search depth
+ * @param currentSource
+ * the vertex to be added into the clique
+ */
+ private void searchClique(int maxDepth, BitSet cliqueSoFar, int depthSoFar, VLongWritable currentSource) {
+ if (depthSoFar > maxDepth) {
+ // update maximal clique info
+ updateMaximalClique(cliqueSoFar);
+ return;
+ }
+
+ AdjacencyListWritable adj = map.get(currentSource);
+ Iterator<VLongWritable> neighbors = adj.getNeighbors();
+ ++depthSoFar;
+ while (neighbors.hasNext()) {
+ VLongWritable neighbor = neighbors.next();
+ if (!isTested(neighbor, cliqueSoFar) && isClique(neighbor, cliqueSoFar)) {
+ //snapshot the clique
+ int cliqueLength = cliqueSoFar.length();
+ // expand the clique
+ cliqueSoFar.set(invertedMap.get(neighbor));
+ searchClique(maxDepth, cliqueSoFar, depthSoFar, neighbor);
+ // back to the snapshot clique
+ cliqueSoFar.set(cliqueLength, cliqueSoFar.length(), false);
+ }
+ }
+
+ // update maximal clique info
+ updateMaximalClique(cliqueSoFar);
+ }
+
+ /**
+ * Update the maximal clique to a larger one if it exists
+ *
+ * @param cliqueSoFar
+ * the clique so far, in the bitmap representation
+ */
+ private void updateMaximalClique(BitSet cliqueSoFar) {
+ int cliqueSize = cliqueSoFar.cardinality();
+ if (cliqueSize > largestCliqueSizeSoFar) {
+ currentMaximalCliques.clear();
+ currentMaximalCliques.add((BitSet) cliqueSoFar.clone());
+ largestCliqueSizeSoFar = cliqueSize;
+ } else if (cliqueSize == largestCliqueSizeSoFar) {
+ currentMaximalCliques.add((BitSet) cliqueSoFar.clone());
+ } else {
+ return;
+ }
+ }
+
+ /**
+ * Should we test the vertex newVertex?
+ *
+ * @param newVertex
+ * the vertex to be tested
+ * @param cliqueSoFar
+ * the current clique, in the bitmap representation
+ * @return true if new vertex has been tested
+ */
+ private boolean isTested(VLongWritable newVertex, BitSet cliqueSoFar) {
+ int index = invertedMap.get(newVertex);
+ int largestSetIndex = cliqueSoFar.length() - 1;
+ if (index > largestSetIndex) {
+ // we only return cliques with vertexes in the ascending order
+ // hence, the new vertex must be larger than the largesetSetIndex in the clique
+ return false;
+ } else {
+ // otherwise, we think the vertex is "tested"
+ return true;
+ }
+ }
+
+ /**
+ * Will adding the newVertex yield a bigger clique?
+ *
+ * @param newVertex
+ * the new vertex id
+ * @param cliqueSoFar
+ * the bitmap representation of the clique
+ * @return true if adding the new vertex yelds a bigger clique
+ */
+ private boolean isClique(VLongWritable newVertex, BitSet cliqueSoFar) {
+ AdjacencyListWritable adj = map.get(newVertex);
+ // check whether each existing vertex is in the neighbor set of newVertex
+ for (int i = 0; i < cliqueSoFar.length();) {
+ i = cliqueSoFar.nextSetBit(i);
+ VLongWritable v = vertexList.get(i);
+ if (!adj.isNeighbor(v)) {
+ return false;
+ }
+ i++;
+ }
+ return true;
+ }
+
+ /**
+ * For superstep 1, send outgoing mesages.
+ * For superstep 2, calculate maximal cliques.
+ * otherwise, vote to halt.
+ */
+ @Override
+ public void compute(Iterator<AdjacencyListWritable> msgIterator) {
+ if (getSuperstep() == 1) {
+ sortEdges();
+ sendOutgoingMsgs(getEdges());
+ } else if (getSuperstep() == 2) {
+ updateCurrentMaximalCliques(msgIterator);
+ } else {
+ voteToHalt();
+ }
+ }
+
+ @Override
+ public String toString() {
+ return getVertexId() + " " + getVertexValue();
+ }
+
+ private static CliquesWritable readMaximalCliqueResult(Configuration conf) {
+ try {
+ CliquesWritable result = (CliquesWritable) IterationUtils.readGlobalAggregateValue(conf,
+ BspUtils.getJobId(conf));
+ return result;
+ } catch (IOException e) {
+ throw new IllegalStateException(e);
+ }
+ }
+
+ public static void main(String[] args) throws Exception {
+ PregelixJob job = new PregelixJob(TriangleCountingVertex.class.getSimpleName());
+ job.setVertexClass(MaximalCliqueVertex.class);
+ job.setGlobalAggregatorClass(MaximalCliqueAggregator.class);
+ job.setDynamicVertexValueSize(true);
+ job.setVertexInputFormatClass(TextMaximalCliqueInputFormat.class);
+ job.setVertexOutputFormatClass(MaximalCliqueVertexOutputFormat.class);
+ Client.run(args, job);
+ System.out.println("maximal cliques: \n" + readMaximalCliqueResult(job.getConfiguration()));
+ }
+
+ /**
+ * Send the adjacency lists
+ *
+ * @param edges
+ * the outgoing edges
+ */
+ private void sendOutgoingMsgs(List<Edge<VLongWritable, NullWritable>> edges) {
+ for (int i = 0; i < edges.size(); i++) {
+ if (edges.get(i).getDestVertexId().get() < getVertexId().get()) {
+ // only add emit for the vertexes whose id is smaller than the vertex id
+ // to avoid the duplicate removal step,
+ // because all the resulting cliques will have vertexes in the ascending order.
+ AdjacencyListWritable msg = new AdjacencyListWritable();
+ msg.setSource(getVertexId());
+ for (int j = i + 1; j < edges.size(); j++) {
+ msg.addNeighbor(edges.get(j).getDestVertexId());
+ }
+ sendMsg(edges.get(i).getDestVertexId(), msg);
+ }
+ }
+ }
+
+ /**
+ * Maximal Clique VertexWriter
+ */
+ public static class MaximalCliqueVertexWriter extends
+ TextVertexWriter<VLongWritable, CliquesWritable, NullWritable> {
+ public MaximalCliqueVertexWriter(RecordWriter<Text, Text> lineRecordWriter) {
+ super(lineRecordWriter);
+ }
+
+ @Override
+ public void writeVertex(Vertex<VLongWritable, CliquesWritable, NullWritable, ?> vertex) throws IOException,
+ InterruptedException {
+ getRecordWriter().write(new Text(vertex.getVertexId().toString()),
+ new Text(vertex.getVertexValue().toString()));
+ }
+ }
+
+ /**
+ * output format for maximal clique
+ */
+ public static class MaximalCliqueVertexOutputFormat extends
+ TextVertexOutputFormat<VLongWritable, CliquesWritable, NullWritable> {
+
+ @Override
+ public VertexWriter<VLongWritable, CliquesWritable, NullWritable> createVertexWriter(TaskAttemptContext context)
+ throws IOException, InterruptedException {
+ RecordWriter<Text, Text> recordWriter = textOutputFormat.getRecordWriter(context);
+ return new MaximalCliqueVertexWriter(recordWriter);
+ }
+
+ }
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/TextMaximalCliqueInputFormat.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/TextMaximalCliqueInputFormat.java
new file mode 100644
index 0000000..ec7b32c
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/maximalclique/TextMaximalCliqueInputFormat.java
@@ -0,0 +1,113 @@
+/*
+ * Copyright 2009-2010 by The Regents of the University of California
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * you may obtain a copy of the License from
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package edu.uci.ics.pregelix.example.maximalclique;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+
+import org.apache.hadoop.io.LongWritable;
+import org.apache.hadoop.io.NullWritable;
+import org.apache.hadoop.io.Text;
+import org.apache.hadoop.mapreduce.InputSplit;
+import org.apache.hadoop.mapreduce.RecordReader;
+import org.apache.hadoop.mapreduce.TaskAttemptContext;
+
+import edu.uci.ics.pregelix.api.graph.Vertex;
+import edu.uci.ics.pregelix.api.io.VertexReader;
+import edu.uci.ics.pregelix.api.io.text.TextVertexInputFormat;
+import edu.uci.ics.pregelix.api.io.text.TextVertexInputFormat.TextVertexReader;
+import edu.uci.ics.pregelix.api.util.BspUtils;
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+public class TextMaximalCliqueInputFormat extends
+ TextVertexInputFormat<VLongWritable, CliquesWritable, NullWritable, AdjacencyListWritable> {
+
+ @Override
+ public VertexReader<VLongWritable, CliquesWritable, NullWritable, AdjacencyListWritable> createVertexReader(
+ InputSplit split, TaskAttemptContext context) throws IOException {
+ return new TextMaximalCliqueGraphReader(textInputFormat.createRecordReader(split, context));
+ }
+}
+
+@SuppressWarnings("rawtypes")
+class TextMaximalCliqueGraphReader extends
+ TextVertexReader<VLongWritable, CliquesWritable, NullWritable, AdjacencyListWritable> {
+
+ private final static String separator = " ";
+ private Vertex vertex;
+ private VLongWritable vertexId = new VLongWritable();
+ private List<VLongWritable> pool = new ArrayList<VLongWritable>();
+ private int used = 0;
+
+ public TextMaximalCliqueGraphReader(RecordReader<LongWritable, Text> lineRecordReader) {
+ super(lineRecordReader);
+ }
+
+ @Override
+ public boolean nextVertex() throws IOException, InterruptedException {
+ return getRecordReader().nextKeyValue();
+ }
+
+ @SuppressWarnings("unchecked")
+ @Override
+ public Vertex<VLongWritable, CliquesWritable, NullWritable, AdjacencyListWritable> getCurrentVertex()
+ throws IOException, InterruptedException {
+ used = 0;
+ if (vertex == null)
+ vertex = (Vertex) BspUtils.createVertex(getContext().getConfiguration());
+ vertex.getMsgList().clear();
+ vertex.getEdges().clear();
+
+ vertex.reset();
+ Text line = getRecordReader().getCurrentValue();
+ String[] fields = line.toString().split(separator);
+
+ if (fields.length > 0) {
+ /**
+ * set the src vertex id
+ */
+ long src = Long.parseLong(fields[0]);
+ vertexId.set(src);
+ vertex.setVertexId(vertexId);
+ long dest = -1L;
+
+ /**
+ * set up edges
+ */
+ for (int i = 1; i < fields.length; i++) {
+ dest = Long.parseLong(fields[i]);
+ VLongWritable destId = allocate();
+ destId.set(dest);
+ vertex.addEdge(destId, null);
+ }
+ }
+ return vertex;
+ }
+
+ private VLongWritable allocate() {
+ if (used >= pool.size()) {
+ VLongWritable value = new VLongWritable();
+ pool.add(value);
+ used++;
+ return value;
+ } else {
+ VLongWritable value = pool.get(used);
+ used++;
+ return value;
+ }
+ }
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TextTriangleCountingInputFormat.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TextTriangleCountingInputFormat.java
new file mode 100644
index 0000000..bb399ff
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TextTriangleCountingInputFormat.java
@@ -0,0 +1,111 @@
+/*
+ * Copyright 2009-2010 by The Regents of the University of California
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * you may obtain a copy of the License from
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package edu.uci.ics.pregelix.example.trianglecounting;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+
+import org.apache.hadoop.io.LongWritable;
+import org.apache.hadoop.io.Text;
+import org.apache.hadoop.mapreduce.InputSplit;
+import org.apache.hadoop.mapreduce.RecordReader;
+import org.apache.hadoop.mapreduce.TaskAttemptContext;
+
+import edu.uci.ics.pregelix.api.graph.Vertex;
+import edu.uci.ics.pregelix.api.io.VertexReader;
+import edu.uci.ics.pregelix.api.io.text.TextVertexInputFormat;
+import edu.uci.ics.pregelix.api.io.text.TextVertexInputFormat.TextVertexReader;
+import edu.uci.ics.pregelix.api.util.BspUtils;
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+public class TextTriangleCountingInputFormat extends
+ TextVertexInputFormat<VLongWritable, VLongWritable, VLongWritable, VLongWritable> {
+
+ @Override
+ public VertexReader<VLongWritable, VLongWritable, VLongWritable, VLongWritable> createVertexReader(
+ InputSplit split, TaskAttemptContext context) throws IOException {
+ return new TextPageRankGraphReader(textInputFormat.createRecordReader(split, context));
+ }
+}
+
+@SuppressWarnings("rawtypes")
+class TextPageRankGraphReader extends TextVertexReader<VLongWritable, VLongWritable, VLongWritable, VLongWritable> {
+
+ private final static String separator = " ";
+ private Vertex vertex;
+ private VLongWritable vertexId = new VLongWritable();
+ private List<VLongWritable> pool = new ArrayList<VLongWritable>();
+ private int used = 0;
+
+ public TextPageRankGraphReader(RecordReader<LongWritable, Text> lineRecordReader) {
+ super(lineRecordReader);
+ }
+
+ @Override
+ public boolean nextVertex() throws IOException, InterruptedException {
+ return getRecordReader().nextKeyValue();
+ }
+
+ @SuppressWarnings("unchecked")
+ @Override
+ public Vertex<VLongWritable, VLongWritable, VLongWritable, VLongWritable> getCurrentVertex() throws IOException,
+ InterruptedException {
+ used = 0;
+ if (vertex == null)
+ vertex = (Vertex) BspUtils.createVertex(getContext().getConfiguration());
+ vertex.getMsgList().clear();
+ vertex.getEdges().clear();
+
+ vertex.reset();
+ Text line = getRecordReader().getCurrentValue();
+ String[] fields = line.toString().split(separator);
+
+ if (fields.length > 0) {
+ /**
+ * set the src vertex id
+ */
+ long src = Long.parseLong(fields[0]);
+ vertexId.set(src);
+ vertex.setVertexId(vertexId);
+ long dest = -1L;
+
+ /**
+ * set up edges
+ */
+ for (int i = 1; i < fields.length; i++) {
+ dest = Long.parseLong(fields[i]);
+ VLongWritable destId = allocate();
+ destId.set(dest);
+ vertex.addEdge(destId, null);
+ }
+ }
+ // vertex.sortEdges();
+ return vertex;
+ }
+
+ private VLongWritable allocate() {
+ if (used >= pool.size()) {
+ VLongWritable value = new VLongWritable();
+ pool.add(value);
+ used++;
+ return value;
+ } else {
+ VLongWritable value = pool.get(used);
+ used++;
+ return value;
+ }
+ }
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TriangleCountingAggregator.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TriangleCountingAggregator.java
new file mode 100644
index 0000000..67b028d
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TriangleCountingAggregator.java
@@ -0,0 +1,41 @@
+package edu.uci.ics.pregelix.example.trianglecounting;
+
+import edu.uci.ics.hyracks.api.exceptions.HyracksDataException;
+import edu.uci.ics.pregelix.api.graph.GlobalAggregator;
+import edu.uci.ics.pregelix.api.graph.Vertex;
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+/**
+ * The global aggregator aggregates the count of triangles
+ */
+public class TriangleCountingAggregator extends
+ GlobalAggregator<VLongWritable, VLongWritable, VLongWritable, VLongWritable, VLongWritable, VLongWritable> {
+
+ private VLongWritable state = new VLongWritable(0);
+
+ @Override
+ public void init() {
+ state.set(0);
+ }
+
+ @Override
+ public void step(Vertex<VLongWritable, VLongWritable, VLongWritable, VLongWritable> v) throws HyracksDataException {
+ state.set(state.get() + v.getVertexValue().get());
+ }
+
+ @Override
+ public void step(VLongWritable partialResult) {
+ state.set(state.get() + partialResult.get());
+ }
+
+ @Override
+ public VLongWritable finishPartial() {
+ return state;
+ }
+
+ @Override
+ public VLongWritable finishFinal() {
+ return state;
+ }
+
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TriangleCountingVertex.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TriangleCountingVertex.java
new file mode 100644
index 0000000..d3db095
--- /dev/null
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/trianglecounting/TriangleCountingVertex.java
@@ -0,0 +1,153 @@
+package edu.uci.ics.pregelix.example.trianglecounting;
+
+import java.io.IOException;
+import java.util.Collections;
+import java.util.Comparator;
+import java.util.Iterator;
+import java.util.List;
+
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.io.Text;
+import org.apache.hadoop.mapreduce.RecordWriter;
+import org.apache.hadoop.mapreduce.TaskAttemptContext;
+
+import edu.uci.ics.pregelix.api.graph.Edge;
+import edu.uci.ics.pregelix.api.graph.Vertex;
+import edu.uci.ics.pregelix.api.io.VertexWriter;
+import edu.uci.ics.pregelix.api.io.text.TextVertexOutputFormat;
+import edu.uci.ics.pregelix.api.io.text.TextVertexOutputFormat.TextVertexWriter;
+import edu.uci.ics.pregelix.api.job.PregelixJob;
+import edu.uci.ics.pregelix.api.util.BspUtils;
+import edu.uci.ics.pregelix.dataflow.util.IterationUtils;
+import edu.uci.ics.pregelix.example.client.Client;
+import edu.uci.ics.pregelix.example.io.VLongWritable;
+
+/**
+ * The triangle counting example -- counting the triangles in an undirected graph.
