LimitedDegreeVertexRandomFilter.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.sampling.functions;
import org.apache.flink.api.common.functions.FilterFunction;
import org.gradoop.common.model.api.entities.Vertex;
import java.util.Random;
/**
* Retains all vertices with degrees greater than the degree threshold.
* Also creates a random value for other vertices and retains those that are below the given
* threshold for sampleSize.
*
* @param <V> The vertex type.
*/
public class LimitedDegreeVertexRandomFilter<V extends Vertex>
implements FilterFunction<V> {
/**
* Threshold to decide if a vertex needs to be filtered.
*/
private final float threshold;
/**
* Random instance
*/
private final Random randomGenerator;
/**
* Degree Threshold
*/
private final long degreeThreshold;
/**
* Type of vertex-degree to be considered in sampling:
* input degree, output degree, sum of both.
*/
private final VertexDegree degreeType;
/**
* Creates a new filter instance.
*
* @param sampleSize relative sample size, e.g. 0.5
* @param randomSeed random seed (can be {@code} null)
* @param degreeThreshold the threshold for the vertex degree, e.g. 3
* @param degreeType the degree type considered for sampling, e.g. VertexDegree.IN
*/
public LimitedDegreeVertexRandomFilter(float sampleSize, long randomSeed, long degreeThreshold,
VertexDegree degreeType) {
this.threshold = sampleSize;
this.randomGenerator = (randomSeed != 0L) ? new Random(randomSeed) : new Random();
this.degreeThreshold = degreeThreshold;
this.degreeType = degreeType;
}
@Override
public boolean filter(V vertex) throws Exception {
long degree = Long.parseLong(vertex.getPropertyValue(degreeType.getName()).toString());
if (degree > degreeThreshold) {
return true;
} else {
return randomGenerator.nextFloat() <= threshold;
}
}
}