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From va...@apache.org
Subject [3/9] flink git commit: [FLINK-1514] [gelly] Add a Gather-Sum-Apply iteration method
Date Sun, 26 Apr 2015 12:01:06 GMT
[FLINK-1514] [gelly] Add a Gather-Sum-Apply iteration method


Project: http://git-wip-us.apache.org/repos/asf/flink/repo
Commit: http://git-wip-us.apache.org/repos/asf/flink/commit/722719f2
Tree: http://git-wip-us.apache.org/repos/asf/flink/tree/722719f2
Diff: http://git-wip-us.apache.org/repos/asf/flink/diff/722719f2

Branch: refs/heads/master
Commit: 722719f2a2a357962b13beffc8f52ca3031e9926
Parents: b2aafe5
Author: Dániel Bali <balijanosdaniel@gmail.com>
Authored: Mon Feb 16 15:06:05 2015 +0100
Committer: vasia <vasia@apache.org>
Committed: Sat Apr 25 19:52:23 2015 +0200

----------------------------------------------------------------------
 flink-staging/flink-gelly/pom.xml               |  31 ++
 .../main/java/org/apache/flink/graph/Graph.java |  25 +-
 .../example/GSAGreedyGraphColoringExample.java  | 224 ++++++++++++
 .../GSASingleSourceShortestPathsExample.java    | 215 ++++++++++++
 .../apache/flink/graph/gsa/ApplyFunction.java   |  69 ++++
 .../apache/flink/graph/gsa/GatherFunction.java  |  52 +++
 .../graph/gsa/GatherSumApplyIteration.java      | 340 +++++++++++++++++++
 .../org/apache/flink/graph/gsa/RichEdge.java    |  46 +++
 .../org/apache/flink/graph/gsa/SumFunction.java |  52 +++
 .../flink/graph/test/GatherSumApplyITCase.java  | 118 +++++++
 10 files changed, 1165 insertions(+), 7 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/pom.xml
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/pom.xml b/flink-staging/flink-gelly/pom.xml
index a36ab4b..5245667 100644
--- a/flink-staging/flink-gelly/pom.xml
+++ b/flink-staging/flink-gelly/pom.xml
@@ -57,4 +57,35 @@ under the License.
 			<version>${guava.version}</version>
 		</dependency>
 	</dependencies>
+
+    <!-- See main pom.xml for explanation of profiles -->
+    <profiles>
+        <profile>
+            <id>hadoop-1</id>
+            <activation>
+                <property>
+                    <!-- Please do not remove the 'hadoop1' comment. See ./tools/generate_specific_pom.sh -->
+                    <!--hadoop1--><name>hadoop.profile</name><value>1</value>
+                </property>
+            </activation>
+            <dependencies>
+                <!-- Add this here, for hadoop-2 we don't need it since we get guava transitively -->
+                <dependency>
+                    <groupId>com.google.guava</groupId>
+                    <artifactId>guava</artifactId>
+                    <version>${guava.version}</version>
+                    <scope>provided</scope>
+                </dependency>
+            </dependencies>
+        </profile>
+        <profile>
+            <id>hadoop-2</id>
+            <activation>
+                <property>
+                    <!-- Please do not remove the 'hadoop2' comment. See ./tools/generate_specific_pom.sh -->
+                    <!--hadoop2--><name>!hadoop.profile</name>
+                </property>
+            </activation>
+        </profile>
+    </profiles>
 </project>

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/Graph.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/Graph.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/Graph.java
old mode 100644
new mode 100755
index 62173e3..2a66aca
--- a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/Graph.java
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/Graph.java
@@ -43,15 +43,18 @@ import org.apache.flink.api.java.operators.DeltaIteration;
 import org.apache.flink.api.java.tuple.Tuple1;
 import org.apache.flink.api.java.tuple.Tuple2;
 import org.apache.flink.api.java.tuple.Tuple3;
-import org.apache.flink.api.java.tuple.Tuple4;
 import org.apache.flink.api.java.typeutils.ResultTypeQueryable;
 import org.apache.flink.api.java.typeutils.TupleTypeInfo;
 import org.apache.flink.api.java.typeutils.TypeExtractor;
-import org.apache.flink.graph.spargel.IterationConfiguration;
+import org.apache.flink.graph.gsa.ApplyFunction;
+import org.apache.flink.graph.gsa.GatherFunction;
+import org.apache.flink.graph.gsa.GatherSumApplyIteration;
+import org.apache.flink.graph.gsa.SumFunction;
 import org.apache.flink.graph.spargel.MessagingFunction;
 import org.apache.flink.graph.spargel.VertexCentricIteration;
 import org.apache.flink.graph.spargel.VertexUpdateFunction;
 import org.apache.flink.graph.utils.EdgeToTuple3Map;
+import org.apache.flink.graph.utils.GraphUtils;
 import org.apache.flink.graph.utils.Tuple2ToVertexMap;
 import org.apache.flink.graph.utils.Tuple3ToEdgeMap;
 import org.apache.flink.graph.utils.VertexToTuple2Map;
@@ -79,7 +82,8 @@ public class Graph<K extends Comparable<K> & Serializable, VV extends Serializab
 	private final DataSet<Edge<K, EV>> edges;
 
 	/**
-	 * Creates a graph from two DataSets: vertices and edges
+	 * Creates a graph from two DataSets: vertices and edges and allow setting
+	 * the undirected property
 	 * 
 	 * @param vertices a DataSet of vertices.
 	 * @param edges a DataSet of edges.
@@ -347,7 +351,7 @@ public class Graph<K extends Comparable<K> & Serializable, VV extends Serializab
 