+ */
+public class TriangleCountingVertex extends Vertex<VLongWritable, VLongWritable, VLongWritable, VLongWritable> {
+
+ private VLongWritable tmpValue = new VLongWritable(0);
+ private long triangleCount = 0;
+ private Edge<VLongWritable, VLongWritable> candidateEdge = new Edge<VLongWritable, VLongWritable>(
+ new VLongWritable(0), new VLongWritable(0));
+ private EdgeComparator edgeComparator = new EdgeComparator();
+
+ @Override
+ public void compute(Iterator<VLongWritable> msgIterator) {
+ // transforms the edge list into a set to facilitate lookup
+ if (getSuperstep() == 1) {
+ // sorting edges could be avoid if the dataset already has that property
+ sortEdges();
+ List<Edge<VLongWritable, VLongWritable>> edges = this.getEdges();
+ int numEdges = edges.size();
+
+ //decoding longs
+ long src = getVertexId().get();
+ long[] dests = new long[numEdges];
+ for (int i = 0; i < numEdges; i++) {
+ dests[i] = edges.get(i).getDestVertexId().get();
+ }
+
+ //send messages -- take advantage of that each discovered
+ //triangle should have vertexes ordered by vertex id
+ for (int i = 0; i < numEdges; i++) {
+ if (dests[i] < src) {
+ for (int j = i + 1; j < numEdges; j++) {
+ //send messages -- v_j.id > v_i.id -- guaranteed by sortEdge()
+ if (dests[j] > src) {
+ sendMsg(edges.get(i).getDestVertexId(), edges.get(j).getDestVertexId());
+ }
+ }
+ }
+ }
+ }
+ if (getSuperstep() >= 2) {
+ triangleCount = 0;
+ List<Edge<VLongWritable, VLongWritable>> edges = this.getEdges();
+ while (msgIterator.hasNext()) {
+ VLongWritable msg = msgIterator.next();
+ candidateEdge.setDestVertexId(msg);
+ if (Collections.binarySearch(edges, candidateEdge, edgeComparator) >= 0) {
+ // if the msg value is a dest from this vertex
+ triangleCount++;
+ }
+ }
+
+ // set vertex value
+ tmpValue.set(triangleCount);
+ setVertexValue(tmpValue);
+ voteToHalt();
+ }
+ }
+
+ /**
+ * Triangle Counting VertexWriter
+ */
+ public static class TriangleCountingVertexWriter extends
+ TextVertexWriter<VLongWritable, VLongWritable, VLongWritable> {
+ public TriangleCountingVertexWriter(RecordWriter<Text, Text> lineRecordWriter) {
+ super(lineRecordWriter);
+ }
+
+ @Override
+ public void writeVertex(Vertex<VLongWritable, VLongWritable, VLongWritable, ?> vertex) throws IOException,
+ InterruptedException {
+ getRecordWriter().write(new Text(vertex.getVertexId().toString()),
+ new Text(vertex.getVertexValue().toString()));
+ }
+ }
+
+ @Override
+ public String toString() {
+ return getVertexId() + " " + getVertexValue();
+ }
+
+ /**
+ * output format for triangle counting
+ */
+ public static class TriangleCountingVertexOutputFormat extends
+ TextVertexOutputFormat<VLongWritable, VLongWritable, VLongWritable> {
+
+ @Override
+ public VertexWriter<VLongWritable, VLongWritable, VLongWritable> createVertexWriter(TaskAttemptContext context)
+ throws IOException, InterruptedException {
+ RecordWriter<Text, Text> recordWriter = textOutputFormat.getRecordWriter(context);
+ return new TriangleCountingVertexWriter(recordWriter);
+ }
+
+ }
+
+ private static long readTriangleCountingResult(Configuration conf) {
+ try {
+ VLongWritable count = (VLongWritable) IterationUtils
+ .readGlobalAggregateValue(conf, BspUtils.getJobId(conf));
+ return count.get();
+ } catch (IOException e) {
+ throw new IllegalStateException(e);
+ }
+ }
+
+ public static void main(String[] args) throws Exception {
+ PregelixJob job = new PregelixJob(TriangleCountingVertex.class.getSimpleName());
+ job.setVertexClass(TriangleCountingVertex.class);
+ job.setGlobalAggregatorClass(TriangleCountingAggregator.class);
+ job.setVertexInputFormatClass(TextTriangleCountingInputFormat.class);
+ job.setVertexOutputFormatClass(TriangleCountingVertexOutputFormat.class);
+ Client.run(args, job);
+ System.out.println("triangle count: " + readTriangleCountingResult(job.getConfiguration()));
+ }
+}
+
+/**
+ * The comparator for Edge<VLongWritable, VLongWritable>.
+ */
+class EdgeComparator implements Comparator<Edge<VLongWritable, VLongWritable>> {
+
+ @Override
+ public int compare(Edge<VLongWritable, VLongWritable> left, Edge<VLongWritable, VLongWritable> right) {
+ long leftValue = left.getDestVertexId().get();
+ long rightValue = right.getDestVertexId().get();
+ return leftValue > rightValue ? 1 : (leftValue < rightValue ? -1 : 0);
+ }
+}
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/VertexAggregator.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/utils/VertexAggregator.java
similarity index 98%
rename from pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/VertexAggregator.java
rename to pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/utils/VertexAggregator.java
index 68b7cca..d8f704e 100644
--- a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/VertexAggregator.java
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/utils/VertexAggregator.java
@@ -13,7 +13,7 @@
* limitations under the License.
*/
-package edu.uci.ics.pregelix.example;
+package edu.uci.ics.pregelix.example.utils;
import java.io.IOException;
import java.util.Iterator;
diff --git a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/VertexSorter.java b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/utils/VertexSorter.java
similarity index 98%
rename from pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/VertexSorter.java
rename to pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/utils/VertexSorter.java
index 1dd6922..8421088 100644
--- a/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/VertexSorter.java
+++ b/pregelix/pregelix-example/src/main/java/edu/uci/ics/pregelix/example/utils/VertexSorter.java
@@ -13,7 +13,7 @@
* limitations under the License.
*/
-package edu.uci.ics.pregelix.example;
+package edu.uci.ics.pregelix.example.utils;
import java.io.IOException;
import java.util.Iterator;
diff --git a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/dataload/DataLoadTest.java b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/dataload/DataLoadTest.java
index 7787347..321b5b2 100644
--- a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/dataload/DataLoadTest.java
+++ b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/dataload/DataLoadTest.java
@@ -37,7 +37,7 @@
import edu.uci.ics.pregelix.core.jobgen.clusterconfig.ClusterConfig;
import edu.uci.ics.pregelix.core.util.PregelixHyracksIntegrationUtil;
import edu.uci.ics.pregelix.example.PageRankVertex;
-import edu.uci.ics.pregelix.example.PageRankVertex.SimplePageRankVertexInputFormat;
+import edu.uci.ics.pregelix.example.PageRankVertex.SimulatedPageRankVertexInputFormat;
import edu.uci.ics.pregelix.example.util.TestUtils;
@SuppressWarnings("deprecation")
@@ -65,7 +65,7 @@
public DataLoadTest() throws Exception {
job = new PregelixJob(GIRAPH_JOB_NAME);
job.setVertexClass(PageRankVertex.class);
- job.setVertexInputFormatClass(SimplePageRankVertexInputFormat.class);
+ job.setVertexInputFormatClass(SimulatedPageRankVertexInputFormat.class);
job.getConfiguration().setClass(PregelixJob.VERTEX_INDEX_CLASS, LongWritable.class, WritableComparable.class);
job.getConfiguration().setClass(PregelixJob.VERTEX_VALUE_CLASS, DoubleWritable.class, Writable.class);
job.getConfiguration().setClass(PregelixJob.EDGE_VALUE_CLASS, FloatWritable.class, Writable.class);
@@ -76,7 +76,7 @@
ClusterConfig.setStorePath(PATH_TO_CLUSTER_STORE);
ClusterConfig.setClusterPropertiesPath(PATH_TO_CLUSTER_PROPERTIES);
cleanupStores();
- PregelixHyracksIntegrationUtil.init();
+ PregelixHyracksIntegrationUtil.init("src/test/resources/topology.xml");
PregelixHyracksIntegrationUtil.createApp(HYRACKS_APP_NAME);
LOGGER.info("Hyracks mini-cluster started");
startHDFS();
diff --git a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobgen/JobGenerator.java b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobgen/JobGenerator.java
index c0b4a10..ca5a1c4 100644
--- a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobgen/JobGenerator.java
+++ b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobgen/JobGenerator.java
@@ -25,9 +25,11 @@
import edu.uci.ics.pregelix.api.job.PregelixJob;
import edu.uci.ics.pregelix.example.ConnectedComponentsVertex;
import edu.uci.ics.pregelix.example.ConnectedComponentsVertex.SimpleConnectedComponentsVertexOutputFormat;
+import edu.uci.ics.pregelix.example.GraphMutationVertex;
+import edu.uci.ics.pregelix.example.GraphMutationVertex.SimpleGraphMutationVertexOutputFormat;
import edu.uci.ics.pregelix.example.PageRankVertex;
-import edu.uci.ics.pregelix.example.PageRankVertex.SimplePageRankVertexInputFormat;
import edu.uci.ics.pregelix.example.PageRankVertex.SimplePageRankVertexOutputFormat;
+import edu.uci.ics.pregelix.example.PageRankVertex.SimulatedPageRankVertexInputFormat;
import edu.uci.ics.pregelix.example.ReachabilityVertex;
import edu.uci.ics.pregelix.example.ReachabilityVertex.SimpleReachibilityVertexOutputFormat;
import edu.uci.ics.pregelix.example.ShortestPathsVertex;
@@ -35,6 +37,14 @@
import edu.uci.ics.pregelix.example.inputformat.TextPageRankInputFormat;
import edu.uci.ics.pregelix.example.inputformat.TextReachibilityVertexInputFormat;
import edu.uci.ics.pregelix.example.inputformat.TextShortestPathsInputFormat;
+import edu.uci.ics.pregelix.example.maximalclique.MaximalCliqueAggregator;
+import edu.uci.ics.pregelix.example.maximalclique.MaximalCliqueVertex;
+import edu.uci.ics.pregelix.example.maximalclique.MaximalCliqueVertex.MaximalCliqueVertexOutputFormat;
+import edu.uci.ics.pregelix.example.maximalclique.TextMaximalCliqueInputFormat;
+import edu.uci.ics.pregelix.example.trianglecounting.TextTriangleCountingInputFormat;
+import edu.uci.ics.pregelix.example.trianglecounting.TriangleCountingAggregator;
+import edu.uci.ics.pregelix.example.trianglecounting.TriangleCountingVertex;
+import edu.uci.ics.pregelix.example.trianglecounting.TriangleCountingVertex.TriangleCountingVertexOutputFormat;
public class JobGenerator {
private static String outputBase = "src/test/resources/jobs/";
@@ -44,6 +54,9 @@
private static String HDFS_INPUTPATH2 = "/webmapcomplex";
private static String HDFS_OUTPUTPAH2 = "/resultcomplex";
+ private static String HDFS_INPUTPATH3 = "/clique";
+ private static String HDFS_OUTPUTPAH3 = "/resultclique";
+
private static void generatePageRankJobReal(String jobName, String outputPath) throws IOException {
PregelixJob job = new PregelixJob(jobName);
job.setVertexClass(PageRankVertex.class);
@@ -148,7 +161,7 @@
private static void generatePageRankJob(String jobName, String outputPath) throws IOException {
PregelixJob job = new PregelixJob(jobName);
job.setVertexClass(PageRankVertex.class);
- job.setVertexInputFormatClass(SimplePageRankVertexInputFormat.class);
+ job.setVertexInputFormatClass(SimulatedPageRankVertexInputFormat.class);
job.setMessageCombinerClass(PageRankVertex.SimpleSumCombiner.class);
job.setVertexOutputFormatClass(SimplePageRankVertexOutputFormat.class);
FileInputFormat.setInputPaths(job, HDFS_INPUTPATH);
@@ -157,26 +170,74 @@
job.getConfiguration().writeXml(new FileOutputStream(new File(outputPath)));
}
+ private static void generateShortestPathJob(String jobName, String outputPath) throws IOException {
+ PregelixJob job = new PregelixJob(jobName);
+ job.setVertexClass(ShortestPathsVertex.class);
+ job.setVertexInputFormatClass(SimulatedPageRankVertexInputFormat.class);
+ job.setMessageCombinerClass(ShortestPathsVertex.SimpleMinCombiner.class);
+ job.setVertexOutputFormatClass(SimplePageRankVertexOutputFormat.class);
+ FileInputFormat.setInputPaths(job, HDFS_INPUTPATH);
+ FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH));
+ job.getConfiguration().setLong(PregelixJob.NUM_VERTICE, 20);
+ job.getConfiguration().setLong(ShortestPathsVertex.SOURCE_ID, 0);
+ job.getConfiguration().writeXml(new FileOutputStream(new File(outputPath)));
+ }
+
+ private static void generatePageRankJobRealDynamic(String jobName, String outputPath) throws IOException {
+ PregelixJob job = new PregelixJob(jobName);
+ job.setVertexClass(PageRankVertex.class);
+ job.setVertexInputFormatClass(TextPageRankInputFormat.class);
+ job.setVertexOutputFormatClass(SimplePageRankVertexOutputFormat.class);
+ job.setMessageCombinerClass(PageRankVertex.SimpleSumCombiner.class);
+ job.setDynamicVertexValueSize(true);
+ FileInputFormat.setInputPaths(job, HDFS_INPUTPATH);
+ FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH));
+ job.getConfiguration().setLong(PregelixJob.NUM_VERTICE, 20);
+ job.getConfiguration().writeXml(new FileOutputStream(new File(outputPath)));
+ }
+
+ private static void generateTriangleCountingJob(String jobName, String outputPath) throws IOException {
+ PregelixJob job = new PregelixJob(jobName);
+ job.setVertexClass(TriangleCountingVertex.class);
+ job.setGlobalAggregatorClass(TriangleCountingAggregator.class);
+ job.setVertexInputFormatClass(TextTriangleCountingInputFormat.class);
+ job.setVertexOutputFormatClass(TriangleCountingVertexOutputFormat.class);
+ FileInputFormat.setInputPaths(job, HDFS_INPUTPATH3);
+ FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH3));
+ job.getConfiguration().writeXml(new FileOutputStream(new File(outputPath)));
+ }
+
+ private static void generateMaximalCliqueJob(String jobName, String outputPath) throws IOException {
+ PregelixJob job = new PregelixJob(jobName);
+ job.setVertexClass(MaximalCliqueVertex.class);
+ job.setGlobalAggregatorClass(MaximalCliqueAggregator.class);
+ job.setDynamicVertexValueSize(true);
+ job.setVertexInputFormatClass(TextMaximalCliqueInputFormat.class);
+ job.setVertexOutputFormatClass(MaximalCliqueVertexOutputFormat.class);
+ FileInputFormat.setInputPaths(job, HDFS_INPUTPATH3);
+ FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH3));
+ job.getConfiguration().writeXml(new FileOutputStream(new File(outputPath)));
+ }
+
+ private static void generateGraphMutationJob(String jobName, String outputPath) throws IOException {
