GraphDataSource.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.io.impl.graph;
import org.apache.flink.api.common.typeinfo.TypeInformation;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.api.java.tuple.Tuple3;
import org.apache.flink.api.java.typeutils.TupleTypeInfo;
import org.gradoop.common.model.impl.id.GradoopId;
import org.gradoop.common.model.impl.pojo.EPGMEdge;
import org.gradoop.common.model.impl.pojo.EPGMVertex;
import org.gradoop.flink.io.api.DataSource;
import org.gradoop.flink.io.impl.graph.functions.InitEdge;
import org.gradoop.flink.io.impl.graph.functions.InitVertex;
import org.gradoop.flink.io.impl.graph.functions.UpdateEdge;
import org.gradoop.flink.io.impl.graph.tuples.ImportEdge;
import org.gradoop.flink.io.impl.graph.tuples.ImportVertex;
import org.gradoop.flink.model.impl.epgm.GraphCollection;
import org.gradoop.flink.model.impl.epgm.LogicalGraph;
import org.gradoop.flink.model.impl.epgm.LogicalGraphFactory;
import org.gradoop.flink.model.impl.functions.tuple.Project3To0And1;
import org.gradoop.flink.model.impl.functions.tuple.Value2Of3;
import org.gradoop.flink.util.GradoopFlinkConfig;
import java.io.IOException;
import static com.google.common.base.Preconditions.checkNotNull;
/**
* Transforms an external graph into an EPGM database. The external graph needs
* to be represented by a data set of {@link ImportVertex} and a data set of
* {@link ImportEdge}. This class transforms the external graph into an EPGM
* {@link LogicalGraph}.
*
* @param <K> External vertex/edge identifier type
*/
public class GraphDataSource<K extends Comparable<K>> implements DataSource {
/**
* Vertices to import.
*/
private final DataSet<ImportVertex<K>> importVertices;
/**
* Edges to import.
*/
private final DataSet<ImportEdge<K>> importEdges;
/**
* Used to store the lineage information at the resulting EPGM element.
*/
private final String lineagePropertyKey;
/**
* Gradoop config
*/
private final GradoopFlinkConfig config;
/**
* Creates a new graph reader with no lineage information stored at the
* resulting EPGM graph.
*
* @param importVertices vertices to import
* @param importEdges edges to import
* @param config gradoop config
*/
public GraphDataSource(DataSet<ImportVertex<K>> importVertices,
DataSet<ImportEdge<K>> importEdges, GradoopFlinkConfig config) {
this(importVertices, importEdges, null, config);
}
/**
* Creates a new graph reader.
*
* If the given {@code lineagePropertyKey} is {@code null}, no lineage info
* is stored.
*
* @param importVertices vertices to import
* @param importEdges edges to import
* @param lineagePropertyKey property key to store import identifiers
* (can be {@code null})
* @param config gradoop config
*/
public GraphDataSource(DataSet<ImportVertex<K>> importVertices,
DataSet<ImportEdge<K>> importEdges, String lineagePropertyKey,
GradoopFlinkConfig config) {
this.importVertices = checkNotNull(importVertices);
this.importEdges = checkNotNull(importEdges);
this.lineagePropertyKey = lineagePropertyKey;
this.config = checkNotNull(config);
}
/**
* Transforms the import graph into a logical graph.
*
* @return logical graph
*/
@Override
public LogicalGraph getLogicalGraph() {
TypeInformation<K> externalIdType = ((TupleTypeInfo<?>) importVertices
.getType()).getTypeAt(0);
LogicalGraphFactory factory = config.getLogicalGraphFactory();
DataSet<Tuple3<K, GradoopId, EPGMVertex>> vertexTriples = importVertices
.map(new InitVertex<K>(
factory.getVertexFactory(), lineagePropertyKey, externalIdType));
DataSet<EPGMVertex> epgmVertices = vertexTriples
.map(new Value2Of3<K, GradoopId, EPGMVertex>());
DataSet<Tuple2<K, GradoopId>> vertexIdPair = vertexTriples
.map(new Project3To0And1<K, GradoopId, EPGMVertex>());
DataSet<EPGMEdge> epgmEdges = importEdges
.join(vertexIdPair)
.where(1).equalTo(0)
.with(new InitEdge<K>(
factory.getEdgeFactory(), lineagePropertyKey, externalIdType))
.join(vertexIdPair)
.where(0).equalTo(0)
.with(new UpdateEdge<EPGMEdge, K>());
return factory.fromDataSets(epgmVertices, epgmEdges);
}
@Override
public GraphCollection getGraphCollection() throws IOException {
LogicalGraph logicalGraph = getLogicalGraph();
return logicalGraph.getCollectionFactory().fromGraph(logicalGraph);
}
}