 					@Override
 					public void join(Tuple4<K, K, VV, EV> tripletWithSrcValSet,
-									Vertex<K, VV> vertex, Collector<Triplet<K, VV, EV>> collector) throws Exception {
+					                 Vertex<K, VV> vertex, Collector<Triplet<K, VV, EV>> collector) throws Exception {
 
 						collector.collect(new Triplet<K, VV, EV>(tripletWithSrcValSet.f0, tripletWithSrcValSet.f1,
 								tripletWithSrcValSet.f2, vertex.getValue(), tripletWithSrcValSet.f3));
@@ -914,7 +918,7 @@ public class Graph<K extends Comparable<K> & Serializable, VV extends Serializab
 	}
 
 	/**
-	 * @return a long integer representing the number of edges
+	 * @return Singleton DataSet containing the edge count
 	 */
 	public long numberOfEdges() throws Exception {
 		return edges.count();
@@ -1011,6 +1015,13 @@ public class Graph<K extends Comparable<K> & Serializable, VV extends Serializab
 		}
 	}
 
+	private static final class CheckIfOneComponentMapper implements	MapFunction<Integer, Boolean> {
+		@Override
+		public Boolean map(Integer n) {
+			return (n == 1);
+		}
+	}
+
 	/**
 	 * Adds the input vertex and edges to the graph. If the vertex already
 	 * exists in the graph, it will not be added again, but the given edges
@@ -1165,7 +1176,7 @@ public class Graph<K extends Comparable<K> & Serializable, VV extends Serializab
 			int maximumNumberOfIterations) {
 
 		return this.runVertexCentricIteration(vertexUpdateFunction, messagingFunction,
-			maximumNumberOfIterations, null);
+				maximumNumberOfIterations, null);
 	}
 
 	/**
@@ -1397,4 +1408,4 @@ public class Graph<K extends Comparable<K> & Serializable, VV extends Serializab
 			return TypeExtractor.createTypeInfo(NeighborsFunctionWithVertexValue.class,	function.getClass(), 3, null, null);
 		}
 	}
-}
+}
\ No newline at end of file