+ PregelixJob job = new PregelixJob(jobName);
+ job.setVertexClass(GraphMutationVertex.class);
+ job.setVertexInputFormatClass(TextPageRankInputFormat.class);
+ job.setVertexOutputFormatClass(SimpleGraphMutationVertexOutputFormat.class);
+ FileInputFormat.setInputPaths(job, HDFS_INPUTPATH);
+ FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH));
+ job.getConfiguration().setLong(PregelixJob.NUM_VERTICE, 20);
+ job.getConfiguration().writeXml(new FileOutputStream(new File(outputPath)));
+ }
+
private static void genPageRank() throws IOException {
generatePageRankJob("PageRank", outputBase + "PageRank.xml");
generatePageRankJobReal("PageRank", outputBase + "PageRankReal.xml");
+ generatePageRankJobRealDynamic("PageRank", outputBase + "PageRankRealDynamic.xml");
generatePageRankJobRealComplex("PageRank", outputBase + "PageRankRealComplex.xml");
generatePageRankJobRealNoCombiner("PageRank", outputBase + "PageRankRealNoCombiner.xml");
}
- private static void generateShortestPathJob(String jobName, String outputPath) throws IOException {
- PregelixJob job = new PregelixJob(jobName);
- job.setVertexClass(ShortestPathsVertex.class);
- job.setVertexInputFormatClass(SimplePageRankVertexInputFormat.class);
- job.setMessageCombinerClass(ShortestPathsVertex.SimpleMinCombiner.class);
- job.setVertexOutputFormatClass(SimplePageRankVertexOutputFormat.class);
- FileInputFormat.setInputPaths(job, HDFS_INPUTPATH);
- FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH));
- job.getConfiguration().setLong(PregelixJob.NUM_VERTICE, 20);
- job.getConfiguration().setLong(ShortestPathsVertex.SOURCE_ID, 0);
- job.getConfiguration().writeXml(new FileOutputStream(new File(outputPath)));
- }
-
private static void genShortestPath() throws IOException {
generateShortestPathJob("ShortestPaths", outputBase + "ShortestPaths.xml");
generateShortestPathJobReal("ShortestPaths", outputBase + "ShortestPathsReal.xml");
@@ -194,11 +255,25 @@
+ "ReachibilityRealComplexNoConnectivity.xml");
}
+ private static void genTriangleCounting() throws IOException {
+ generateTriangleCountingJob("Triangle Counting", outputBase + "TriangleCounting.xml");
+ }
+
+ private static void genMaximalClique() throws IOException {
+ generateMaximalCliqueJob("Maximal Clique", outputBase + "MaximalClique.xml");
+ }
+
+ private static void genGraphMutation() throws IOException {
+ generateGraphMutationJob("Graph Mutation", outputBase + "GraphMutation.xml");
+ }
+
public static void main(String[] args) throws IOException {
genPageRank();
genShortestPath();
genConnectedComponents();
genReachibility();
+ genTriangleCounting();
+ genMaximalClique();
+ genGraphMutation();
}
-
}
diff --git a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestCase.java b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestCase.java
index 89bce34..5a556fa 100644
--- a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestCase.java
+++ b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestCase.java
@@ -30,6 +30,7 @@
import edu.uci.ics.pregelix.core.jobgen.JobGen;
import edu.uci.ics.pregelix.core.jobgen.JobGenInnerJoin;
import edu.uci.ics.pregelix.core.jobgen.JobGenOuterJoin;
+import edu.uci.ics.pregelix.core.jobgen.JobGenOuterJoinSingleSort;
import edu.uci.ics.pregelix.core.jobgen.JobGenOuterJoinSort;
import edu.uci.ics.pregelix.core.util.PregelixHyracksIntegrationUtil;
import edu.uci.ics.pregelix.dataflow.util.IterationUtils;
@@ -37,13 +38,16 @@
public class RunJobTestCase extends TestCase {
private static final String NC1 = "nc1";
- private static final String HYRACKS_APP_NAME = "giraph";
+ private static final String HYRACKS_APP_NAME = "pregelix";
private static String HDFS_INPUTPATH = "/webmap";
private static String HDFS_OUTPUTPAH = "/result";
private static String HDFS_INPUTPATH2 = "/webmapcomplex";
private static String HDFS_OUTPUTPAH2 = "/resultcomplex";
+ private static String HDFS_INPUTPATH3 = "/clique";
+ private static String HDFS_OUTPUTPAH3 = "/resultclique";
+
private final PregelixJob job;
private JobGen[] giraphJobGens;
private final String resultFileName;
@@ -61,21 +65,24 @@
if (inputPaths[0].toString().endsWith(HDFS_INPUTPATH)) {
FileInputFormat.setInputPaths(job, HDFS_INPUTPATH);
FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH));
- } else {
+ } else if (inputPaths[0].toString().endsWith(HDFS_INPUTPATH2)) {
FileInputFormat.setInputPaths(job, HDFS_INPUTPATH2);
FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH2));
+ } else {
+ FileInputFormat.setInputPaths(job, HDFS_INPUTPATH3);
+ FileOutputFormat.setOutputPath(job, new Path(HDFS_OUTPUTPAH3));
}
job.setJobName(jobName);
this.resultFileName = resultFile;
this.expectedFileName = expectedFile;
- giraphJobGens = new JobGen[3];
+ giraphJobGens = new JobGen[4];
giraphJobGens[0] = new JobGenOuterJoin(job);
waitawhile();
giraphJobGens[1] = new JobGenInnerJoin(job);
waitawhile();
giraphJobGens[2] = new JobGenOuterJoinSort(job);
- //waitawhile();
- // giraphJobGens[3] = new JobGenOuterJoinSingleSort(job);
+ waitawhile();
+ giraphJobGens[3] = new JobGenOuterJoinSingleSort(job);
}
private void waitawhile() throws InterruptedException {
diff --git a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestSuite.java b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestSuite.java
index 8a5c34b..fa98ebd 100644
--- a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestSuite.java
+++ b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/jobrun/RunJobTestSuite.java
@@ -41,160 +41,176 @@
@SuppressWarnings("deprecation")
public class RunJobTestSuite extends TestSuite {
- private static final Logger LOGGER = Logger.getLogger(RunJobTestSuite.class.getName());
+ private static final Logger LOGGER = Logger.getLogger(RunJobTestSuite.class
+ .getName());
- private static final String ACTUAL_RESULT_DIR = "actual";
- private static final String EXPECTED_RESULT_DIR = "src/test/resources/expected";
- private static final String PATH_TO_HADOOP_CONF = "src/test/resources/hadoop/conf";
- private static final String PATH_TO_CLUSTER_STORE = "src/test/resources/cluster/stores.properties";
- private static final String PATH_TO_CLUSTER_PROPERTIES = "src/test/resources/cluster/cluster.properties";
- private static final String PATH_TO_JOBS = "src/test/resources/jobs/";
- private static final String PATH_TO_IGNORE = "src/test/resources/ignore.txt";
- private static final String PATH_TO_ONLY = "src/test/resources/only.txt";
- private static final String FILE_EXTENSION_OF_RESULTS = "result";
+ private static final String ACTUAL_RESULT_DIR = "actual";
+ private static final String EXPECTED_RESULT_DIR = "src/test/resources/expected";
+ private static final String PATH_TO_HADOOP_CONF = "src/test/resources/hadoop/conf";
+ private static final String PATH_TO_CLUSTER_STORE = "src/test/resources/cluster/stores.properties";
+ private static final String PATH_TO_CLUSTER_PROPERTIES = "src/test/resources/cluster/cluster.properties";
+ private static final String PATH_TO_JOBS = "src/test/resources/jobs/";
+ private static final String PATH_TO_IGNORE = "src/test/resources/ignore.txt";
+ private static final String PATH_TO_ONLY = "src/test/resources/only.txt";
+ private static final String FILE_EXTENSION_OF_RESULTS = "result";
- private static final String DATA_PATH = "data/webmap/webmap_link.txt";
- private static final String HDFS_PATH = "/webmap/";
+ private static final String DATA_PATH = "data/webmap/webmap_link.txt";
+ private static final String HDFS_PATH = "/webmap/";
- private static final String DATA_PATH2 = "data/webmapcomplex/webmap_link.txt";
- private static final String HDFS_PATH2 = "/webmapcomplex/";
+ private static final String DATA_PATH2 = "data/webmapcomplex/webmap_link.txt";
+ private static final String HDFS_PATH2 = "/webmapcomplex/";
- private static final String HYRACKS_APP_NAME = "giraph";
- private static final String HADOOP_CONF_PATH = ACTUAL_RESULT_DIR + File.separator + "conf.xml";
- private MiniDFSCluster dfsCluster;
+ private static final String DATA_PATH3 = "data/clique/clique.txt";
+ private static final String HDFS_PATH3 = "/clique/";
- private JobConf conf = new JobConf();
- private int numberOfNC = 2;
+ private static final String HYRACKS_APP_NAME = "pregelix";
+ private static final String HADOOP_CONF_PATH = ACTUAL_RESULT_DIR
+ + File.separator + "conf.xml";
+ private MiniDFSCluster dfsCluster;
- public void setUp() throws Exception {
- ClusterConfig.setStorePath(PATH_TO_CLUSTER_STORE);
- ClusterConfig.setClusterPropertiesPath(PATH_TO_CLUSTER_PROPERTIES);
- cleanupStores();
- PregelixHyracksIntegrationUtil.init();
- PregelixHyracksIntegrationUtil.createApp(HYRACKS_APP_NAME);
- LOGGER.info("Hyracks mini-cluster started");
- FileUtils.forceMkdir(new File(ACTUAL_RESULT_DIR));
- FileUtils.cleanDirectory(new File(ACTUAL_RESULT_DIR));
- startHDFS();
- }
+ private JobConf conf = new JobConf();
+ private int numberOfNC = 2;
- private void cleanupStores() throws IOException {
- FileUtils.forceMkdir(new File("teststore"));
- FileUtils.forceMkdir(new File("build"));
- FileUtils.cleanDirectory(new File("teststore"));
- FileUtils.cleanDirectory(new File("build"));
- }
+ public void setUp() throws Exception {
+ ClusterConfig.setStorePath(PATH_TO_CLUSTER_STORE);
+ ClusterConfig.setClusterPropertiesPath(PATH_TO_CLUSTER_PROPERTIES);
+ cleanupStores();
+ PregelixHyracksIntegrationUtil.init("src/test/resources/topology.xml");
+ PregelixHyracksIntegrationUtil.createApp(HYRACKS_APP_NAME);
+ LOGGER.info("Hyracks mini-cluster started");
+ FileUtils.forceMkdir(new File(ACTUAL_RESULT_DIR));
+ FileUtils.cleanDirectory(new File(ACTUAL_RESULT_DIR));
+ startHDFS();
+ }
- private void startHDFS() throws IOException {
- conf.addResource(new Path(PATH_TO_HADOOP_CONF + "/core-site.xml"));
- conf.addResource(new Path(PATH_TO_HADOOP_CONF + "/mapred-site.xml"));
- conf.addResource(new Path(PATH_TO_HADOOP_CONF + "/hdfs-site.xml"));
- FileSystem lfs = FileSystem.getLocal(new Configuration());
- lfs.delete(new Path("build"), true);
- System.setProperty("hadoop.log.dir", "logs");
- dfsCluster = new MiniDFSCluster(conf, numberOfNC, true, null);
- FileSystem dfs = FileSystem.get(conf);
- Path src = new Path(DATA_PATH);
- Path dest = new Path(HDFS_PATH);
- dfs.mkdirs(dest);
- dfs.copyFromLocalFile(src, dest);
+ private void cleanupStores() throws IOException {
+ FileUtils.forceMkdir(new File("teststore"));
+ FileUtils.forceMkdir(new File("build"));
+ FileUtils.cleanDirectory(new File("teststore"));
+ FileUtils.cleanDirectory(new File("build"));
+ }
- src = new Path(DATA_PATH2);
- dest = new Path(HDFS_PATH2);
- dfs.mkdirs(dest);
- dfs.copyFromLocalFile(src, dest);
+ private void startHDFS() throws IOException {
+ conf.addResource(new Path(PATH_TO_HADOOP_CONF + "/core-site.xml"));
+ conf.addResource(new Path(PATH_TO_HADOOP_CONF + "/mapred-site.xml"));
+ conf.addResource(new Path(PATH_TO_HADOOP_CONF + "/hdfs-site.xml"));
+ FileSystem lfs = FileSystem.getLocal(new Configuration());
+ lfs.delete(new Path("build"), true);
+ System.setProperty("hadoop.log.dir", "logs");
+ dfsCluster = new MiniDFSCluster(conf, numberOfNC, true, null);
+ FileSystem dfs = FileSystem.get(conf);
+ Path src = new Path(DATA_PATH);
+ Path dest = new Path(HDFS_PATH);
+ dfs.mkdirs(dest);
+ dfs.copyFromLocalFile(src, dest);
- DataOutputStream confOutput = new DataOutputStream(new FileOutputStream(new File(HADOOP_CONF_PATH)));
- conf.writeXml(confOutput);
- confOutput.flush();
- confOutput.close();
- }
+ src = new Path(DATA_PATH2);
+ dest = new Path(HDFS_PATH2);
+ dfs.mkdirs(dest);
+ dfs.copyFromLocalFile(src, dest);
- /**
- * cleanup hdfs cluster
- */
- private void cleanupHDFS() throws Exception {
- dfsCluster.shutdown();
- }
+ src = new Path(DATA_PATH3);
+ dest = new Path(HDFS_PATH3);
+ dfs.mkdirs(dest);
+ dfs.copyFromLocalFile(src, dest);
- public void tearDown() throws Exception {
- PregelixHyracksIntegrationUtil.destroyApp(HYRACKS_APP_NAME);
- PregelixHyracksIntegrationUtil.deinit();
- LOGGER.info("Hyracks mini-cluster shut down");
- cleanupHDFS();
- }
+ DataOutputStream confOutput = new DataOutputStream(
+ new FileOutputStream(new File(HADOOP_CONF_PATH)));
+ conf.writeXml(confOutput);
+ confOutput.flush();
+ confOutput.close();
+ }
- public static Test suite() throws Exception {
- List<String> ignores = getFileList(PATH_TO_IGNORE);
- List<String> onlys = getFileList(PATH_TO_ONLY);
- File testData = new File(PATH_TO_JOBS);
- File[] queries = testData.listFiles();
- RunJobTestSuite testSuite = new RunJobTestSuite();
- testSuite.setUp();
- boolean onlyEnabled = false;
+ /**
+ * cleanup hdfs cluster
+ */
+ private void cleanupHDFS() throws Exception {
+ dfsCluster.shutdown();
+ }
- if (onlys.size() > 0) {
- onlyEnabled = true;
- }
- for (File qFile : queries) {
- if (isInList(ignores, qFile.getName()))
- continue;
+ public void tearDown() throws Exception {
+ PregelixHyracksIntegrationUtil.destroyApp(HYRACKS_APP_NAME);
+ PregelixHyracksIntegrationUtil.deinit();
+ LOGGER.info("Hyracks mini-cluster shut down");
+ cleanupHDFS();
+ }
- if (qFile.isFile()) {
- if (onlyEnabled && !isInList(onlys, qFile.getName())) {
- continue;
- } else {
- String resultFileName = ACTUAL_RESULT_DIR + File.separator + jobExtToResExt(qFile.getName());
- String expectedFileName = EXPECTED_RESULT_DIR + File.separator + jobExtToResExt(qFile.getName());
- testSuite.addTest(new RunJobTestCase(HADOOP_CONF_PATH, qFile.getName(), qFile.getAbsolutePath()
- .toString(), resultFileName, expectedFileName));
- }
- }
- }
- return testSuite;
- }
+ public static Test suite() throws Exception {
+ List<String> ignores = getFileList(PATH_TO_IGNORE);
+ List<String> onlys = getFileList(PATH_TO_ONLY);
+ File testData = new File(PATH_TO_JOBS);
+ File[] queries = testData.listFiles();
+ RunJobTestSuite testSuite = new RunJobTestSuite();
+ testSuite.setUp();
+ boolean onlyEnabled = false;
- /**
- * Runs the tests and collects their result in a TestResult.
