/*
* 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.drivers;
import org.apache.commons.lang3.text.StrBuilder;
import org.apache.commons.lang3.text.WordUtils;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.graph.Graph;
import org.apache.flink.graph.drivers.output.CSV;
import org.apache.flink.graph.drivers.output.Hash;
import org.apache.flink.graph.drivers.output.Print;
import org.apache.flink.graph.drivers.parameter.BooleanParameter;
import org.apache.flink.graph.drivers.parameter.LongParameter;
import org.apache.flink.graph.library.similarity.JaccardIndex.Result;
import org.apache.flink.types.CopyableValue;
import static org.apache.flink.api.common.ExecutionConfig.PARALLELISM_DEFAULT;
/**
* Driver for {@link org.apache.flink.graph.library.similarity.JaccardIndex}.
*/
public class JaccardIndex<K extends CopyableValue<K>, VV, EV>
extends SimpleDriver<K, VV, EV, Result<K>>
implements CSV, Hash, Print {
private LongParameter minNumerator = new LongParameter(this, "minimum_numerator")
.setDefaultValue(0)
.setMinimumValue(0);
private LongParameter minDenominator = new LongParameter(this, "minimum_denominator")
.setDefaultValue(1)
.setMinimumValue(1);
private LongParameter maxNumerator = new LongParameter(this, "maximum_numerator")
.setDefaultValue(1)
.setMinimumValue(0);
private LongParameter maxDenominator = new LongParameter(this, "maximum_denominator")
.setDefaultValue(1)
.setMinimumValue(1);
private LongParameter littleParallelism = new LongParameter(this, "little_parallelism")
.setDefaultValue(PARALLELISM_DEFAULT);
private BooleanParameter mirrorResults = new BooleanParameter(this, "mirror_results");
@Override
public String getName() {
return this.getClass().getSimpleName();
}
@Override
public String getShortDescription() {
return "similarity score as fraction of common neighbors";
}
@Override
public String getLongDescription() {
return WordUtils.wrap(new StrBuilder()
.appendln("Jaccard Index measures the similarity between vertex neighborhoods and " +
"is computed as the number of shared neighbors divided by the number of " +
"distinct neighbors. Scores range from 0.0 (no shared neighbors) to 1.0 (all " +
"neighbors are shared).")
.appendNewLine()
.append("The result contains two vertex IDs, the number of shared neighbors, and " +
"the number of distinct neighbors.")
.toString(), 80);
}
@Override
protected DataSet<Result<K>> simplePlan(Graph<K, VV, EV> graph) throws Exception {
int lp = littleParallelism.getValue().intValue();
return graph
.run(new org.apache.flink.graph.library.similarity.JaccardIndex<K, VV, EV>()
.setMinimumScore(minNumerator.getValue().intValue(), minDenominator.getValue().intValue())
.setMaximumScore(maxNumerator.getValue().intValue(), maxDenominator.getValue().intValue())
.setMirrorResults(mirrorResults.getValue())
.setLittleParallelism(lp));
}
}