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSAGreedyGraphColoringExample.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSAGreedyGraphColoringExample.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSAGreedyGraphColoringExample.java
new file mode 100755
index 0000000..4acd86c
--- /dev/null
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSAGreedyGraphColoringExample.java
@@ -0,0 +1,224 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.example;
+
+import org.apache.flink.api.common.ProgramDescription;
+import org.apache.flink.api.common.functions.FlatMapFunction;
+import org.apache.flink.api.common.functions.MapFunction;
+import org.apache.flink.api.java.DataSet;
+import org.apache.flink.api.java.ExecutionEnvironment;
+import org.apache.flink.api.java.tuple.Tuple2;
+import org.apache.flink.api.java.tuple.Tuple3;
+import org.apache.flink.graph.Edge;
+import org.apache.flink.graph.Graph;
+import org.apache.flink.graph.Vertex;
+import org.apache.flink.graph.gsa.ApplyFunction;
+import org.apache.flink.graph.gsa.GatherFunction;
+import org.apache.flink.graph.gsa.GatherSumApplyIteration;
+import org.apache.flink.graph.gsa.SumFunction;
+import org.apache.flink.graph.gsa.RichEdge;
+import org.apache.flink.util.Collector;
+
+import java.util.HashSet;
+
+/**
+ * This is an implementation of the Greedy Graph Coloring algorithm, using a gather-sum-apply iteration
+ */
+public class GSAGreedyGraphColoringExample implements ProgramDescription {
+
+	// --------------------------------------------------------------------------------------------
+	//  Program
+	// --------------------------------------------------------------------------------------------
+
+	public static void main(String[] args) throws Exception {
+
+		if (!parseParameters(args)) {
+			return;
+		}
+
+		ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
+
+		DataSet<Vertex<Long, Double>> vertices = getVertexDataSet(env);
+		DataSet<Edge<Long, Double>> edges = getEdgeDataSet(env);
+
+		Graph<Long, Double, Double> graph = Graph.fromDataSet(vertices, edges, env);
+
+		// Gather the target vertices into a one-element set
+		GatherFunction<Double, Double, HashSet<Double>> gather = new GreedyGraphColoringGather();
+
+		// Merge the sets between neighbors
+		SumFunction<Double, Double, HashSet<Double>> sum = new GreedyGraphColoringSum();
+
+		// Find the minimum vertex id in the set which will be propagated
+		ApplyFunction<Double, Double, HashSet<Double>> apply = new GreedyGraphColoringApply();
+
+		// Execute the GSA iteration
+		GatherSumApplyIteration<Long, Double, Double, HashSet<Double>> iteration =
+				graph.createGatherSumApplyIteration(gather, sum, apply, maxIterations);
+		Graph<Long, Double, Double> result = graph.runGatherSumApplyIteration(iteration);
+
+		// Extract the vertices as the result
+		DataSet<Vertex<Long, Double>> greedyGraphColoring = result.getVertices();
+
+		// emit result
+		if (fileOutput) {
+			greedyGraphColoring.writeAsCsv(outputPath, "\n", " ");
+		} else {
+			greedyGraphColoring.print();
+		}
+
+		env.execute("GSA Greedy Graph Coloring");
+	}
+
+	// --------------------------------------------------------------------------------------------
+	//  Greedy Graph Coloring UDFs
+	// --------------------------------------------------------------------------------------------
+
+	private static final class GreedyGraphColoringGather
+			extends GatherFunction<Double, Double, HashSet<Double>> {
+		@Override
+		public HashSet<Double> gather(RichEdge<Double, Double> richEdge) {
+
+			HashSet<Double> result = new HashSet<Double>();
+			result.add(richEdge.getSrcVertexValue());
+
+			return result;
+		}
+	};
+
+	private static final class GreedyGraphColoringSum
+			extends SumFunction<Double, Double, HashSet<Double>> {
+		@Override
+		public HashSet<Double> sum(HashSet<Double> newValue, HashSet<Double> currentValue) {
+
+			HashSet<Double> result = new HashSet<Double>();
+			result.addAll(newValue);
+			result.addAll(currentValue);
+
+			return result;
+		}
+	};
+
+	private static final class GreedyGraphColoringApply
+			extends ApplyFunction<Double, Double, HashSet<Double>> {
+		@Override
+		public void apply(HashSet<Double> set, Double src) {
+			double minValue = src;
+			for (Double d : set) {
+				if (d < minValue) {
+					minValue = d;
+				}
+			}
+
+			// This is the condition that enables the termination of the iteration
+			if (minValue < src) {
+				setResult(minValue);
+			}
+		}
+	};
+
+	// --------------------------------------------------------------------------------------------
+	//  Util methods
+	// --------------------------------------------------------------------------------------------
+
+	private static boolean fileOutput = false;
+	private static String vertexInputPath = null;
+	private static String edgeInputPath = null;
+	private static String outputPath = null;
+
+	private static int maxIterations = 16;
+
+	private static boolean parseParameters(String[] args) {
+
+		if(args.length > 0) {
+			// parse input arguments
+			fileOutput = true;
+
+			if(args.length != 4) {
+				System.err.println("Usage: GSAGreedyGraphColoringExample <vertex path> <edge path> " +
+						"<result path> <max iterations>");
+				return false;
+			}
+
+			vertexInputPath = args[0];
+			edgeInputPath = args[1];
+			outputPath = args[2];
+			maxIterations = Integer.parseInt(args[3]);
+		} else {
+			System.out.println("Executing GSA Greedy Graph Coloring example with built-in default data.");
+			System.out.println("  Provide parameters to read input data from files.");
+			System.out.println("  See the documentation for the correct format of input files.");
+			System.out.println("  Usage: GSAGreedyGraphColoringExample <vertex path> <edge path> "
+					+ "<result path> <max iterations>");
+		}
+		return true;
+	}
+
+	private static DataSet<Vertex<Long, Double>> getVertexDataSet(ExecutionEnvironment env) {
+		if(fileOutput) {
+			return env
+					.readCsvFile(vertexInputPath)
+					.fieldDelimiter(" ")
+					.lineDelimiter("\n")
+					.types(Long.class, Double.class)
+					.map(new MapFunction<Tuple2<Long, Double>, Vertex<Long, Double>>() {
+						@Override
+						public Vertex<Long, Double> map(Tuple2<Long, Double> value) throws Exception {
+							return new Vertex<Long, Double>(value.f0, value.f1);
+						}
+					});
+		}
+
+		return env.generateSequence(0, 5).map(new MapFunction<Long, Vertex<Long, Double>>() {
+			@Override
+			public Vertex<Long, Double> map(Long value) throws Exception {
+				return new Vertex<Long, Double>(value, (double) value);
+			}
+		});
+	}
+
+	private static DataSet<Edge<Long, Double>> getEdgeDataSet(ExecutionEnvironment env) {
+		if(fileOutput) {
+			return env.readCsvFile(edgeInputPath)
+					.fieldDelimiter(" ")
+					.lineDelimiter("\n")
+					.types(Long.class, Long.class, Double.class)
+					.map(new MapFunction<Tuple3<Long, Long, Double>, Edge<Long, Double>>() {
+						@Override
+						public Edge<Long, Double> map(Tuple3<Long, Long, Double> value) throws Exception {
+							return new Edge<Long, Double>(value.f0, value.f1, value.f2);
+						}
+					});
+		}
+
+		return env.generateSequence(0, 5).flatMap(new FlatMapFunction<Long, Edge<Long, Double>>() {
+			@Override
+			public void flatMap(Long value, Collector<Edge<Long, Double>> out) throws Exception {
+				out.collect(new Edge<Long, Double>(value, (value + 1) % 6, 0.0));
+				out.collect(new Edge<Long, Double>(value, (value + 2) % 6, 0.0));
+			}
+		});
+	}
+
+	@Override
+	public String getDescription() {
+		return "GSA Greedy Graph Coloring";
+	}
+
+}