- */
- @Override
- public void run(TestResult result) {
- try {
- int testCount = countTestCases();
- for (int i = 0; i < testCount; i++) {
- // cleanupStores();
- Test each = this.testAt(i);
- if (result.shouldStop())
- break;
- runTest(each, result);
- }
- tearDown();
- } catch (Exception e) {
- throw new IllegalStateException(e);
- }
- }
+ if (onlys.size() > 0) {
+ onlyEnabled = true;
+ }
+ for (File qFile : queries) {
+ if (isInList(ignores, qFile.getName()))
+ continue;
- protected static List<String> getFileList(String ignorePath) throws FileNotFoundException, IOException {
- BufferedReader reader = new BufferedReader(new FileReader(ignorePath));
- String s = null;
- List<String> ignores = new ArrayList<String>();
- while ((s = reader.readLine()) != null) {
- ignores.add(s);
- }
- reader.close();
- return ignores;
- }
+ if (qFile.isFile()) {
+ if (onlyEnabled && !isInList(onlys, qFile.getName())) {
+ continue;
+ } else {
+ String resultFileName = ACTUAL_RESULT_DIR + File.separator
+ + jobExtToResExt(qFile.getName());
+ String expectedFileName = EXPECTED_RESULT_DIR
+ + File.separator + jobExtToResExt(qFile.getName());
+ testSuite.addTest(new RunJobTestCase(HADOOP_CONF_PATH,
+ qFile.getName(),
+ qFile.getAbsolutePath().toString(), resultFileName,
+ expectedFileName));
+ }
+ }
+ }
+ return testSuite;
+ }
- private static String jobExtToResExt(String fname) {
- int dot = fname.lastIndexOf('.');
- return fname.substring(0, dot + 1) + FILE_EXTENSION_OF_RESULTS;
- }
+ /**
+ * Runs the tests and collects their result in a TestResult.
+ */
+ @Override
+ public void run(TestResult result) {
+ try {
+ int testCount = countTestCases();
+ for (int i = 0; i < testCount; i++) {
+ // cleanupStores();
+ Test each = this.testAt(i);
+ if (result.shouldStop())
+ break;
+ runTest(each, result);
+ }
+ tearDown();
+ } catch (Exception e) {
+ throw new IllegalStateException(e);
+ }
+ }
- private static boolean isInList(List<String> onlys, String name) {
- for (String only : onlys)
- if (name.indexOf(only) >= 0)
- return true;
- return false;
- }
+ protected static List<String> getFileList(String ignorePath)
+ throws FileNotFoundException, IOException {
+ BufferedReader reader = new BufferedReader(new FileReader(ignorePath));
+ String s = null;
+ List<String> ignores = new ArrayList<String>();
+ while ((s = reader.readLine()) != null) {
+ ignores.add(s);
+ }
+ reader.close();
+ return ignores;
+ }
+
+ private static String jobExtToResExt(String fname) {
+ int dot = fname.lastIndexOf('.');
+ return fname.substring(0, dot + 1) + FILE_EXTENSION_OF_RESULTS;
+ }
+
+ private static boolean isInList(List<String> onlys, String name) {
+ for (String only : onlys)
+ if (name.indexOf(only) >= 0)
+ return true;
+ return false;
+ }
}
diff --git a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/util/TestUtils.java b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/util/TestUtils.java
index 1b22b47..d89ec46 100644
--- a/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/util/TestUtils.java
+++ b/pregelix/pregelix-example/src/test/java/edu/uci/ics/pregelix/example/util/TestUtils.java
@@ -62,8 +62,8 @@
if (row1.equals(row2))
continue;
- String[] fields1 = row1.split(",");
- String[] fields2 = row2.split(",");
+ String[] fields1 = row1.split(" ");
+ String[] fields2 = row2.split(" ");
for (int j = 0; j < fields1.length; j++) {
if (fields1[j].equals(fields2[j])) {
@@ -71,8 +71,6 @@
} else if (fields1[j].indexOf('.') < 0) {
return false;
} else {
- fields1[j] = fields1[j].split("=")[1];
- fields2[j] = fields2[j].split("=")[1];
Double double1 = Double.parseDouble(fields1[j]);
Double double2 = Double.parseDouble(fields2[j]);
float float1 = (float) double1.doubleValue();
diff --git a/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsReal.result b/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsReal.result
index b8efedc..45376e2 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsReal.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsReal.result
@@ -1,20 +1,20 @@
-0|Vertex(id=0,value=0, edges=(1,))
-1|Vertex(id=1,value=0, edges=(1,2,))
-2|Vertex(id=2,value=0, edges=(1,2,3,))
-3|Vertex(id=3,value=0, edges=(1,2,3,4,))
-4|Vertex(id=4,value=0, edges=(1,2,3,4,5,))
-5|Vertex(id=5,value=0, edges=(1,2,3,4,5,6,))
-6|Vertex(id=6,value=0, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=0, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=0, edges=(1,2,3,4,5,6,7,8,9,))
-9|Vertex(id=9,value=0, edges=(1,2,3,4,5,6,7,8,9,10,))
-10|Vertex(id=10,value=0, edges=(11,))
-11|Vertex(id=11,value=0, edges=(11,12,))
-12|Vertex(id=12,value=0, edges=(11,12,13,))
-13|Vertex(id=13,value=0, edges=(11,12,13,14,))
-14|Vertex(id=14,value=0, edges=(11,12,13,14,15,))
-15|Vertex(id=15,value=0, edges=(11,12,13,14,15,16,))
-16|Vertex(id=16,value=0, edges=(11,12,13,14,15,16,17,))
-17|Vertex(id=17,value=0, edges=(11,12,13,14,15,16,17,18,))
-18|Vertex(id=18,value=0, edges=(11,12,13,14,15,16,17,18,19,))
-19|Vertex(id=19,value=0, edges=(0,11,12,13,14,15,16,17,18,19,))
+0 0
+1 0
+2 0
+3 0
+4 0
+5 0
+6 0
+7 0
+8 0
+9 0
+10 0
+11 0
+12 0
+13 0
+14 0
+15 0
+16 0
+17 0
+18 0
+19 0
diff --git a/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsRealComplex.result b/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsRealComplex.result
index ad448b2..dbc30fc 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsRealComplex.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/ConnectedComponentsRealComplex.result
@@ -1,23 +1,23 @@
-0|Vertex(id=0,value=0, edges=(1,50,))
-1|Vertex(id=1,value=0, edges=(1,2,))
-2|Vertex(id=2,value=0, edges=(1,2,3,))
-3|Vertex(id=3,value=0, edges=(1,2,3,4,))
-4|Vertex(id=4,value=0, edges=(1,2,3,4,5,))
-5|Vertex(id=5,value=0, edges=(1,2,3,4,5,6,))
-6|Vertex(id=6,value=0, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=0, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=0, edges=(1,2,3,4,5,6,7,8,9,))
-9|Vertex(id=9,value=0, edges=(1,2,3,4,5,6,7,8,9,10,))
-10|Vertex(id=10,value=0, edges=(11,99,))
-11|Vertex(id=11,value=0, edges=(11,12,101,))
-12|Vertex(id=12,value=0, edges=(11,12,13,))
-13|Vertex(id=13,value=0, edges=(11,12,13,14,))
-14|Vertex(id=14,value=0, edges=(11,12,13,14,15,))
-15|Vertex(id=15,value=0, edges=(11,12,13,14,15,16,))
-16|Vertex(id=16,value=0, edges=(11,12,13,14,15,16,17,))
-17|Vertex(id=17,value=0, edges=(11,12,13,14,15,16,17,18,))
-18|Vertex(id=18,value=0, edges=(11,12,13,14,15,16,17,18,19,))
-19|Vertex(id=19,value=0, edges=(0,11,12,13,14,15,16,17,18,19,))
-21|Vertex(id=21,value=21, edges=(22,23,24,))
-25|Vertex(id=25,value=25, edges=())
-27|Vertex(id=27,value=27, edges=())
+0 0
+1 0
+2 0
+3 0
+4 0
+5 0
+6 0
+7 0
+8 0
+9 0
+10 0
+11 0
+12 0
+13 0
+14 0
+15 0
+16 0
+17 0
+18 0
+19 0
+21 21
+25 25
+27 27
diff --git a/pregelix/pregelix-example/src/test/resources/expected/GraphMutation.result b/pregelix/pregelix-example/src/test/resources/expected/GraphMutation.result
new file mode 100644
index 0000000..a30166c
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/expected/GraphMutation.result
@@ -0,0 +1,13 @@
+1 0.0
+5 0.0
+7 0.0
+11 0.0
+13 0.0
+17 0.0
+19 0.0
+100 0.0
+500 0.0
+700 0.0
+1100 0.0
+1300 0.0
+1700 0.0
diff --git a/pregelix/pregelix-example/src/test/resources/expected/MaximalClique.result b/pregelix/pregelix-example/src/test/resources/expected/MaximalClique.result
new file mode 100644
index 0000000..d238037
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/expected/MaximalClique.result
@@ -0,0 +1,7 @@
+1 1,2,3,4;
+2 2,3,4;
+3
+4
+5
+6
+7
diff --git a/pregelix/pregelix-example/src/test/resources/expected/PageRank.result b/pregelix/pregelix-example/src/test/resources/expected/PageRank.result
index f38e191..9c4d83a 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/PageRank.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/PageRank.result
@@ -1,20 +1,20 @@
-0|Vertex(id=0,value=0.008290140026154316, edges=(1,))
-1|Vertex(id=1,value=0.1535152819247165, edges=(1,2,))
-2|Vertex(id=2,value=0.14646839195826475, edges=(1,2,3,))
-3|Vertex(id=3,value=0.08125113985998214, edges=(1,2,3,4,))
-4|Vertex(id=4,value=0.03976979906329426, edges=(1,2,3,4,5,))
-5|Vertex(id=5,value=0.0225041581462058, edges=(1,2,3,4,5,6,))
-6|Vertex(id=6,value=0.015736276824953852, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=0.012542224114863661, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=0.010628239626209894, edges=(1,2,3,4,5,6,7,8,9,))
-9|Vertex(id=9,value=0.009294348455354817, edges=(1,2,3,4,5,6,7,8,9,10,))
-10|Vertex(id=10,value=0.008290140026154316, edges=(11,))
-11|Vertex(id=11,value=0.15351528192471647, edges=(11,12,))
-12|Vertex(id=12,value=0.14646839195826472, edges=(11,12,13,))
-13|Vertex(id=13,value=0.08125113985998214, edges=(11,12,13,14,))
-14|Vertex(id=14,value=0.03976979906329425, edges=(11,12,13,14,15,))
-15|Vertex(id=15,value=0.0225041581462058, edges=(11,12,13,14,15,16,))
-16|Vertex(id=16,value=0.015736276824953852, edges=(11,12,13,14,15,16,17,))
-17|Vertex(id=17,value=0.012542224114863661, edges=(11,12,13,14,15,16,17,18,))
-18|Vertex(id=18,value=0.010628239626209894, edges=(11,12,13,14,15,16,17,18,19,))
-19|Vertex(id=19,value=0.009294348455354817, edges=(0,11,12,13,14,15,16,17,18,19,))
+0 0.008290140026154316
+1 0.1535152819247165
+2 0.14646839195826475
+3 0.08125113985998214
+4 0.03976979906329426
+5 0.0225041581462058
+6 0.015736276824953852
+7 0.012542224114863661
+8 0.010628239626209894
+9 0.009294348455354817
+10 0.008290140026154316
+11 0.15351528192471647
+12 0.14646839195826472
+13 0.08125113985998214
+14 0.03976979906329425
+15 0.0225041581462058
+16 0.015736276824953852
+17 0.012542224114863661
+18 0.010628239626209894
+19 0.009294348455354817
diff --git a/pregelix/pregelix-example/src/test/resources/expected/PageRankReal.result b/pregelix/pregelix-example/src/test/resources/expected/PageRankReal.result
index ab05d38..6432eda 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/PageRankReal.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/PageRankReal.result
@@ -1,20 +1,20 @@
-0|Vertex(id=0,value=0.008290140026154316, edges=(1,))
-1|Vertex(id=1,value=0.1535152819247165, edges=(1,2,))
-2|Vertex(id=2,value=0.14646839195826475, edges=(1,2,3,))
-3|Vertex(id=3,value=0.08125113985998214, edges=(1,2,3,4,))
-4|Vertex(id=4,value=0.03976979906329426, edges=(1,2,3,4,5,))
-5|Vertex(id=5,value=0.0225041581462058, edges=(1,2,3,4,5,6,))
-6|Vertex(id=6,value=0.015736276824953852, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=0.012542224114863661, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=0.010628239626209894, edges=(1,2,3,4,5,6,7,8,9,))
-9|Vertex(id=9,value=0.009294348455354817, edges=(1,2,3,4,5,6,7,8,9,10,))
-10|Vertex(id=10,value=0.008290140026154316, edges=(11,))
-11|Vertex(id=11,value=0.15351528192471647, edges=(11,12,))
-12|Vertex(id=12,value=0.14646839195826472, edges=(11,12,13,))
-13|Vertex(id=13,value=0.08125113985998214, edges=(11,12,13,14,))
-14|Vertex(id=14,value=0.03976979906329426, edges=(11,12,13,14,15,))
-15|Vertex(id=15,value=0.0225041581462058, edges=(11,12,13,14,15,16,))
-16|Vertex(id=16,value=0.015736276824953852, edges=(11,12,13,14,15,16,17,))
-17|Vertex(id=17,value=0.012542224114863661, edges=(11,12,13,14,15,16,17,18,))
-18|Vertex(id=18,value=0.010628239626209894, edges=(11,12,13,14,15,16,17,18,19,))
-19|Vertex(id=19,value=0.009294348455354817, edges=(0,11,12,13,14,15,16,17,18,19,))
+0 0.008290140026154316
+1 0.1535152819247165
+2 0.14646839195826475
+3 0.08125113985998214
+4 0.03976979906329426
+5 0.0225041581462058
+6 0.015736276824953852
+7 0.012542224114863661
+8 0.010628239626209894
+9 0.009294348455354817
+10 0.008290140026154316
+11 0.15351528192471647
+12 0.14646839195826472
+13 0.08125113985998214
+14 0.03976979906329426
+15 0.0225041581462058
+16 0.015736276824953852
+17 0.012542224114863661
+18 0.010628239626209894
+19 0.009294348455354817
diff --git a/pregelix/pregelix-example/src/test/resources/expected/PageRankRealComplex.result b/pregelix/pregelix-example/src/test/resources/expected/PageRankRealComplex.result
index 1fc108a..2bd09e1 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/PageRankRealComplex.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/PageRankRealComplex.result
@@ -1,23 +1,23 @@
-0|Vertex(id=0,value=0.0072088164890121405, edges=(1,50,))
-1|Vertex(id=1,value=0.12352056961948686, edges=(1,2,))
-2|Vertex(id=2,value=0.12045670441668178, edges=(1,2,3,))
-3|Vertex(id=3,value=0.06798545786459467, edges=(1,2,3,4,))
-4|Vertex(id=4,value=0.03387281259892814, edges=(1,2,3,4,5,))
-5|Vertex(id=5,value=0.01942600635480669, edges=(1,2,3,4,5,6,))
-6|Vertex(id=6,value=0.013661020012182747, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=0.0109034351563503, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=0.009241684574402657, edges=(1,2,3,4,5,6,7,8,9,))
-9|Vertex(id=9,value=0.008082028259564783, edges=(1,2,3,4,5,6,7,8,9,10,))
-10|Vertex(id=10,value=0.007208817414047232, edges=(11,99,))
-11|Vertex(id=11,value=0.07555839219845861, edges=(11,12,101,))
-12|Vertex(id=12,value=0.07249452699565352, edges=(11,12,13,))
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diff --git a/pregelix/pregelix-example/src/test/resources/expected/PageRankRealDynamic.result b/pregelix/pregelix-example/src/test/resources/expected/PageRankRealDynamic.result
new file mode 100644
index 0000000..6432eda
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/expected/PageRankRealDynamic.result
@@ -0,0 +1,20 @@
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+1 0.1535152819247165
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+3 0.08125113985998214
+4 0.03976979906329426
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+7 0.012542224114863661
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+14 0.03976979906329426
+15 0.0225041581462058
+16 0.015736276824953852
+17 0.012542224114863661
+18 0.010628239626209894
+19 0.009294348455354817
diff --git a/pregelix/pregelix-example/src/test/resources/expected/PageRankRealNoCombiner.result b/pregelix/pregelix-example/src/test/resources/expected/PageRankRealNoCombiner.result
index ab05d38..9a747a6 100755
--- a/pregelix/pregelix-example/src/test/resources/expected/PageRankRealNoCombiner.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/PageRankRealNoCombiner.result
@@ -1,20 +1,20 @@
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-19|Vertex(id=19,value=0.009294348455354817, edges=(0,11,12,13,14,15,16,17,18,19,))
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+2 0.14646839195826475
+3 0.08125113985998211
+4 0.03976979906329425
+5 0.0225041581462058
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+7 0.012542224114863661
+8 0.010628239626209894
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+14 0.03976979906329426
+15 0.0225041581462058
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+18 0.010628239626209894
+19 0.009294348455354817
diff --git a/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplex.result b/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplex.result
