ReduceVertexNeighborhood.java
/*
* Copyright © 2014 - 2021 Leipzig University (Database Research Group)
*
* 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 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.gradoop.flink.model.impl.operators.neighborhood;
import org.apache.flink.api.java.DataSet;
import org.gradoop.common.model.api.entities.Edge;
import org.gradoop.common.model.api.entities.GraphHead;
import org.gradoop.common.model.api.entities.Vertex;
import org.gradoop.flink.model.api.epgm.BaseGraph;
import org.gradoop.flink.model.api.epgm.BaseGraphCollection;
import org.gradoop.flink.model.api.functions.VertexAggregateFunction;
import org.gradoop.flink.model.impl.functions.epgm.Id;
import org.gradoop.flink.model.impl.operators.neighborhood.functions.NeighborVertexReduceFunction;
import org.gradoop.flink.model.impl.operators.neighborhood.functions.ShuffledVertexIdsFromEdge;
import org.gradoop.flink.model.impl.operators.neighborhood.functions.VertexIdsFromEdge;
import org.gradoop.flink.model.impl.operators.neighborhood.functions.VertexToFieldOne;
import org.gradoop.flink.model.impl.operators.neighborhood.functions.VertexToFieldZero;
import org.gradoop.flink.model.impl.operators.neighborhood.keyselector.IdInTuple;
/**
* Reduce vertex neighborhood operator.
*
* @param <G> The graph head type.
* @param <V> The vertex type.
* @param <E> The edge type.
* @param <LG> The type of the graph.
* @param <GC> The type of the graph collection.
*/
public class ReduceVertexNeighborhood<
G extends GraphHead,
V extends Vertex,
E extends Edge,
LG extends BaseGraph<G, V, E, LG, GC>,
GC extends BaseGraphCollection<G, V, E, LG, GC>> extends VertexNeighborhood<LG> {
/**
* Valued constructor.
*
* @param function vertex aggregate function
* @param direction considered edge direction
*/
public ReduceVertexNeighborhood(VertexAggregateFunction function, EdgeDirection direction) {
super(function, direction);
}
@Override
public LG execute(LG graph) {
DataSet<V> vertices;
switch (getDirection()) {
case IN:
// takes edges and gets the corresponding vertices and applies the aggregate function for
// vertices of incoming edges
vertices = graph.getEdges()
// tuple of source id and target id
.map(new VertexIdsFromEdge<>())
.join(graph.getVertices())
.where(1).equalTo(new Id<>())
// replace the second id with the vertex
.with(new VertexToFieldOne<>())
.join(graph.getVertices())
// replace the first id with the vertex
.where(0).equalTo(new Id<>())
.with(new VertexToFieldZero<>())
// group by the target vertex
.groupBy(new IdInTuple<>(1))
// aggregate values
.reduceGroup(new NeighborVertexReduceFunction<>((VertexAggregateFunction) getFunction()));
break;
case OUT:
// takes edges and gets the corresponding vertices and applies the aggregate function for
// vertices of outgoing edges
vertices = graph.getEdges()
// tuple of target id and source id
.map(new VertexIdsFromEdge<>(true))
.join(graph.getVertices())
.where(1).equalTo(new Id<>())
// replace the second id with the vertex
.with(new VertexToFieldOne<>())
.join(graph.getVertices())
// replace the first id with the vertex
.where(0).equalTo(new Id<>())
.with(new VertexToFieldZero<>())
// group by the target vertex
.groupBy(new IdInTuple<>(1))
// aggregate values
.reduceGroup(new NeighborVertexReduceFunction<>((VertexAggregateFunction) getFunction()));
break;
case BOTH:
// takes edges and gets the corresponding vertices and applies the aggregate function for
// vertices of incoming and outgoing edges
vertices = graph.getEdges()
// maps source-target and target-source ids from the edge
.flatMap(new ShuffledVertexIdsFromEdge<>())
.join(graph.getVertices())
.where(1).equalTo(new Id<>())
// replace the second id with the vertex
.with(new VertexToFieldOne<>())
.join(graph.getVertices())
.where(0).equalTo(new Id<>())
// replace the first id with the vertex
.with(new VertexToFieldZero<>())
.groupBy(new IdInTuple<>(1))
// aggregate values
.reduceGroup(new NeighborVertexReduceFunction<>((VertexAggregateFunction) getFunction()));
break;
default:
vertices = null;
}
return graph.getFactory().fromDataSets(graph.getGraphHead(), vertices, graph.getEdges());
}
}