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSASingleSourceShortestPathsExample.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSASingleSourceShortestPathsExample.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSASingleSourceShortestPathsExample.java
new file mode 100755
index 0000000..9c8328b
--- /dev/null
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/example/GSASingleSourceShortestPathsExample.java
@@ -0,0 +1,215 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.example;
+
+import org.apache.flink.api.common.ProgramDescription;
+import org.apache.flink.api.common.functions.MapFunction;
+import org.apache.flink.api.java.DataSet;
+import org.apache.flink.api.java.ExecutionEnvironment;
+import org.apache.flink.api.java.tuple.Tuple2;
+import org.apache.flink.api.java.tuple.Tuple3;
+import org.apache.flink.graph.Edge;
+import org.apache.flink.graph.Graph;
+import org.apache.flink.graph.Vertex;
+import org.apache.flink.graph.example.utils.SingleSourceShortestPathsData;
+import org.apache.flink.graph.gsa.ApplyFunction;
+import org.apache.flink.graph.gsa.GatherFunction;
+import org.apache.flink.graph.gsa.GatherSumApplyIteration;
+import org.apache.flink.graph.gsa.SumFunction;
+import org.apache.flink.graph.gsa.RichEdge;
+
+import java.io.Serializable;
+
+/**
+ * This is an implementation of the Single Source Shortest Paths algorithm, using a gather-sum-apply iteration
+ */
+public class GSASingleSourceShortestPathsExample implements ProgramDescription {
+
+	// --------------------------------------------------------------------------------------------
+	//  Program
+	// --------------------------------------------------------------------------------------------
+
+	public static void main(String[] args) throws Exception {
+
+		if(!parseParameters(args)) {
+			return;
+		}
+
+		ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
+
+		DataSet<Vertex<Long, Double>> vertices = getVertexDataSet(env);
+		DataSet<Edge<Long, Double>> edges = getEdgeDataSet(env);
+
+		Graph<Long, Double, Double> graph = Graph.fromDataSet(vertices, edges, env);
+
+		// The path from src to trg through edge e costs src + e
+		GatherFunction<Double, Double, Double> gather = new SingleSourceShortestPathGather();
+
+		// Return the smaller path length to minimize distance
+		SumFunction<Double, Double, Double> sum = new SingleSourceShortestPathSum();
+
+		// Iterate as long as the distance is updated
+		ApplyFunction<Double, Double, Double> apply = new SingleSourceShortestPathApply();
+
+		// Execute the GSA iteration
+		GatherSumApplyIteration<Long, Double, Double, Double> iteration = graph.createGatherSumApplyIteration(
+				gather, sum, apply, maxIterations);
+		Graph<Long, Double, Double> result = graph.mapVertices(new InitVerticesMapper<Long>(srcVertexId))
+				.runGatherSumApplyIteration(iteration);
+
+		// Extract the vertices as the result
+		DataSet<Vertex<Long, Double>> singleSourceShortestPaths = result.getVertices();
+
+		// emit result
+		if(fileOutput) {
+			singleSourceShortestPaths.writeAsCsv(outputPath, "\n", " ");
+		} else {
+			singleSourceShortestPaths.print();
+		}
+
+		env.execute("GSA Single Source Shortest Paths Example");
+	}
+
+	public static final class InitVerticesMapper<K extends Comparable<K> & Serializable>
+			implements MapFunction<Vertex<K, Double>, Double> {
+
+		private K srcVertexId;
+
+		public InitVerticesMapper(K srcId) {
+			this.srcVertexId = srcId;
+		}
+
+		public Double map(Vertex<K, Double> value) {
+			if (value.f0.equals(srcVertexId)) {
+				return 0.0;
+			} else {
+				return Double.POSITIVE_INFINITY;
+			}
+		}
+	}
+
+	// --------------------------------------------------------------------------------------------
+	//  Single Source Shortest Path UDFs
+	// --------------------------------------------------------------------------------------------
+
+	private static final class SingleSourceShortestPathGather
+			extends GatherFunction<Double, Double, Double> {
+		@Override
+		public Double gather(RichEdge<Double, Double> richEdge) {
+			return richEdge.getSrcVertexValue() + richEdge.getEdgeValue();
+		}
+	};
+
+	private static final class SingleSourceShortestPathSum
+			extends SumFunction<Double, Double, Double> {
+		@Override
+		public Double sum(Double newValue, Double currentValue) {
+			return Math.min(newValue, currentValue);
+		}
+	};
+
+	private static final class SingleSourceShortestPathApply
+			extends ApplyFunction<Double, Double, Double> {
+		@Override
+		public void apply(Double summed, Double target) {
+			if (summed < target) {
+				setResult(summed);
+			}
+		}
+	};
+
+	// --------------------------------------------------------------------------------------------
+	//  Util methods
+	// --------------------------------------------------------------------------------------------
+
+	private static boolean fileOutput = false;
+	private static String vertexInputPath = null;
+	private static String edgeInputPath = null;
+	private static String outputPath = null;
+
+	private static int maxIterations = 2;
+	private static long srcVertexId = 1;
+
+	private static boolean parseParameters(String[] args) {
+
+		if(args.length > 0) {
+			// parse input arguments
+			fileOutput = true;
+
+			if(args.length != 5) {
+				System.err.println("Usage: GSASingleSourceShortestPathsExample <vertex path> <edge path> " +
+						"<result path> <src vertex> <max iterations>");
+				return false;
+			}
+
+			vertexInputPath = args[0];
+			edgeInputPath = args[1];
+			outputPath = args[2];
+			srcVertexId = Long.parseLong(args[3]);
+			maxIterations = Integer.parseInt(args[4]);
+		} else {
+			System.out.println("Executing GSA Single Source Shortest Paths example with built-in default data.");
+			System.out.println("  Provide parameters to read input data from files.");
+			System.out.println("  See the documentation for the correct format of input files.");
+			System.out.println("  Usage: GSASingleSourceShortestPathsExample <vertex path> <edge path> "
+					+ "<result path> <src vertex> <max iterations>");
+		}
+		return true;
+	}
+
+	private static DataSet<Vertex<Long, Double>> getVertexDataSet(ExecutionEnvironment env) {
+		if(fileOutput) {
+			return env
+					.readCsvFile(vertexInputPath)
+					.fieldDelimiter(" ")
+					.lineDelimiter("\n")
+					.types(Long.class, Double.class)
+					.map(new MapFunction<Tuple2<Long, Double>, Vertex<Long, Double>>() {
+						@Override
+						public Vertex<Long, Double> map(Tuple2<Long, Double> value) throws Exception {
+							return new Vertex<Long, Double>(value.f0, value.f1);
+						}
+					});
+		} else {
+			return SingleSourceShortestPathsData.getDefaultVertexDataSet(env);
+		}
+	}
+
+	private static DataSet<Edge<Long, Double>> getEdgeDataSet(ExecutionEnvironment env) {
+		if(fileOutput) {
+			return env.readCsvFile(edgeInputPath)
+					.fieldDelimiter(" ")
+					.lineDelimiter("\n")
+					.types(Long.class, Long.class, Double.class)
+					.map(new MapFunction<Tuple3<Long, Long, Double>, Edge<Long, Double>>() {
+						@Override
+						public Edge<Long, Double> map(Tuple3<Long, Long, Double> value) throws Exception {
+							return new Edge<Long, Double>(value.f0, value.f1, value.f2);
+						}
+					});
+		} else {
+			return SingleSourceShortestPathsData.getDefaultEdgeDataSet(env);
+		}
+	}
+
+	@Override
+	public String getDescription() {
+		return "GSA Single Source Shortest Paths";
+	}
+}