index 74113a8..a1dfc0f 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplex.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplex.result
@@ -1,23 +1,23 @@
-0|Vertex(id=0,value=2, edges=(1,50,))
-1|Vertex(id=1,value=3, edges=(1,2,))
-2|Vertex(id=2,value=1, edges=(1,2,3,))
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-4|Vertex(id=4,value=1, edges=(1,2,3,4,5,))
-5|Vertex(id=5,value=1, edges=(1,2,3,4,5,6,))
-6|Vertex(id=6,value=1, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=1, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=1, edges=(1,2,3,4,5,6,7,8,9,))
-9|Vertex(id=9,value=1, edges=(1,2,3,4,5,6,7,8,9,10,))
-10|Vertex(id=10,value=3, edges=(11,99,))
-11|Vertex(id=11,value=2, edges=(11,12,101,))
-12|Vertex(id=12,value=2, edges=(11,12,13,))
-13|Vertex(id=13,value=2, edges=(11,12,13,14,))
-14|Vertex(id=14,value=2, edges=(11,12,13,14,15,))
-15|Vertex(id=15,value=2, edges=(11,12,13,14,15,16,))
-16|Vertex(id=16,value=2, edges=(11,12,13,14,15,16,17,))
-17|Vertex(id=17,value=2, edges=(11,12,13,14,15,16,17,18,))
-18|Vertex(id=18,value=2, edges=(11,12,13,14,15,16,17,18,19,))
-19|Vertex(id=19,value=2, edges=(0,11,12,13,14,15,16,17,18,19,))
-21|Vertex(id=21,value=0, edges=(22,23,24,))
-25|Vertex(id=25,value=0, edges=())
-27|Vertex(id=27,value=0, edges=())
+0 2
+1 3
+2 1
+3 1
+4 1
+5 1
+6 1
+7 1
+8 1
+9 1
+10 3
+11 2
+12 2
+13 2
+14 2
+15 2
+16 2
+17 2
+18 2
+19 2
+21 0
+25 0
+27 0
diff --git a/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplexNoConnectivity.result b/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplexNoConnectivity.result
index ea0edc2..1693fb2 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplexNoConnectivity.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/ReachibilityRealComplexNoConnectivity.result
@@ -1,23 +1,23 @@
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-1|Vertex(id=1,value=1, edges=(1,2,))
-2|Vertex(id=2,value=1, edges=(1,2,3,))
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-6|Vertex(id=6,value=1, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=1, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=1, edges=(1,2,3,4,5,6,7,8,9,))
-9|Vertex(id=9,value=1, edges=(1,2,3,4,5,6,7,8,9,10,))
-10|Vertex(id=10,value=1, edges=(11,99,))
-11|Vertex(id=11,value=1, edges=(11,12,101,))
-12|Vertex(id=12,value=1, edges=(11,12,13,))
-13|Vertex(id=13,value=1, edges=(11,12,13,14,))
-14|Vertex(id=14,value=1, edges=(11,12,13,14,15,))
-15|Vertex(id=15,value=1, edges=(11,12,13,14,15,16,))
-16|Vertex(id=16,value=1, edges=(11,12,13,14,15,16,17,))
-17|Vertex(id=17,value=1, edges=(11,12,13,14,15,16,17,18,))
-18|Vertex(id=18,value=1, edges=(11,12,13,14,15,16,17,18,19,))
-19|Vertex(id=19,value=1, edges=(0,11,12,13,14,15,16,17,18,19,))
-21|Vertex(id=21,value=0, edges=(22,23,24,))
-25|Vertex(id=25,value=2, edges=())
-27|Vertex(id=27,value=0, edges=())
+0 1
+1 1
+2 1
+3 1
+4 1
+5 1
+6 1
+7 1
+8 1
+9 1
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+13 1
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+15 1
+16 1
+17 1
+18 1
+19 1
+21 0
+25 2
+27 0
diff --git a/pregelix/pregelix-example/src/test/resources/expected/ShortestPaths.result b/pregelix/pregelix-example/src/test/resources/expected/ShortestPaths.result
index 7bb0ca3..46d1c73 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/ShortestPaths.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/ShortestPaths.result
@@ -1,20 +1,20 @@
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-1|Vertex(id=1,value=0.0, edges=(1,2,))
-2|Vertex(id=2,value=100.0, edges=(1,2,3,))
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-4|Vertex(id=4,value=600.0, edges=(1,2,3,4,5,))
-5|Vertex(id=5,value=1000.0, edges=(1,2,3,4,5,6,))
-6|Vertex(id=6,value=1500.0, edges=(1,2,3,4,5,6,7,))
-7|Vertex(id=7,value=2100.0, edges=(1,2,3,4,5,6,7,8,))
-8|Vertex(id=8,value=2800.0, edges=(1,2,3,4,5,6,7,8,9,))
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-10|Vertex(id=10,value=4500.0, edges=(11,))
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-19|Vertex(id=19,value=17100.0, edges=(0,11,12,13,14,15,16,17,18,19,))
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+7 2100.0
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+11 5500.0
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+14 9100.0
+15 10500.0
+16 12000.0
+17 13600.0
+18 15300.0
+19 17100.0
diff --git a/pregelix/pregelix-example/src/test/resources/expected/ShortestPathsReal.result b/pregelix/pregelix-example/src/test/resources/expected/ShortestPathsReal.result
index f2c31a6..b42462f 100644
--- a/pregelix/pregelix-example/src/test/resources/expected/ShortestPathsReal.result
+++ b/pregelix/pregelix-example/src/test/resources/expected/ShortestPathsReal.result
@@ -1,20 +1,20 @@
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-1|Vertex(id=1,value=1.0, edges=(1,2,))
-2|Vertex(id=2,value=2.0, edges=(1,2,3,))
-3|Vertex(id=3,value=3.0, edges=(1,2,3,4,))
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diff --git a/pregelix/pregelix-example/src/test/resources/expected/TriangleCounting.result b/pregelix/pregelix-example/src/test/resources/expected/TriangleCounting.result
new file mode 100644
index 0000000..4818e13
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/expected/TriangleCounting.result
@@ -0,0 +1,7 @@
+1 3
+2 2
+3 0
+4 0
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diff --git a/pregelix/pregelix-example/src/test/resources/hadoop/conf/log4j.properties b/pregelix/pregelix-example/src/test/resources/hadoop/conf/log4j.properties
index d5e6004..3335964 100755
--- a/pregelix/pregelix-example/src/test/resources/hadoop/conf/log4j.properties
+++ b/pregelix/pregelix-example/src/test/resources/hadoop/conf/log4j.properties
@@ -76,7 +76,7 @@
# FSNamesystem Audit logging
# All audit events are logged at INFO level
#
-log4j.logger.org.apache.hadoop.fs.FSNamesystem.audit=WARN
+log4j.logger.org.apache.hadoop=FATAL
# Custom Logging levels
diff --git a/pregelix/pregelix-example/src/test/resources/hadoop/conf/mapred-site.xml b/pregelix/pregelix-example/src/test/resources/hadoop/conf/mapred-site.xml
index 1b9a4d6..71450f1 100644
--- a/pregelix/pregelix-example/src/test/resources/hadoop/conf/mapred-site.xml
+++ b/pregelix/pregelix-example/src/test/resources/hadoop/conf/mapred-site.xml
@@ -18,8 +18,8 @@
<value>20</value>
</property>
<property>
- <name>mapred.min.split.size</name>
- <value>65536</value>
+ <name>mapred.max.split.size</name>
+ <value>128</value>
</property>
</configuration>
diff --git a/pregelix/pregelix-example/src/test/resources/jobs/GraphMutation.xml b/pregelix/pregelix-example/src/test/resources/jobs/GraphMutation.xml
new file mode 100644
index 0000000..9f51f6d
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/jobs/GraphMutation.xml
@@ -0,0 +1,141 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?><configuration>
+<property><name>mapred.tasktracker.dns.nameserver</name><value>default</value></property>
+<property><name>mapred.queue.default.acl-administer-jobs</name><value>*</value></property>
+<property><name>mapred.skip.map.auto.incr.proc.count</name><value>true</value></property>
+<property><name>mapred.jobtracker.instrumentation</name><value>org.apache.hadoop.mapred.JobTrackerMetricsInst</value></property>
+<property><name>mapred.skip.reduce.auto.incr.proc.count</name><value>true</value></property>
+<property><name>fs.hsftp.impl</name><value>org.apache.hadoop.hdfs.HsftpFileSystem</value></property>
+<property><name>mapred.input.dir</name><value>file:/webmap</value></property>
+<property><name>mapred.submit.replication</name><value>10</value></property>
+<property><name>ipc.server.tcpnodelay</name><value>false</value></property>
+<property><name>fs.checkpoint.dir</name><value>${hadoop.tmp.dir}/dfs/namesecondary</value></property>
+<property><name>mapred.output.compression.type</name><value>RECORD</value></property>
+<property><name>mapred.job.shuffle.merge.percent</name><value>0.66</value></property>
+<property><name>mapred.child.java.opts</name><value>-Xmx200m</value></property>
+<property><name>mapred.queue.default.acl-submit-job</name><value>*</value></property>
+<property><name>keep.failed.task.files</name><value>false</value></property>
+<property><name>mapred.jobtracker.job.history.block.size</name><value>3145728</value></property>
+<property><name>io.bytes.per.checksum</name><value>512</value></property>
+<property><name>mapred.task.tracker.report.address</name><value>127.0.0.1:0</value></property>
+<property><name>hadoop.util.hash.type</name><value>murmur</value></property>
+<property><name>fs.hdfs.impl</name><value>org.apache.hadoop.hdfs.DistributedFileSystem</value></property>
+<property><name>fs.ramfs.impl</name><value>org.apache.hadoop.fs.InMemoryFileSystem</value></property>
+<property><name>mapred.jobtracker.restart.recover</name><value>false</value></property>
+<property><name>fs.hftp.impl</name><value>org.apache.hadoop.hdfs.HftpFileSystem</value></property>
+<property><name>fs.checkpoint.period</name><value>3600</value></property>
+<property><name>mapred.child.tmp</name><value>./tmp</value></property>
+<property><name>mapred.local.dir.minspacekill</name><value>0</value></property>
+<property><name>map.sort.class</name><value>org.apache.hadoop.util.QuickSort</value></property>
+<property><name>hadoop.logfile.count</name><value>10</value></property>
+<property><name>ipc.client.connection.maxidletime</name><value>10000</value></property>
+<property><name>mapred.output.dir</name><value>/result</value></property>
+<property><name>io.map.index.skip</name><value>0</value></property>
+<property><name>mapred.tasktracker.expiry.interval</name><value>600000</value></property>
+<property><name>mapred.output.compress</name><value>false</value></property>
+<property><name>io.seqfile.lazydecompress</name><value>true</value></property>
+<property><name>mapred.reduce.parallel.copies</name><value>5</value></property>
+<property><name>fs.checkpoint.size</name><value>67108864</value></property>
+<property><name>mapred.job.reduce.input.buffer.percent</name><value>0.0</value></property>
+<property><name>mapred.job.name</name><value>Graph Mutation</value></property>
+<property><name>local.cache.size</name><value>10737418240</value></property>
+<property><name>fs.s3n.impl</name><value>org.apache.hadoop.fs.s3native.NativeS3FileSystem</value></property>
+<property><name>mapred.userlog.limit.kb</name><value>0</value></property>
+<property><name>fs.file.impl</name><value>org.apache.hadoop.fs.LocalFileSystem</value></property>
+<property><name>mapred.task.tracker.http.address</name><value>0.0.0.0:50060</value></property>
+<property><name>mapred.task.timeout</name><value>600000</value></property>
+<property><name>fs.kfs.impl</name><value>org.apache.hadoop.fs.kfs.KosmosFileSystem</value></property>
+<property><name>mapred.max.tracker.blacklists</name><value>4</value></property>
+<property><name>fs.s3.buffer.dir</name><value>${hadoop.tmp.dir}/s3</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.dir</name><value>/jobtracker/jobsInfo</value></property>
+<property><name>ipc.client.kill.max</name><value>10</value></property>
+<property><name>mapred.tasktracker.instrumentation</name><value>org.apache.hadoop.mapred.TaskTrackerMetricsInst</value></property>
+<property><name>mapred.reduce.tasks.speculative.execution</name><value>true</value></property>
+<property><name>io.sort.record.percent</name><value>0.05</value></property>
+<property><name>hadoop.security.authorization</name><value>false</value></property>
+<property><name>mapred.max.tracker.failures</name><value>4</value></property>
+<property><name>mapred.jobtracker.taskScheduler</name><value>org.apache.hadoop.mapred.JobQueueTaskScheduler</value></property>
+<property><name>pregelix.numVertices</name><value>20</value></property>
+<property><name>mapred.tasktracker.dns.interface</name><value>default</value></property>
+<property><name>mapred.map.tasks</name><value>2</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.hours</name><value>0</value></property>
+<property><name>fs.s3.sleepTimeSeconds</name><value>10</value></property>
+<property><name>fs.default.name</name><value>file:///</value></property>
+<property><name>tasktracker.http.threads</name><value>40</value></property>
+<property><name>mapred.tasktracker.taskmemorymanager.monitoring-interval</name><value>5000</value></property>
+<property><name>hadoop.rpc.socket.factory.class.default</name><value>org.apache.hadoop.net.StandardSocketFactory</value></property>
+<property><name>mapred.reduce.tasks</name><value>1</value></property>
+<property><name>topology.node.switch.mapping.impl</name><value>org.apache.hadoop.net.ScriptBasedMapping</value></property>
+<property><name>pregelix.vertexClass</name><value>edu.uci.ics.pregelix.example.GraphMutationVertex</value></property>
+<property><name>mapred.skip.reduce.max.skip.groups</name><value>0</value></property>
+<property><name>io.file.buffer.size</name><value>4096</value></property>
+<property><name>mapred.jobtracker.maxtasks.per.job</name><value>-1</value></property>
+<property><name>mapred.tasktracker.indexcache.mb</name><value>10</value></property>
+<property><name>mapred.tasktracker.map.tasks.maximum</name><value>2</value></property>
+<property><name>fs.har.impl.disable.cache</name><value>true</value></property>
+<property><name>mapred.task.profile.maps</name><value>0-2</value></property>
+<property><name>hadoop.native.lib</name><value>true</value></property>
+<property><name>fs.s3.block.size</name><value>67108864</value></property>
+<property><name>mapred.job.reuse.jvm.num.tasks</name><value>1</value></property>
+<property><name>mapred.job.tracker.http.address</name><value>0.0.0.0:50030</value></property>
+<property><name>mapred.tasktracker.reduce.tasks.maximum</name><value>2</value></property>
+<property><name>io.compression.codecs</name><value>org.apache.hadoop.io.compress.DefaultCodec,org.apache.hadoop.io.compress.GzipCodec,org.apache.hadoop.io.compress.BZip2Codec</value></property>
+<property><name>mapred.job.shuffle.input.buffer.percent</name><value>0.70</value></property>
+<property><name>io.seqfile.compress.blocksize</name><value>1000000</value></property>
+<property><name>mapred.queue.names</name><value>default</value></property>
+<property><name>fs.har.impl</name><value>org.apache.hadoop.fs.HarFileSystem</value></property>
+<property><name>io.mapfile.bloom.error.rate</name><value>0.005</value></property>
+<property><name>mapred.job.tracker</name><value>local</value></property>
+<property><name>io.skip.checksum.errors</name><value>false</value></property>
+<property><name>mapred.reduce.max.attempts</name><value>4</value></property>
+<property><name>fs.s3.maxRetries</name><value>4</value></property>
+<property><name>ipc.server.listen.queue.size</name><value>128</value></property>
+<property><name>fs.trash.interval</name><value>0</value></property>
+<property><name>mapred.local.dir.minspacestart</name><value>0</value></property>
+<property><name>fs.s3.impl</name><value>org.apache.hadoop.fs.s3.S3FileSystem</value></property>
