ValueDistribution.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.statistics;
import org.apache.flink.api.common.functions.MapFunction;
import org.apache.flink.api.java.DataSet;
import org.gradoop.common.model.impl.pojo.EPGMElement;
import org.gradoop.flink.model.api.operators.UnaryGraphToValueOperator;
import org.gradoop.flink.model.impl.functions.tuple.Tuple2ToWithCount;
import org.gradoop.flink.model.impl.operators.count.Count;
import org.gradoop.flink.model.impl.tuples.WithCount;
/**
* Base class to compute value distributions of computed from EPGM elements.
*
* @param <EL> EPGM element type
* @param <T> value type
*/
abstract class ValueDistribution<EL extends EPGMElement, T>
implements UnaryGraphToValueOperator<DataSet<WithCount<T>>> {
/**
* Maps an EPGM element to a value that can be counted.
*/
private final MapFunction<EL, T> valueFunction;
/**
* Constructor
*
* @param valueFunction extracts a value from an EPGM element
*/
ValueDistribution(MapFunction<EL, T> valueFunction) {
this.valueFunction = valueFunction;
}
/**
* Maps the EPGM element to a value according to the specified {@code valueFunction} and groups
* those values and counts the values per group.
*
* @param elements EPGM elements
* @return extracted values and the corresponding number of elements with that value
*/
DataSet<WithCount<T>> compute(DataSet<EL> elements) {
return Count.groupBy(elements.map(valueFunction))
.map(new Tuple2ToWithCount<>());
}
}