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/ApplyFunction.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/ApplyFunction.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/ApplyFunction.java
new file mode 100755
index 0000000..d863da1
--- /dev/null
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/ApplyFunction.java
@@ -0,0 +1,69 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.gsa;
+
+import org.apache.flink.api.common.functions.IterationRuntimeContext;
+import org.apache.flink.util.Collector;
+
+import java.io.Serializable;
+
+public abstract class ApplyFunction<VV extends Serializable, EV extends Serializable, M> implements Serializable {
+
+	public abstract void apply(M message, VV vertexValue);
+
+	/**
+	 * Sets the result for the apply function
+	 *
+	 * @param result the result of the apply phase
+	 */
+	public void setResult(VV result) {
+		out.collect(result);
+	}
+
+	/**
+	 * This method is executed once per superstep before the vertex update function is invoked for each vertex.
+	 *
+	 * @throws Exception Exceptions in the pre-superstep phase cause the superstep to fail.
+	 */
+	public void preSuperstep() {};
+
+	/**
+	 * This method is executed once per superstep after the vertex update function has been invoked for each vertex.
+	 *
+	 * @throws Exception Exceptions in the post-superstep phase cause the superstep to fail.
+	 */
+	public void postSuperstep() {};
+
+	// --------------------------------------------------------------------------------------------
+	//  Internal methods
+	// --------------------------------------------------------------------------------------------
+
+	private IterationRuntimeContext runtimeContext;
+
+	private Collector<VV> out;
+
+	public void init(IterationRuntimeContext iterationRuntimeContext) {
+		this.runtimeContext = iterationRuntimeContext;
+	};
+
+	public void setOutput(Collector<VV> out) {
+		this.out = out;
+	}
+
+}

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherFunction.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherFunction.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherFunction.java
new file mode 100755
index 0000000..91a468d
--- /dev/null
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherFunction.java
@@ -0,0 +1,52 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.gsa;
+
+import org.apache.flink.api.common.functions.IterationRuntimeContext;
+
+import java.io.Serializable;
+
+public abstract class GatherFunction<VV extends Serializable, EV extends Serializable, M> implements Serializable {
+
+	public abstract M gather(RichEdge<VV, EV> richEdge);
+
+	/**
+	 * This method is executed once per superstep before the vertex update function is invoked for each vertex.
+	 *
+	 * @throws Exception Exceptions in the pre-superstep phase cause the superstep to fail.
+	 */
+	public void preSuperstep() {};
+
+	/**
+	 * This method is executed once per superstep after the vertex update function has been invoked for each vertex.
+	 *
+	 * @throws Exception Exceptions in the post-superstep phase cause the superstep to fail.
+	 */
+	public void postSuperstep() {};
+
+	// --------------------------------------------------------------------------------------------
+	//  Internal methods
+	// --------------------------------------------------------------------------------------------
+
+	private IterationRuntimeContext runtimeContext;
+
+	public void init(IterationRuntimeContext iterationRuntimeContext) {
+		this.runtimeContext = iterationRuntimeContext;
+	};
+}