+<property><name>io.seqfile.sorter.recordlimit</name><value>1000000</value></property>
+<property><name>io.mapfile.bloom.size</name><value>1048576</value></property>
+<property><name>io.sort.mb</name><value>100</value></property>
+<property><name>mapred.local.dir</name><value>${hadoop.tmp.dir}/mapred/local</value></property>
+<property><name>io.sort.factor</name><value>10</value></property>
+<property><name>mapred.task.profile</name><value>false</value></property>
+<property><name>job.end.retry.interval</name><value>30000</value></property>
+<property><name>mapred.tasktracker.procfsbasedprocesstree.sleeptime-before-sigkill</name><value>5000</value></property>
+<property><name>mapred.jobtracker.completeuserjobs.maximum</name><value>100</value></property>
+<property><name>mapred.task.profile.reduces</name><value>0-2</value></property>
+<property><name>webinterface.private.actions</name><value>false</value></property>
+<property><name>hadoop.tmp.dir</name><value>/tmp/hadoop-${user.name}</value></property>
+<property><name>mapred.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.skip.attempts.to.start.skipping</name><value>2</value></property>
+<property><name>mapred.temp.dir</name><value>${hadoop.tmp.dir}/mapred/temp</value></property>
+<property><name>mapred.merge.recordsBeforeProgress</name><value>10000</value></property>
+<property><name>mapred.map.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.compress.map.output</name><value>false</value></property>
+<property><name>io.sort.spill.percent</name><value>0.80</value></property>
+<property><name>fs.checkpoint.edits.dir</name><value>${fs.checkpoint.dir}</value></property>
+<property><name>mapred.userlog.retain.hours</name><value>24</value></property>
+<property><name>mapred.system.dir</name><value>${hadoop.tmp.dir}/mapred/system</value></property>
+<property><name>mapred.line.input.format.linespermap</name><value>1</value></property>
+<property><name>job.end.retry.attempts</name><value>0</value></property>
+<property><name>ipc.client.idlethreshold</name><value>4000</value></property>
+<property><name>pregelix.vertexOutputFormatClass</name><value>edu.uci.ics.pregelix.example.GraphMutationVertex$SimpleGraphMutationVertexOutputFormat</value></property>
+<property><name>mapred.reduce.copy.backoff</name><value>300</value></property>
+<property><name>mapred.map.tasks.speculative.execution</name><value>true</value></property>
+<property><name>mapred.inmem.merge.threshold</name><value>1000</value></property>
+<property><name>hadoop.logfile.size</name><value>10000000</value></property>
+<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.inputformat.TextPageRankInputFormat</value></property>
+<property><name>mapred.job.queue.name</name><value>default</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.active</name><value>false</value></property>
+<property><name>mapred.reduce.slowstart.completed.maps</name><value>0.05</value></property>
+<property><name>topology.script.number.args</name><value>100</value></property>
+<property><name>mapred.skip.map.max.skip.records</name><value>0</value></property>
+<property><name>fs.ftp.impl</name><value>org.apache.hadoop.fs.ftp.FTPFileSystem</value></property>
+<property><name>mapred.task.cache.levels</name><value>2</value></property>
+<property><name>mapred.job.tracker.handler.count</name><value>10</value></property>
+<property><name>io.serializations</name><value>org.apache.hadoop.io.serializer.WritableSerialization</value></property>
+<property><name>ipc.client.connect.max.retries</name><value>10</value></property>
+<property><name>mapred.min.split.size</name><value>0</value></property>
+<property><name>mapred.map.max.attempts</name><value>4</value></property>
+<property><name>jobclient.output.filter</name><value>FAILED</value></property>
+<property><name>ipc.client.tcpnodelay</name><value>false</value></property>
+<property><name>mapred.acls.enabled</name><value>false</value></property>
+</configuration>
\ No newline at end of file
diff --git a/pregelix/pregelix-example/src/test/resources/jobs/MaximalClique.xml b/pregelix/pregelix-example/src/test/resources/jobs/MaximalClique.xml
new file mode 100644
index 0000000..616c647
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/jobs/MaximalClique.xml
@@ -0,0 +1,142 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?><configuration>
+<property><name>mapred.tasktracker.dns.nameserver</name><value>default</value></property>
+<property><name>mapred.queue.default.acl-administer-jobs</name><value>*</value></property>
+<property><name>mapred.skip.map.auto.incr.proc.count</name><value>true</value></property>
+<property><name>mapred.jobtracker.instrumentation</name><value>org.apache.hadoop.mapred.JobTrackerMetricsInst</value></property>
+<property><name>mapred.skip.reduce.auto.incr.proc.count</name><value>true</value></property>
+<property><name>fs.hsftp.impl</name><value>org.apache.hadoop.hdfs.HsftpFileSystem</value></property>
+<property><name>mapred.input.dir</name><value>file:/clique</value></property>
+<property><name>mapred.submit.replication</name><value>10</value></property>
+<property><name>ipc.server.tcpnodelay</name><value>false</value></property>
+<property><name>fs.checkpoint.dir</name><value>${hadoop.tmp.dir}/dfs/namesecondary</value></property>
+<property><name>mapred.output.compression.type</name><value>RECORD</value></property>
+<property><name>mapred.job.shuffle.merge.percent</name><value>0.66</value></property>
+<property><name>mapred.child.java.opts</name><value>-Xmx200m</value></property>
+<property><name>mapred.queue.default.acl-submit-job</name><value>*</value></property>
+<property><name>keep.failed.task.files</name><value>false</value></property>
+<property><name>mapred.jobtracker.job.history.block.size</name><value>3145728</value></property>
+<property><name>io.bytes.per.checksum</name><value>512</value></property>
+<property><name>mapred.task.tracker.report.address</name><value>127.0.0.1:0</value></property>
+<property><name>hadoop.util.hash.type</name><value>murmur</value></property>
+<property><name>fs.hdfs.impl</name><value>org.apache.hadoop.hdfs.DistributedFileSystem</value></property>
+<property><name>fs.ramfs.impl</name><value>org.apache.hadoop.fs.InMemoryFileSystem</value></property>
+<property><name>mapred.jobtracker.restart.recover</name><value>false</value></property>
+<property><name>fs.hftp.impl</name><value>org.apache.hadoop.hdfs.HftpFileSystem</value></property>
+<property><name>fs.checkpoint.period</name><value>3600</value></property>
+<property><name>mapred.child.tmp</name><value>./tmp</value></property>
+<property><name>mapred.local.dir.minspacekill</name><value>0</value></property>
+<property><name>map.sort.class</name><value>org.apache.hadoop.util.QuickSort</value></property>
+<property><name>hadoop.logfile.count</name><value>10</value></property>
+<property><name>ipc.client.connection.maxidletime</name><value>10000</value></property>
+<property><name>mapred.output.dir</name><value>/resultclique</value></property>
+<property><name>io.map.index.skip</name><value>0</value></property>
+<property><name>mapred.tasktracker.expiry.interval</name><value>600000</value></property>
+<property><name>mapred.output.compress</name><value>false</value></property>
+<property><name>io.seqfile.lazydecompress</name><value>true</value></property>
+<property><name>mapred.reduce.parallel.copies</name><value>5</value></property>
+<property><name>fs.checkpoint.size</name><value>67108864</value></property>
+<property><name>mapred.job.reduce.input.buffer.percent</name><value>0.0</value></property>
+<property><name>mapred.job.name</name><value>Maximal Clique</value></property>
+<property><name>local.cache.size</name><value>10737418240</value></property>
+<property><name>fs.s3n.impl</name><value>org.apache.hadoop.fs.s3native.NativeS3FileSystem</value></property>
+<property><name>mapred.userlog.limit.kb</name><value>0</value></property>
+<property><name>fs.file.impl</name><value>org.apache.hadoop.fs.LocalFileSystem</value></property>
+<property><name>mapred.task.tracker.http.address</name><value>0.0.0.0:50060</value></property>
+<property><name>mapred.task.timeout</name><value>600000</value></property>
+<property><name>fs.kfs.impl</name><value>org.apache.hadoop.fs.kfs.KosmosFileSystem</value></property>
+<property><name>mapred.max.tracker.blacklists</name><value>4</value></property>
+<property><name>fs.s3.buffer.dir</name><value>${hadoop.tmp.dir}/s3</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.dir</name><value>/jobtracker/jobsInfo</value></property>
+<property><name>ipc.client.kill.max</name><value>10</value></property>
+<property><name>mapred.tasktracker.instrumentation</name><value>org.apache.hadoop.mapred.TaskTrackerMetricsInst</value></property>
+<property><name>mapred.reduce.tasks.speculative.execution</name><value>true</value></property>
+<property><name>io.sort.record.percent</name><value>0.05</value></property>
+<property><name>hadoop.security.authorization</name><value>false</value></property>
+<property><name>mapred.max.tracker.failures</name><value>4</value></property>
+<property><name>mapred.jobtracker.taskScheduler</name><value>org.apache.hadoop.mapred.JobQueueTaskScheduler</value></property>
+<property><name>mapred.tasktracker.dns.interface</name><value>default</value></property>
+<property><name>mapred.map.tasks</name><value>2</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.hours</name><value>0</value></property>
+<property><name>fs.s3.sleepTimeSeconds</name><value>10</value></property>
+<property><name>fs.default.name</name><value>file:///</value></property>
+<property><name>tasktracker.http.threads</name><value>40</value></property>
+<property><name>mapred.tasktracker.taskmemorymanager.monitoring-interval</name><value>5000</value></property>
+<property><name>hadoop.rpc.socket.factory.class.default</name><value>org.apache.hadoop.net.StandardSocketFactory</value></property>
+<property><name>mapred.reduce.tasks</name><value>1</value></property>
+<property><name>topology.node.switch.mapping.impl</name><value>org.apache.hadoop.net.ScriptBasedMapping</value></property>
+<property><name>pregelix.vertexClass</name><value>edu.uci.ics.pregelix.example.maximalclique.MaximalCliqueVertex</value></property>
+<property><name>mapred.skip.reduce.max.skip.groups</name><value>0</value></property>
+<property><name>io.file.buffer.size</name><value>4096</value></property>
+<property><name>mapred.jobtracker.maxtasks.per.job</name><value>-1</value></property>
+<property><name>mapred.tasktracker.indexcache.mb</name><value>10</value></property>
+<property><name>mapred.tasktracker.map.tasks.maximum</name><value>2</value></property>
+<property><name>fs.har.impl.disable.cache</name><value>true</value></property>
+<property><name>mapred.task.profile.maps</name><value>0-2</value></property>
+<property><name>hadoop.native.lib</name><value>true</value></property>
+<property><name>fs.s3.block.size</name><value>67108864</value></property>
+<property><name>mapred.job.reuse.jvm.num.tasks</name><value>1</value></property>
+<property><name>mapred.job.tracker.http.address</name><value>0.0.0.0:50030</value></property>
+<property><name>mapred.tasktracker.reduce.tasks.maximum</name><value>2</value></property>
+<property><name>io.compression.codecs</name><value>org.apache.hadoop.io.compress.DefaultCodec,org.apache.hadoop.io.compress.GzipCodec,org.apache.hadoop.io.compress.BZip2Codec</value></property>
+<property><name>mapred.job.shuffle.input.buffer.percent</name><value>0.70</value></property>
+<property><name>io.seqfile.compress.blocksize</name><value>1000000</value></property>
+<property><name>mapred.queue.names</name><value>default</value></property>
+<property><name>fs.har.impl</name><value>org.apache.hadoop.fs.HarFileSystem</value></property>
+<property><name>io.mapfile.bloom.error.rate</name><value>0.005</value></property>
+<property><name>mapred.job.tracker</name><value>local</value></property>
+<property><name>io.skip.checksum.errors</name><value>false</value></property>
+<property><name>mapred.reduce.max.attempts</name><value>4</value></property>
+<property><name>fs.s3.maxRetries</name><value>4</value></property>
+<property><name>ipc.server.listen.queue.size</name><value>128</value></property>
+<property><name>fs.trash.interval</name><value>0</value></property>
+<property><name>mapred.local.dir.minspacestart</name><value>0</value></property>
+<property><name>fs.s3.impl</name><value>org.apache.hadoop.fs.s3.S3FileSystem</value></property>
+<property><name>io.seqfile.sorter.recordlimit</name><value>1000000</value></property>
+<property><name>io.mapfile.bloom.size</name><value>1048576</value></property>
+<property><name>io.sort.mb</name><value>100</value></property>
+<property><name>mapred.local.dir</name><value>${hadoop.tmp.dir}/mapred/local</value></property>
+<property><name>io.sort.factor</name><value>10</value></property>
+<property><name>mapred.task.profile</name><value>false</value></property>
+<property><name>job.end.retry.interval</name><value>30000</value></property>
+<property><name>mapred.tasktracker.procfsbasedprocesstree.sleeptime-before-sigkill</name><value>5000</value></property>
+<property><name>mapred.jobtracker.completeuserjobs.maximum</name><value>100</value></property>
+<property><name>mapred.task.profile.reduces</name><value>0-2</value></property>
+<property><name>webinterface.private.actions</name><value>false</value></property>
+<property><name>hadoop.tmp.dir</name><value>/tmp/hadoop-${user.name}</value></property>
+<property><name>mapred.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.skip.attempts.to.start.skipping</name><value>2</value></property>
+<property><name>mapred.temp.dir</name><value>${hadoop.tmp.dir}/mapred/temp</value></property>
+<property><name>mapred.merge.recordsBeforeProgress</name><value>10000</value></property>
+<property><name>mapred.map.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.compress.map.output</name><value>false</value></property>
+<property><name>io.sort.spill.percent</name><value>0.80</value></property>
+<property><name>fs.checkpoint.edits.dir</name><value>${fs.checkpoint.dir}</value></property>
+<property><name>mapred.userlog.retain.hours</name><value>24</value></property>
+<property><name>mapred.system.dir</name><value>${hadoop.tmp.dir}/mapred/system</value></property>
+<property><name>mapred.line.input.format.linespermap</name><value>1</value></property>
+<property><name>job.end.retry.attempts</name><value>0</value></property>
+<property><name>ipc.client.idlethreshold</name><value>4000</value></property>
+<property><name>pregelix.vertexOutputFormatClass</name><value>edu.uci.ics.pregelix.example.maximalclique.MaximalCliqueVertex$MaximalCliqueVertexOutputFormat</value></property>
+<property><name>mapred.reduce.copy.backoff</name><value>300</value></property>
+<property><name>mapred.map.tasks.speculative.execution</name><value>true</value></property>
+<property><name>mapred.inmem.merge.threshold</name><value>1000</value></property>
