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JPMML class model evaluator extensions
/*
* Copyright (c) 2014 Villu Ruusmann
*
* This file is part of JPMML-Evaluator
*
* JPMML-Evaluator is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* JPMML-Evaluator is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with JPMML-Evaluator. If not, see .
*/
package org.jpmml.evaluator.functions;
import java.util.Collection;
import java.util.List;
import org.apache.commons.math3.stat.descriptive.moment.StandardDeviation;
import org.dmg.pmml.DataType;
import org.jpmml.evaluator.FieldValue;
import org.jpmml.evaluator.FieldValueUtil;
import org.jpmml.evaluator.TypeInfos;
import org.jpmml.evaluator.TypeUtil;
/**
*
* A Java UDF for calculating the standard deviation of a collection of values.
*
*
* Pseudo-declaration of function:
*
* <DefineFunction name="..." dataType="double">
* <ParameterField name="values" dataType="collection of numbers"/>
* <ParameterField name="biasCorrected" dataType="boolean"/> <!-- Optional; defaults to false -->
* </DefineFunction>
*
*
* @see StandardDeviation
*/
public class StandardDeviationFunction extends AbstractFunction {
public StandardDeviationFunction(){
this(StandardDeviationFunction.class.getName());
}
public StandardDeviationFunction(String name){
super(name);
}
@Override
public FieldValue evaluate(List arguments){
checkVariableArityArguments(arguments, 1, 2);
Collection> values = FieldValueUtil.getValue(Collection.class, getRequiredArgument(arguments, 0, "values"));
Boolean biasCorrected = Boolean.FALSE;
if(arguments.size() > 1){
biasCorrected = getRequiredArgument(arguments, 1, "biasCorrected").asBoolean();
}
Double result = evaluate(values, biasCorrected);
return FieldValueUtil.create(TypeInfos.CONTINUOUS_DOUBLE, result);
}
static
private Double evaluate(Collection> values, boolean biasCorrected){
StandardDeviation statistic = new StandardDeviation();
statistic.setBiasCorrected(biasCorrected);
for(Object value : values){
Number number = (Number)TypeUtil.parseOrCast(DataType.DOUBLE, value);
statistic.increment(number.doubleValue());
}
return statistic.getResult();
}
}