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherSumApplyIteration.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherSumApplyIteration.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherSumApplyIteration.java
new file mode 100755
index 0000000..426efbb
--- /dev/null
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/GatherSumApplyIteration.java
@@ -0,0 +1,340 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.gsa;
+
+import org.apache.commons.lang3.Validate;
+import org.apache.flink.api.common.functions.RichFlatJoinFunction;
+import org.apache.flink.api.common.functions.RichMapFunction;
+import org.apache.flink.api.common.functions.RichReduceFunction;
+import org.apache.flink.api.common.typeinfo.TypeInformation;
+import org.apache.flink.api.java.DataSet;
+import org.apache.flink.api.java.operators.CustomUnaryOperation;
+import org.apache.flink.api.java.operators.DeltaIteration;
+import org.apache.flink.api.java.tuple.Tuple2;
+import org.apache.flink.api.java.typeutils.ResultTypeQueryable;
+import org.apache.flink.api.java.typeutils.TupleTypeInfo;
+import org.apache.flink.api.java.typeutils.TypeExtractor;
+import org.apache.flink.configuration.Configuration;
+import org.apache.flink.graph.Edge;
+import org.apache.flink.graph.Vertex;
+import org.apache.flink.util.Collector;
+
+import java.io.Serializable;
+
+/**
+ * This class represents iterative graph computations, programmed in a gather-sum-apply perspective.
+ *
+ * @param <K> The type of the vertex key in the graph
+ * @param <VV> The type of the vertex value in the graph
+ * @param <EV> The type of the edge value in the graph
+ * @param <M> The intermediate type used by the gather, sum and apply functions
+ */
+public class GatherSumApplyIteration<K extends Comparable<K> & Serializable,
+		VV extends Serializable, EV extends Serializable, M> implements CustomUnaryOperation<Vertex<K, VV>,
+		Vertex<K, VV>> {
+
+	private DataSet<Vertex<K, VV>> vertexDataSet;
+	private DataSet<Edge<K, EV>> edgeDataSet;
+
+	private final GatherFunction<VV, EV, M> gather;
+	private final SumFunction<VV, EV, M> sum;
+	private final ApplyFunction<VV, EV, M> apply;
+	private final int maximumNumberOfIterations;
+
+	private String name;
+	private int parallelism = -1;
+
+	// ----------------------------------------------------------------------------------
+
+	private GatherSumApplyIteration(GatherFunction<VV, EV, M> gather, SumFunction<VV, EV, M> sum,
+			ApplyFunction<VV, EV, M> apply, DataSet<Edge<K, EV>> edges, int maximumNumberOfIterations) {
+
+		Validate.notNull(gather);
+		Validate.notNull(sum);
+		Validate.notNull(apply);
+		Validate.notNull(edges);
+		Validate.isTrue(maximumNumberOfIterations > 0, "The maximum number of iterations must be at least one.");
+
+		this.gather = gather;
+		this.sum = sum;
+		this.apply = apply;
+		this.edgeDataSet = edges;
+		this.maximumNumberOfIterations = maximumNumberOfIterations;
+	}
+
+
+	/**
+	 * Sets the name for the gather-sum-apply iteration. The name is displayed in logs and messages.
+	 *
+	 * @param name The name for the iteration.
+	 */
+	public void setName(String name) {
+		this.name = name;
+	}
+
+	/**
+	 * Gets the name from this gather-sum-apply iteration.
+	 *
+	 * @return The name of the iteration.
+	 */
+	public String getName() {
+		return name;
+	}
+
+	/**
+	 * Sets the degree of parallelism for the iteration.
+	 *
+	 * @param parallelism The degree of parallelism.
+	 */
+	public void setParallelism(int parallelism) {
+		Validate.isTrue(parallelism > 0 || parallelism == -1,
+				"The degree of parallelism must be positive, or -1 (use default).");
+		this.parallelism = parallelism;
+	}
+
+	/**
+	 * Gets the iteration's degree of parallelism.
+	 *
+	 * @return The iterations parallelism, or -1, if not set.
+	 */
+	public int getParallelism() {
+		return parallelism;
+	}
+
+	// --------------------------------------------------------------------------------------------
+	//  Custom Operator behavior
+	// --------------------------------------------------------------------------------------------
+
+	/**
+	 * Sets the input data set for this operator. In the case of this operator this input data set represents
+	 * the set of vertices with their initial state.
+	 *
+	 * @param dataSet The input data set, which in the case of this operator represents the set of
+	 *                vertices with their initial state.
+	 */
+	@Override
+	public void setInput(DataSet<Vertex<K, VV>> dataSet) {
+		this.vertexDataSet = dataSet;
+	}
+
+	/**
+	 * Computes the results of the gather-sum-apply iteration
+	 *
+	 * @return The resulting DataSet
+	 */
+	@Override
+	public DataSet<Vertex<K, VV>> createResult() {
+		if (vertexDataSet == null) {
+			throw new IllegalStateException("The input data set has not been set.");
+		}
+
+		// Prepare type information
+		TypeInformation<K> keyType = ((TupleTypeInfo<?>) vertexDataSet.getType()).getTypeAt(0);
+		TypeInformation<M> messageType = TypeExtractor.createTypeInfo(GatherFunction.class, gather.getClass(), 2, null, null);
+		TypeInformation<Tuple2<K, M>> innerType = new TupleTypeInfo<Tuple2<K, M>>(keyType, messageType);
+		TypeInformation<Vertex<K, VV>> outputType = vertexDataSet.getType();
+
+		// Prepare UDFs
+		GatherUdf<K, VV, EV, M> gatherUdf = new GatherUdf<K, VV, EV, M>(gather, innerType);
+		SumUdf<K, VV, EV, M> sumUdf = new SumUdf<K, VV, EV, M>(sum, innerType);
+		ApplyUdf<K, VV, EV, M> applyUdf = new ApplyUdf<K, VV, EV, M>(apply, outputType);
+
+		final int[] zeroKeyPos = new int[] {0};
+		final DeltaIteration<Vertex<K, VV>, Vertex<K, VV>> iteration =
+				vertexDataSet.iterateDelta(vertexDataSet, maximumNumberOfIterations, zeroKeyPos);
+
+		// Prepare the rich edges
+		DataSet<Tuple2<Vertex<K, VV>, Edge<K, EV>>> richEdges = iteration
+				.getWorkset()
+				.join(edgeDataSet)
+				.where(0)
+				.equalTo(0);
+
+		// Gather, sum and apply