+<property><name>hadoop.logfile.size</name><value>10000000</value></property>
+<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.maximalclique.TextMaximalCliqueInputFormat</value></property>
+<property><name>pregelix.aggregatorClass</name><value>edu.uci.ics.pregelix.example.maximalclique.MaximalCliqueAggregator</value></property>
+<property><name>mapred.job.queue.name</name><value>default</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.active</name><value>false</value></property>
+<property><name>pregelix.incStateLength</name><value>true</value></property>
+<property><name>mapred.reduce.slowstart.completed.maps</name><value>0.05</value></property>
+<property><name>topology.script.number.args</name><value>100</value></property>
+<property><name>mapred.skip.map.max.skip.records</name><value>0</value></property>
+<property><name>fs.ftp.impl</name><value>org.apache.hadoop.fs.ftp.FTPFileSystem</value></property>
+<property><name>mapred.task.cache.levels</name><value>2</value></property>
+<property><name>mapred.job.tracker.handler.count</name><value>10</value></property>
+<property><name>io.serializations</name><value>org.apache.hadoop.io.serializer.WritableSerialization</value></property>
+<property><name>ipc.client.connect.max.retries</name><value>10</value></property>
+<property><name>mapred.min.split.size</name><value>0</value></property>
+<property><name>mapred.map.max.attempts</name><value>4</value></property>
+<property><name>jobclient.output.filter</name><value>FAILED</value></property>
+<property><name>ipc.client.tcpnodelay</name><value>false</value></property>
+<property><name>mapred.acls.enabled</name><value>false</value></property>
+</configuration>
\ No newline at end of file
diff --git a/pregelix/pregelix-example/src/test/resources/jobs/PageRank.xml b/pregelix/pregelix-example/src/test/resources/jobs/PageRank.xml
index e425b38..744e5b0 100644
--- a/pregelix/pregelix-example/src/test/resources/jobs/PageRank.xml
+++ b/pregelix/pregelix-example/src/test/resources/jobs/PageRank.xml
@@ -123,7 +123,7 @@
<property><name>mapred.map.tasks.speculative.execution</name><value>true</value></property>
<property><name>mapred.inmem.merge.threshold</name><value>1000</value></property>
<property><name>hadoop.logfile.size</name><value>10000000</value></property>
-<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.PageRankVertex$SimplePageRankVertexInputFormat</value></property>
+<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.PageRankVertex$SimulatedPageRankVertexInputFormat</value></property>
<property><name>mapred.job.queue.name</name><value>default</value></property>
<property><name>mapred.job.tracker.persist.jobstatus.active</name><value>false</value></property>
<property><name>mapred.reduce.slowstart.completed.maps</name><value>0.05</value></property>
diff --git a/pregelix/pregelix-example/src/test/resources/jobs/PageRankRealDynamic.xml b/pregelix/pregelix-example/src/test/resources/jobs/PageRankRealDynamic.xml
new file mode 100644
index 0000000..c1a04ae
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/jobs/PageRankRealDynamic.xml
@@ -0,0 +1,143 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?><configuration>
+<property><name>mapred.tasktracker.dns.nameserver</name><value>default</value></property>
+<property><name>mapred.queue.default.acl-administer-jobs</name><value>*</value></property>
+<property><name>mapred.skip.map.auto.incr.proc.count</name><value>true</value></property>
+<property><name>mapred.jobtracker.instrumentation</name><value>org.apache.hadoop.mapred.JobTrackerMetricsInst</value></property>
+<property><name>mapred.skip.reduce.auto.incr.proc.count</name><value>true</value></property>
+<property><name>fs.hsftp.impl</name><value>org.apache.hadoop.hdfs.HsftpFileSystem</value></property>
+<property><name>mapred.input.dir</name><value>file:/webmap</value></property>
+<property><name>mapred.submit.replication</name><value>10</value></property>
+<property><name>ipc.server.tcpnodelay</name><value>false</value></property>
+<property><name>fs.checkpoint.dir</name><value>${hadoop.tmp.dir}/dfs/namesecondary</value></property>
+<property><name>mapred.output.compression.type</name><value>RECORD</value></property>
+<property><name>mapred.job.shuffle.merge.percent</name><value>0.66</value></property>
+<property><name>mapred.child.java.opts</name><value>-Xmx200m</value></property>
+<property><name>mapred.queue.default.acl-submit-job</name><value>*</value></property>
+<property><name>keep.failed.task.files</name><value>false</value></property>
+<property><name>mapred.jobtracker.job.history.block.size</name><value>3145728</value></property>
+<property><name>io.bytes.per.checksum</name><value>512</value></property>
+<property><name>mapred.task.tracker.report.address</name><value>127.0.0.1:0</value></property>
+<property><name>hadoop.util.hash.type</name><value>murmur</value></property>
+<property><name>fs.hdfs.impl</name><value>org.apache.hadoop.hdfs.DistributedFileSystem</value></property>
+<property><name>fs.ramfs.impl</name><value>org.apache.hadoop.fs.InMemoryFileSystem</value></property>
+<property><name>mapred.jobtracker.restart.recover</name><value>false</value></property>
+<property><name>fs.hftp.impl</name><value>org.apache.hadoop.hdfs.HftpFileSystem</value></property>
+<property><name>fs.checkpoint.period</name><value>3600</value></property>
+<property><name>mapred.child.tmp</name><value>./tmp</value></property>
+<property><name>mapred.local.dir.minspacekill</name><value>0</value></property>
+<property><name>map.sort.class</name><value>org.apache.hadoop.util.QuickSort</value></property>
+<property><name>hadoop.logfile.count</name><value>10</value></property>
+<property><name>ipc.client.connection.maxidletime</name><value>10000</value></property>
+<property><name>mapred.output.dir</name><value>/result</value></property>
+<property><name>io.map.index.skip</name><value>0</value></property>
+<property><name>mapred.tasktracker.expiry.interval</name><value>600000</value></property>
+<property><name>mapred.output.compress</name><value>false</value></property>
+<property><name>io.seqfile.lazydecompress</name><value>true</value></property>
+<property><name>mapred.reduce.parallel.copies</name><value>5</value></property>
+<property><name>fs.checkpoint.size</name><value>67108864</value></property>
+<property><name>mapred.job.reduce.input.buffer.percent</name><value>0.0</value></property>
+<property><name>mapred.job.name</name><value>PageRank</value></property>
+<property><name>local.cache.size</name><value>10737418240</value></property>
+<property><name>fs.s3n.impl</name><value>org.apache.hadoop.fs.s3native.NativeS3FileSystem</value></property>
+<property><name>mapred.userlog.limit.kb</name><value>0</value></property>
+<property><name>fs.file.impl</name><value>org.apache.hadoop.fs.LocalFileSystem</value></property>
+<property><name>mapred.task.tracker.http.address</name><value>0.0.0.0:50060</value></property>
+<property><name>mapred.task.timeout</name><value>600000</value></property>
+<property><name>fs.kfs.impl</name><value>org.apache.hadoop.fs.kfs.KosmosFileSystem</value></property>
+<property><name>mapred.max.tracker.blacklists</name><value>4</value></property>
+<property><name>fs.s3.buffer.dir</name><value>${hadoop.tmp.dir}/s3</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.dir</name><value>/jobtracker/jobsInfo</value></property>
+<property><name>ipc.client.kill.max</name><value>10</value></property>
+<property><name>mapred.tasktracker.instrumentation</name><value>org.apache.hadoop.mapred.TaskTrackerMetricsInst</value></property>
+<property><name>mapred.reduce.tasks.speculative.execution</name><value>true</value></property>
+<property><name>io.sort.record.percent</name><value>0.05</value></property>
+<property><name>hadoop.security.authorization</name><value>false</value></property>
+<property><name>mapred.max.tracker.failures</name><value>4</value></property>
+<property><name>mapred.jobtracker.taskScheduler</name><value>org.apache.hadoop.mapred.JobQueueTaskScheduler</value></property>
+<property><name>pregelix.numVertices</name><value>20</value></property>
+<property><name>mapred.tasktracker.dns.interface</name><value>default</value></property>
+<property><name>mapred.map.tasks</name><value>2</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.hours</name><value>0</value></property>
+<property><name>fs.s3.sleepTimeSeconds</name><value>10</value></property>
+<property><name>fs.default.name</name><value>file:///</value></property>
+<property><name>tasktracker.http.threads</name><value>40</value></property>
+<property><name>mapred.tasktracker.taskmemorymanager.monitoring-interval</name><value>5000</value></property>
+<property><name>hadoop.rpc.socket.factory.class.default</name><value>org.apache.hadoop.net.StandardSocketFactory</value></property>
+<property><name>mapred.reduce.tasks</name><value>1</value></property>
+<property><name>topology.node.switch.mapping.impl</name><value>org.apache.hadoop.net.ScriptBasedMapping</value></property>
+<property><name>pregelix.vertexClass</name><value>edu.uci.ics.pregelix.example.PageRankVertex</value></property>
+<property><name>mapred.skip.reduce.max.skip.groups</name><value>0</value></property>
+<property><name>io.file.buffer.size</name><value>4096</value></property>
+<property><name>mapred.jobtracker.maxtasks.per.job</name><value>-1</value></property>
+<property><name>mapred.tasktracker.indexcache.mb</name><value>10</value></property>
+<property><name>mapred.tasktracker.map.tasks.maximum</name><value>2</value></property>
+<property><name>fs.har.impl.disable.cache</name><value>true</value></property>
+<property><name>mapred.task.profile.maps</name><value>0-2</value></property>
+<property><name>hadoop.native.lib</name><value>true</value></property>
+<property><name>fs.s3.block.size</name><value>67108864</value></property>
+<property><name>mapred.job.reuse.jvm.num.tasks</name><value>1</value></property>
+<property><name>mapred.job.tracker.http.address</name><value>0.0.0.0:50030</value></property>
+<property><name>mapred.tasktracker.reduce.tasks.maximum</name><value>2</value></property>
+<property><name>io.compression.codecs</name><value>org.apache.hadoop.io.compress.DefaultCodec,org.apache.hadoop.io.compress.GzipCodec,org.apache.hadoop.io.compress.BZip2Codec</value></property>
+<property><name>mapred.job.shuffle.input.buffer.percent</name><value>0.70</value></property>
+<property><name>io.seqfile.compress.blocksize</name><value>1000000</value></property>
+<property><name>mapred.queue.names</name><value>default</value></property>
+<property><name>fs.har.impl</name><value>org.apache.hadoop.fs.HarFileSystem</value></property>
+<property><name>io.mapfile.bloom.error.rate</name><value>0.005</value></property>
+<property><name>mapred.job.tracker</name><value>local</value></property>
+<property><name>io.skip.checksum.errors</name><value>false</value></property>
+<property><name>mapred.reduce.max.attempts</name><value>4</value></property>
+<property><name>fs.s3.maxRetries</name><value>4</value></property>
+<property><name>ipc.server.listen.queue.size</name><value>128</value></property>
+<property><name>fs.trash.interval</name><value>0</value></property>
+<property><name>mapred.local.dir.minspacestart</name><value>0</value></property>
+<property><name>fs.s3.impl</name><value>org.apache.hadoop.fs.s3.S3FileSystem</value></property>
+<property><name>io.seqfile.sorter.recordlimit</name><value>1000000</value></property>
+<property><name>io.mapfile.bloom.size</name><value>1048576</value></property>
+<property><name>io.sort.mb</name><value>100</value></property>
+<property><name>mapred.local.dir</name><value>${hadoop.tmp.dir}/mapred/local</value></property>
+<property><name>io.sort.factor</name><value>10</value></property>
+<property><name>mapred.task.profile</name><value>false</value></property>
+<property><name>job.end.retry.interval</name><value>30000</value></property>
+<property><name>mapred.tasktracker.procfsbasedprocesstree.sleeptime-before-sigkill</name><value>5000</value></property>
+<property><name>mapred.jobtracker.completeuserjobs.maximum</name><value>100</value></property>
+<property><name>mapred.task.profile.reduces</name><value>0-2</value></property>
+<property><name>webinterface.private.actions</name><value>false</value></property>
+<property><name>hadoop.tmp.dir</name><value>/tmp/hadoop-${user.name}</value></property>
+<property><name>pregelix.combinerClass</name><value>edu.uci.ics.pregelix.example.PageRankVertex$SimpleSumCombiner</value></property>
+<property><name>mapred.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.skip.attempts.to.start.skipping</name><value>2</value></property>
+<property><name>mapred.temp.dir</name><value>${hadoop.tmp.dir}/mapred/temp</value></property>
+<property><name>mapred.merge.recordsBeforeProgress</name><value>10000</value></property>
+<property><name>mapred.map.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.compress.map.output</name><value>false</value></property>
+<property><name>io.sort.spill.percent</name><value>0.80</value></property>
+<property><name>fs.checkpoint.edits.dir</name><value>${fs.checkpoint.dir}</value></property>
+<property><name>mapred.userlog.retain.hours</name><value>24</value></property>
+<property><name>mapred.system.dir</name><value>${hadoop.tmp.dir}/mapred/system</value></property>
+<property><name>mapred.line.input.format.linespermap</name><value>1</value></property>
+<property><name>job.end.retry.attempts</name><value>0</value></property>
+<property><name>ipc.client.idlethreshold</name><value>4000</value></property>
+<property><name>pregelix.vertexOutputFormatClass</name><value>edu.uci.ics.pregelix.example.PageRankVertex$SimplePageRankVertexOutputFormat</value></property>
+<property><name>mapred.reduce.copy.backoff</name><value>300</value></property>
+<property><name>mapred.map.tasks.speculative.execution</name><value>true</value></property>
+<property><name>mapred.inmem.merge.threshold</name><value>1000</value></property>
+<property><name>hadoop.logfile.size</name><value>10000000</value></property>
+<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.inputformat.TextPageRankInputFormat</value></property>
+<property><name>mapred.job.queue.name</name><value>default</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.active</name><value>false</value></property>
+<property><name>pregelix.incStateLength</name><value>true</value></property>
+<property><name>mapred.reduce.slowstart.completed.maps</name><value>0.05</value></property>
+<property><name>topology.script.number.args</name><value>100</value></property>
+<property><name>mapred.skip.map.max.skip.records</name><value>0</value></property>
+<property><name>fs.ftp.impl</name><value>org.apache.hadoop.fs.ftp.FTPFileSystem</value></property>
+<property><name>mapred.task.cache.levels</name><value>2</value></property>
+<property><name>mapred.job.tracker.handler.count</name><value>10</value></property>
