Binning.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.temporal.model.impl.operators.matching.common.statistics.binning.pojo;
import org.gradoop.temporal.model.impl.pojo.TemporalElement;
import java.io.Serializable;
import java.util.Arrays;
import java.util.List;
/**
* Implements equal frequency binning of Long values.
*/
public class Binning implements Serializable {
/**
* Default number of bins
*/
public static final int DEFAULT_NUM_OF_BINS = 100;
/**
* represents the bins. Every bin is defined by its lowest value
*/
private Long[] bins = new Long[]{};
/**
* Creates new bins from values. Furthermore, the number of bins to create is given.
*
* @param values values to create bins from
* @param numberOfBins number of bins to create
*/
public Binning(List<Long> values, int numberOfBins) {
createBins(values, numberOfBins);
}
/**
* Creates new bins from values. Number of bins is default.
*
* @param values values to create bins from
*/
public Binning(List<Long> values) {
this(values, DEFAULT_NUM_OF_BINS);
}
/**
* Creates the bins from values. The value list is sorted and divided into
* equal sized bins. The first bin gets lowest value {@code Long.MIN_VALUE},
* every other bin's lowest value is computed as
* {@code max(previous bin) + (min(current bin) - max(previous bin))/2}
*
* @param values values to create bins from. Its size must be a multiple of the specified
* number of bins!
* @param numberOfBins number of bins to create
* @throws IllegalArgumentException if number ov values is not a multiple of the number of bins
*/
private void createBins(List<Long> values, int numberOfBins) throws IllegalArgumentException {
if (values.size() % numberOfBins != 0) {
throw new IllegalArgumentException("Number of values must be a multiple of the number of bins!");
}
values.sort(Long::compare);
// there can not be more bins than values
if (values.size() < numberOfBins) {
numberOfBins = values.size();
}
// size of a bin is the number of elements contained
int binSize = values.size() / numberOfBins;
bins = new Long[numberOfBins];
bins[0] = TemporalElement.DEFAULT_TIME_FROM;
for (int i = 1; i < numberOfBins; i++) {
long maxPreviousBin = values.get((i * binSize) - 1);
long minCurrentBin = values.get(i * binSize);
bins[i] = maxPreviousBin + (minCurrentBin - maxPreviousBin) / 2;
}
}
/**
* Returns the bins
*
* @return bins
*/
public Long[] getBins() {
return bins.clone();
}
public void setBins(Long[] bins) {
this.bins = bins.clone();
}
@Override
public int hashCode() {
return Arrays.hashCode(bins);
}
}