+		DataSet<Tuple2<K, M>> gatheredSet = richEdges.map(gatherUdf);
+		DataSet<Tuple2<K, M>> summedSet = gatheredSet.groupBy(0).reduce(sumUdf);
+		DataSet<Vertex<K, VV>> appliedSet = summedSet
+				.join(iteration.getSolutionSet())
+				.where(0)
+				.equalTo(0)
+				.with(applyUdf);
+
+		return iteration.closeWith(appliedSet, appliedSet);
+	}
+
+	/**
+	 * Creates a new gather-sum-apply iteration operator for graphs
+	 *
+	 * @param edges The edge DataSet
+	 *
+	 * @param gather The gather function of the GSA iteration
+	 * @param sum The sum function of the GSA iteration
+	 * @param apply The apply function of the GSA iteration
+	 *
+	 * @param maximumNumberOfIterations The maximum number of iterations executed
+	 *
+	 * @param <K> The type of the vertex key in the graph
+	 * @param <VV> The type of the vertex value in the graph
+	 * @param <EV> The type of the edge value in the graph
+	 * @param <M> The intermediate type used by the gather, sum and apply functions
+	 *
+	 * @return An in stance of the gather-sum-apply graph computation operator.
+	 */
+	public static final <K extends Comparable<K> & Serializable, VV extends Serializable, EV extends Serializable, M>
+			GatherSumApplyIteration<K, VV, EV, M> withEdges(DataSet<Edge<K, EV>> edges,
+			GatherFunction<VV, EV, M> gather, SumFunction<VV, EV, M> sum, ApplyFunction<VV, EV, M> apply,
+			int maximumNumberOfIterations) {
+		return new GatherSumApplyIteration<K, VV, EV, M>(gather, sum, apply, edges, maximumNumberOfIterations);
+	}
+
+	// --------------------------------------------------------------------------------------------
+	//  Wrapping UDFs
+	// --------------------------------------------------------------------------------------------
+
+	private static final class GatherUdf<K extends Comparable<K> & Serializable, VV extends Serializable,
+			EV extends Serializable, M> extends RichMapFunction<Tuple2<Vertex<K, VV>, Edge<K, EV>>,
+			Tuple2<K, M>> implements ResultTypeQueryable<Tuple2<K, M>> {
+
+		private final GatherFunction<VV, EV, M> gatherFunction;
+		private transient TypeInformation<Tuple2<K, M>> resultType;
+
+		private GatherUdf(GatherFunction<VV, EV, M> gatherFunction, TypeInformation<Tuple2<K, M>> resultType) {
+			this.gatherFunction = gatherFunction;
+			this.resultType = resultType;
+		}
+
+		@Override
+		public Tuple2<K, M> map(Tuple2<Vertex<K, VV>, Edge<K, EV>> richEdge) throws Exception {
+			RichEdge<VV, EV> userRichEdge = new RichEdge<VV, EV>(richEdge.f0.getValue(),
+					richEdge.f1.getValue());
+
+			K key = richEdge.f1.getTarget();
+			M result = this.gatherFunction.gather(userRichEdge);
+			return new Tuple2<K, M>(key, result);
+		}
+
+		@Override
+		public void open(Configuration parameters) throws Exception {
+			if (getIterationRuntimeContext().getSuperstepNumber() == 1) {
+				this.gatherFunction.init(getIterationRuntimeContext());
+			}
+			this.gatherFunction.preSuperstep();
+		}
+
+		@Override
+		public void close() throws Exception {
+			this.gatherFunction.postSuperstep();
+		}
+
+		@Override
+		public TypeInformation<Tuple2<K, M>> getProducedType() {
+			return this.resultType;
+		}
+	}
+
+	private static final class SumUdf<K extends Comparable<K> & Serializable, VV extends Serializable,
+			EV extends Serializable, M> extends RichReduceFunction<Tuple2<K, M>>
+			implements ResultTypeQueryable<Tuple2<K, M>>{
+
+		private final SumFunction<VV, EV, M> sumFunction;
+		private transient TypeInformation<Tuple2<K, M>> resultType;
+
+		private SumUdf(SumFunction<VV, EV, M> sumFunction, TypeInformation<Tuple2<K, M>> resultType) {
+			this.sumFunction = sumFunction;
+			this.resultType = resultType;
+		}
+
+		@Override
+		public Tuple2<K, M> reduce(Tuple2<K, M> arg0, Tuple2<K, M> arg1) throws Exception {
+			K key = arg0.f0;
+			M result = this.sumFunction.sum(arg0.f1, arg1.f1);
+			return new Tuple2<K, M>(key, result);
+		}
+
+		@Override
+		public void open(Configuration parameters) throws Exception {
+			if (getIterationRuntimeContext().getSuperstepNumber() == 1) {
+				this.sumFunction.init(getIterationRuntimeContext());
+			}
+			this.sumFunction.preSuperstep();
+		}
+
+		@Override
+		public void close() throws Exception {
+			this.sumFunction.postSuperstep();
+		}
+
+		@Override
+		public TypeInformation<Tuple2<K, M>> getProducedType() {
+			return this.resultType;
+		}
+	}
+
+	private static final class ApplyUdf<K extends Comparable<K> & Serializable,
+			VV extends Serializable, EV extends Serializable, M> extends RichFlatJoinFunction<Tuple2<K, M>,
+			Vertex<K, VV>, Vertex<K, VV>> implements ResultTypeQueryable<Vertex<K, VV>> {
+
+		private final ApplyFunction<VV, EV, M> applyFunction;
+		private transient TypeInformation<Vertex<K, VV>> resultType;
+
+		private ApplyUdf(ApplyFunction<VV, EV, M> applyFunction, TypeInformation<Vertex<K, VV>> resultType) {
+			this.applyFunction = applyFunction;
+			this.resultType = resultType;
+		}
+
+		@Override
+		public void join(Tuple2<K, M> arg0, Vertex<K, VV> arg1, final Collector<Vertex<K, VV>> out) throws Exception {
+
+			final K key = arg1.getId();
+			Collector<VV> userOut = new Collector<VV>() {
+				@Override
+				public void collect(VV record) {
+					out.collect(new Vertex<K, VV>(key, record));
+				}
+
+				@Override
+				public void close() {
+					out.close();
+				}
+			};
+
+			this.applyFunction.setOutput(userOut);
+			this.applyFunction.apply(arg0.f1, arg1.getValue());
+		}
+
+		@Override
+		public void open(Configuration parameters) throws Exception {
+			if (getIterationRuntimeContext().getSuperstepNumber() == 1) {
+				this.applyFunction.init(getIterationRuntimeContext());
+			}
+			this.applyFunction.preSuperstep();
+		}
+
+		@Override
+		public void close() throws Exception {
+			this.applyFunction.postSuperstep();
+		}
+
+		@Override
+		public TypeInformation<Vertex<K, VV>> getProducedType() {
+			return this.resultType;
+		}
+	}
+
+}