+<property><name>io.serializations</name><value>org.apache.hadoop.io.serializer.WritableSerialization</value></property>
+<property><name>ipc.client.connect.max.retries</name><value>10</value></property>
+<property><name>mapred.min.split.size</name><value>0</value></property>
+<property><name>mapred.map.max.attempts</name><value>4</value></property>
+<property><name>jobclient.output.filter</name><value>FAILED</value></property>
+<property><name>ipc.client.tcpnodelay</name><value>false</value></property>
+<property><name>mapred.acls.enabled</name><value>false</value></property>
+</configuration>
\ No newline at end of file
diff --git a/pregelix/pregelix-example/src/test/resources/jobs/ShortestPaths.xml b/pregelix/pregelix-example/src/test/resources/jobs/ShortestPaths.xml
index 3719247..9e791e2 100644
--- a/pregelix/pregelix-example/src/test/resources/jobs/ShortestPaths.xml
+++ b/pregelix/pregelix-example/src/test/resources/jobs/ShortestPaths.xml
@@ -124,7 +124,7 @@
<property><name>mapred.map.tasks.speculative.execution</name><value>true</value></property>
<property><name>mapred.inmem.merge.threshold</name><value>1000</value></property>
<property><name>hadoop.logfile.size</name><value>10000000</value></property>
-<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.PageRankVertex$SimplePageRankVertexInputFormat</value></property>
+<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.PageRankVertex$SimulatedPageRankVertexInputFormat</value></property>
<property><name>mapred.job.queue.name</name><value>default</value></property>
<property><name>mapred.job.tracker.persist.jobstatus.active</name><value>false</value></property>
<property><name>mapred.reduce.slowstart.completed.maps</name><value>0.05</value></property>
diff --git a/pregelix/pregelix-example/src/test/resources/jobs/TriangleCounting.xml b/pregelix/pregelix-example/src/test/resources/jobs/TriangleCounting.xml
new file mode 100644
index 0000000..0f44f4d
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/jobs/TriangleCounting.xml
@@ -0,0 +1,141 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?><configuration>
+<property><name>mapred.tasktracker.dns.nameserver</name><value>default</value></property>
+<property><name>mapred.queue.default.acl-administer-jobs</name><value>*</value></property>
+<property><name>mapred.skip.map.auto.incr.proc.count</name><value>true</value></property>
+<property><name>mapred.jobtracker.instrumentation</name><value>org.apache.hadoop.mapred.JobTrackerMetricsInst</value></property>
+<property><name>mapred.skip.reduce.auto.incr.proc.count</name><value>true</value></property>
+<property><name>fs.hsftp.impl</name><value>org.apache.hadoop.hdfs.HsftpFileSystem</value></property>
+<property><name>mapred.input.dir</name><value>file:/clique</value></property>
+<property><name>mapred.submit.replication</name><value>10</value></property>
+<property><name>ipc.server.tcpnodelay</name><value>false</value></property>
+<property><name>fs.checkpoint.dir</name><value>${hadoop.tmp.dir}/dfs/namesecondary</value></property>
+<property><name>mapred.output.compression.type</name><value>RECORD</value></property>
+<property><name>mapred.job.shuffle.merge.percent</name><value>0.66</value></property>
+<property><name>mapred.child.java.opts</name><value>-Xmx200m</value></property>
+<property><name>mapred.queue.default.acl-submit-job</name><value>*</value></property>
+<property><name>keep.failed.task.files</name><value>false</value></property>
+<property><name>mapred.jobtracker.job.history.block.size</name><value>3145728</value></property>
+<property><name>io.bytes.per.checksum</name><value>512</value></property>
+<property><name>mapred.task.tracker.report.address</name><value>127.0.0.1:0</value></property>
+<property><name>hadoop.util.hash.type</name><value>murmur</value></property>
+<property><name>fs.hdfs.impl</name><value>org.apache.hadoop.hdfs.DistributedFileSystem</value></property>
+<property><name>fs.ramfs.impl</name><value>org.apache.hadoop.fs.InMemoryFileSystem</value></property>
+<property><name>mapred.jobtracker.restart.recover</name><value>false</value></property>
+<property><name>fs.hftp.impl</name><value>org.apache.hadoop.hdfs.HftpFileSystem</value></property>
+<property><name>fs.checkpoint.period</name><value>3600</value></property>
+<property><name>mapred.child.tmp</name><value>./tmp</value></property>
+<property><name>mapred.local.dir.minspacekill</name><value>0</value></property>
+<property><name>map.sort.class</name><value>org.apache.hadoop.util.QuickSort</value></property>
+<property><name>hadoop.logfile.count</name><value>10</value></property>
+<property><name>ipc.client.connection.maxidletime</name><value>10000</value></property>
+<property><name>mapred.output.dir</name><value>/resultclique</value></property>
+<property><name>io.map.index.skip</name><value>0</value></property>
+<property><name>mapred.tasktracker.expiry.interval</name><value>600000</value></property>
+<property><name>mapred.output.compress</name><value>false</value></property>
+<property><name>io.seqfile.lazydecompress</name><value>true</value></property>
+<property><name>mapred.reduce.parallel.copies</name><value>5</value></property>
+<property><name>fs.checkpoint.size</name><value>67108864</value></property>
+<property><name>mapred.job.reduce.input.buffer.percent</name><value>0.0</value></property>
+<property><name>mapred.job.name</name><value>Triangle Counting</value></property>
+<property><name>local.cache.size</name><value>10737418240</value></property>
+<property><name>fs.s3n.impl</name><value>org.apache.hadoop.fs.s3native.NativeS3FileSystem</value></property>
+<property><name>mapred.userlog.limit.kb</name><value>0</value></property>
+<property><name>fs.file.impl</name><value>org.apache.hadoop.fs.LocalFileSystem</value></property>
+<property><name>mapred.task.tracker.http.address</name><value>0.0.0.0:50060</value></property>
+<property><name>mapred.task.timeout</name><value>600000</value></property>
+<property><name>fs.kfs.impl</name><value>org.apache.hadoop.fs.kfs.KosmosFileSystem</value></property>
+<property><name>mapred.max.tracker.blacklists</name><value>4</value></property>
+<property><name>fs.s3.buffer.dir</name><value>${hadoop.tmp.dir}/s3</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.dir</name><value>/jobtracker/jobsInfo</value></property>
+<property><name>ipc.client.kill.max</name><value>10</value></property>
+<property><name>mapred.tasktracker.instrumentation</name><value>org.apache.hadoop.mapred.TaskTrackerMetricsInst</value></property>
+<property><name>mapred.reduce.tasks.speculative.execution</name><value>true</value></property>
+<property><name>io.sort.record.percent</name><value>0.05</value></property>
+<property><name>hadoop.security.authorization</name><value>false</value></property>
+<property><name>mapred.max.tracker.failures</name><value>4</value></property>
+<property><name>mapred.jobtracker.taskScheduler</name><value>org.apache.hadoop.mapred.JobQueueTaskScheduler</value></property>
+<property><name>mapred.tasktracker.dns.interface</name><value>default</value></property>
+<property><name>mapred.map.tasks</name><value>2</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.hours</name><value>0</value></property>
+<property><name>fs.s3.sleepTimeSeconds</name><value>10</value></property>
+<property><name>fs.default.name</name><value>file:///</value></property>
+<property><name>tasktracker.http.threads</name><value>40</value></property>
+<property><name>mapred.tasktracker.taskmemorymanager.monitoring-interval</name><value>5000</value></property>
+<property><name>hadoop.rpc.socket.factory.class.default</name><value>org.apache.hadoop.net.StandardSocketFactory</value></property>
+<property><name>mapred.reduce.tasks</name><value>1</value></property>
+<property><name>topology.node.switch.mapping.impl</name><value>org.apache.hadoop.net.ScriptBasedMapping</value></property>
+<property><name>pregelix.vertexClass</name><value>edu.uci.ics.pregelix.example.trianglecounting.TriangleCountingVertex</value></property>
+<property><name>mapred.skip.reduce.max.skip.groups</name><value>0</value></property>
+<property><name>io.file.buffer.size</name><value>4096</value></property>
+<property><name>mapred.jobtracker.maxtasks.per.job</name><value>-1</value></property>
+<property><name>mapred.tasktracker.indexcache.mb</name><value>10</value></property>
+<property><name>mapred.tasktracker.map.tasks.maximum</name><value>2</value></property>
+<property><name>fs.har.impl.disable.cache</name><value>true</value></property>
+<property><name>mapred.task.profile.maps</name><value>0-2</value></property>
+<property><name>hadoop.native.lib</name><value>true</value></property>
+<property><name>fs.s3.block.size</name><value>67108864</value></property>
+<property><name>mapred.job.reuse.jvm.num.tasks</name><value>1</value></property>
+<property><name>mapred.job.tracker.http.address</name><value>0.0.0.0:50030</value></property>
+<property><name>mapred.tasktracker.reduce.tasks.maximum</name><value>2</value></property>
+<property><name>io.compression.codecs</name><value>org.apache.hadoop.io.compress.DefaultCodec,org.apache.hadoop.io.compress.GzipCodec,org.apache.hadoop.io.compress.BZip2Codec</value></property>
+<property><name>mapred.job.shuffle.input.buffer.percent</name><value>0.70</value></property>
+<property><name>io.seqfile.compress.blocksize</name><value>1000000</value></property>
+<property><name>mapred.queue.names</name><value>default</value></property>
+<property><name>fs.har.impl</name><value>org.apache.hadoop.fs.HarFileSystem</value></property>
+<property><name>io.mapfile.bloom.error.rate</name><value>0.005</value></property>
+<property><name>mapred.job.tracker</name><value>local</value></property>
+<property><name>io.skip.checksum.errors</name><value>false</value></property>
+<property><name>mapred.reduce.max.attempts</name><value>4</value></property>
+<property><name>fs.s3.maxRetries</name><value>4</value></property>
+<property><name>ipc.server.listen.queue.size</name><value>128</value></property>
+<property><name>fs.trash.interval</name><value>0</value></property>
+<property><name>mapred.local.dir.minspacestart</name><value>0</value></property>
+<property><name>fs.s3.impl</name><value>org.apache.hadoop.fs.s3.S3FileSystem</value></property>
+<property><name>io.seqfile.sorter.recordlimit</name><value>1000000</value></property>
+<property><name>io.mapfile.bloom.size</name><value>1048576</value></property>
+<property><name>io.sort.mb</name><value>100</value></property>
+<property><name>mapred.local.dir</name><value>${hadoop.tmp.dir}/mapred/local</value></property>
+<property><name>io.sort.factor</name><value>10</value></property>
+<property><name>mapred.task.profile</name><value>false</value></property>
+<property><name>job.end.retry.interval</name><value>30000</value></property>
+<property><name>mapred.tasktracker.procfsbasedprocesstree.sleeptime-before-sigkill</name><value>5000</value></property>
+<property><name>mapred.jobtracker.completeuserjobs.maximum</name><value>100</value></property>
+<property><name>mapred.task.profile.reduces</name><value>0-2</value></property>
+<property><name>webinterface.private.actions</name><value>false</value></property>
+<property><name>hadoop.tmp.dir</name><value>/tmp/hadoop-${user.name}</value></property>
+<property><name>mapred.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.skip.attempts.to.start.skipping</name><value>2</value></property>
+<property><name>mapred.temp.dir</name><value>${hadoop.tmp.dir}/mapred/temp</value></property>
+<property><name>mapred.merge.recordsBeforeProgress</name><value>10000</value></property>
+<property><name>mapred.map.output.compression.codec</name><value>org.apache.hadoop.io.compress.DefaultCodec</value></property>
+<property><name>mapred.compress.map.output</name><value>false</value></property>
+<property><name>io.sort.spill.percent</name><value>0.80</value></property>
+<property><name>fs.checkpoint.edits.dir</name><value>${fs.checkpoint.dir}</value></property>
+<property><name>mapred.userlog.retain.hours</name><value>24</value></property>
+<property><name>mapred.system.dir</name><value>${hadoop.tmp.dir}/mapred/system</value></property>
+<property><name>mapred.line.input.format.linespermap</name><value>1</value></property>
+<property><name>job.end.retry.attempts</name><value>0</value></property>
+<property><name>ipc.client.idlethreshold</name><value>4000</value></property>
+<property><name>pregelix.vertexOutputFormatClass</name><value>edu.uci.ics.pregelix.example.trianglecounting.TriangleCountingVertex$TriangleCountingVertexOutputFormat</value></property>
+<property><name>mapred.reduce.copy.backoff</name><value>300</value></property>
+<property><name>mapred.map.tasks.speculative.execution</name><value>true</value></property>
+<property><name>mapred.inmem.merge.threshold</name><value>1000</value></property>
+<property><name>hadoop.logfile.size</name><value>10000000</value></property>
+<property><name>pregelix.vertexInputFormatClass</name><value>edu.uci.ics.pregelix.example.trianglecounting.TextTriangleCountingInputFormat</value></property>
+<property><name>pregelix.aggregatorClass</name><value>edu.uci.ics.pregelix.example.trianglecounting.TriangleCountingAggregator</value></property>
+<property><name>mapred.job.queue.name</name><value>default</value></property>
+<property><name>mapred.job.tracker.persist.jobstatus.active</name><value>false</value></property>
+<property><name>mapred.reduce.slowstart.completed.maps</name><value>0.05</value></property>
+<property><name>topology.script.number.args</name><value>100</value></property>
+<property><name>mapred.skip.map.max.skip.records</name><value>0</value></property>
+<property><name>fs.ftp.impl</name><value>org.apache.hadoop.fs.ftp.FTPFileSystem</value></property>
+<property><name>mapred.task.cache.levels</name><value>2</value></property>
+<property><name>mapred.job.tracker.handler.count</name><value>10</value></property>
+<property><name>io.serializations</name><value>org.apache.hadoop.io.serializer.WritableSerialization</value></property>
+<property><name>ipc.client.connect.max.retries</name><value>10</value></property>
+<property><name>mapred.min.split.size</name><value>0</value></property>
+<property><name>mapred.map.max.attempts</name><value>4</value></property>
+<property><name>jobclient.output.filter</name><value>FAILED</value></property>
+<property><name>ipc.client.tcpnodelay</name><value>false</value></property>
+<property><name>mapred.acls.enabled</name><value>false</value></property>
+</configuration>
\ No newline at end of file
diff --git a/pregelix/pregelix-example/src/test/resources/topology.xml b/pregelix/pregelix-example/src/test/resources/topology.xml
new file mode 100755
index 0000000..2a6c380
--- /dev/null
+++ b/pregelix/pregelix-example/src/test/resources/topology.xml
@@ -0,0 +1,7 @@
+<cluster-topology>
+ <network-switch name="Global">
+ <network-switch name="local">
+ <terminal name="127.1.0.1"/>
+ </network-switch>
+ </network-switch>
+</cluster-topology>
\ No newline at end of file