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/RichEdge.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/RichEdge.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/RichEdge.java
new file mode 100755
index 0000000..9befccb
--- /dev/null
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/RichEdge.java
@@ -0,0 +1,46 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.gsa;
+
+import org.apache.flink.api.java.tuple.Tuple2;
+
+import java.io.Serializable;
+
+/**
+ * A wrapper around Tuple3<VV, EV, VV> for convenience in the GatherFunction
+ * @param <VV> the vertex value type
+ * @param <EV> the edge value type
+ */
+public class RichEdge<VV extends Serializable, EV extends Serializable>
+		extends Tuple2<VV, EV> {
+
+	public RichEdge() {}
+
+	public RichEdge(VV src, EV edge) {
+		super(src, edge);
+	}
+
+	public VV getSrcVertexValue() {
+		return this.f0;
+	}
+
+	public EV getEdgeValue() {
+		return this.f1;
+	}
+}

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/SumFunction.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/SumFunction.java b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/SumFunction.java
new file mode 100755
index 0000000..b616194
--- /dev/null
+++ b/flink-staging/flink-gelly/src/main/java/org/apache/flink/graph/gsa/SumFunction.java
@@ -0,0 +1,52 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.gsa;
+
+import org.apache.flink.api.common.functions.IterationRuntimeContext;
+
+import java.io.Serializable;
+
+public abstract class SumFunction<VV extends Serializable, EV extends Serializable, M> implements Serializable {
+
+	public abstract M sum(M arg0, M arg1);
+
+	/**
+	 * This method is executed once per superstep before the vertex update function is invoked for each vertex.
+	 *
+	 * @throws Exception Exceptions in the pre-superstep phase cause the superstep to fail.
+	 */
+	public void preSuperstep() {};
+
+	/**
+	 * This method is executed once per superstep after the vertex update function has been invoked for each vertex.
+	 *
+	 * @throws Exception Exceptions in the post-superstep phase cause the superstep to fail.
+	 */
+	public void postSuperstep() {};
+
+	// --------------------------------------------------------------------------------------------
+	//  Internal methods
+	// --------------------------------------------------------------------------------------------
+
+	private IterationRuntimeContext runtimeContext;
+
+	public void init(IterationRuntimeContext iterationRuntimeContext) {
+		this.runtimeContext = iterationRuntimeContext;
+	};
+}

http://git-wip-us.apache.org/repos/asf/flink/blob/722719f2/flink-staging/flink-gelly/src/test/java/org/apache/flink/graph/test/GatherSumApplyITCase.java
----------------------------------------------------------------------
diff --git a/flink-staging/flink-gelly/src/test/java/org/apache/flink/graph/test/GatherSumApplyITCase.java b/flink-staging/flink-gelly/src/test/java/org/apache/flink/graph/test/GatherSumApplyITCase.java
new file mode 100755
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--- /dev/null
+++ b/flink-staging/flink-gelly/src/test/java/org/apache/flink/graph/test/GatherSumApplyITCase.java
@@ -0,0 +1,118 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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 at
+ *
+ *     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 org.apache.flink.graph.test;
+
+import com.google.common.base.Charsets;
+import com.google.common.io.Files;
+import org.apache.flink.graph.example.GSAGreedyGraphColoringExample;
+import org.apache.flink.graph.example.GSASingleSourceShortestPathsExample;
+import org.apache.flink.test.util.MultipleProgramsTestBase;
+import org.junit.After;
+import org.junit.Before;
+import org.junit.Rule;
+import org.junit.Test;
+import org.junit.rules.TemporaryFolder;
+import org.junit.runner.RunWith;
+import org.junit.runners.Parameterized;
+
+import java.io.File;
+
+@RunWith(Parameterized.class)
+public class GatherSumApplyITCase extends MultipleProgramsTestBase {
+
+	public GatherSumApplyITCase(TestExecutionMode mode){
+		super(mode);
+	}
+
+	private String verticesPath;
+	private String edgesPath;
+	private String resultPath;
+	private String expectedResult;
+
+	@Rule
+	public TemporaryFolder tempFolder = new TemporaryFolder();
+
+	@Before
+	public void before() throws Exception{
+		resultPath = tempFolder.newFile().toURI().toString();
+		File verticesFile = tempFolder.newFile();
+		Files.write(GatherSumApplyITCase.VERTICES, verticesFile, Charsets.UTF_8);
+
+		File edgesFile = tempFolder.newFile();
+		Files.write(GatherSumApplyITCase.EDGES, edgesFile, Charsets.UTF_8);
+
+		verticesPath = verticesFile.toURI().toString();
+		edgesPath = edgesFile.toURI().toString();
+
+	}
+
+	@After
+	public void after() throws Exception{
+		compareResultsByLinesInMemory(expectedResult, resultPath);
+	}
+
+	// --------------------------------------------------------------------------------------------
+	//  Greedy Graph Coloring Test
+	// --------------------------------------------------------------------------------------------
+
+	@Test
+	public void testGreedyGraphColoring() throws Exception {
+		GSAGreedyGraphColoringExample.main(new String[] {verticesPath, edgesPath, resultPath, "16"});
+		expectedResult = "1 1.0\n" +
+				"2 1.0\n" +
+				"3 1.0\n" +
+				"4 1.0\n" +
+				"5 1.0\n";
+
+	}
+
+	// --------------------------------------------------------------------------------------------
+	//  Single Source Shortest Path Test
+	// --------------------------------------------------------------------------------------------
+
+	@Test
+	public void testSingleSourceShortestPath() throws Exception {
+		GSASingleSourceShortestPathsExample.main(new String[]{verticesPath, edgesPath, resultPath, "1", "16"});
+		expectedResult = "1 0.0\n" +
+				"2 12.0\n" +
+				"3 13.0\n" +
+				"4 47.0\n" +
+				"5 48.0\n";
+	}
+
+
+	// --------------------------------------------------------------------------------------------
+	//  Sample data
+	// --------------------------------------------------------------------------------------------
+
+	private static final String VERTICES = "1 1.0\n" +
+			"2 2.0\n" +
+			"3 3.0\n" +
+			"4 4.0\n" +
+			"5 5.0\n";
+
+	private static final String EDGES = "1 2 12.0\n" +
+			"1 3 13.0\n" +
+			"2 3 23.0\n" +
+			"3 4 34.0\n" +
+			"3 5 35.0\n" +
+			"4 5 45.0\n" +
+			"5 1 51.0\n";
+
+}


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