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/*
* Copyright (c) 2017 Villu Ruusmann
*
* This file is part of JPMML-Converter
*
* JPMML-Converter 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-Converter 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-Converter. If not, see .
*/
package org.jpmml.converter;
import java.util.List;
import java.util.Objects;
import java.util.stream.Collectors;
import org.dmg.pmml.DataType;
import org.dmg.pmml.DerivedField;
import org.dmg.pmml.Field;
import org.dmg.pmml.OpType;
public class FeatureUtil {
private FeatureUtil(){
}
static
public Feature createFeature(Field> field, PMMLEncoder encoder){
DataType dataType = field.requireDataType();
OpType opType = field.requireOpType();
switch(dataType){
case STRING:
return new StringFeature(encoder, field);
case INTEGER:
case FLOAT:
case DOUBLE:
switch(opType){
case CONTINUOUS:
return new ContinuousFeature(encoder, field);
default:
return new ObjectFeature(encoder, field){
@Override
public ContinuousFeature toContinuousFeature(){
PMMLEncoder encoder = getEncoder();
DerivedField derivedField = (DerivedField)encoder.toContinuous(getName());
return new ContinuousFeature(encoder, derivedField);
}
};
}
case BOOLEAN:
return new BooleanFeature(encoder, field);
default:
return new ObjectFeature(encoder, field);
}
}
static
public String getName(Feature feature){
if(feature instanceof HasDerivedName){
HasDerivedName hasDerivedName = (HasDerivedName)feature;
return hasDerivedName.getDerivedName();
}
return feature.getName();
}
static
public Feature findLabelFeature(List extends Feature> features, ScalarLabel scalarLabel){
if(scalarLabel.isAnonymous()){
throw new IllegalArgumentException();
}
return findFeature(features, scalarLabel.getName());
}
static
public Feature findFeature(List extends Feature> features, String name){
for(Feature feature : features){
if(Objects.equals(feature.getName(), name)){
return feature;
}
}
return null;
}
static
public List formatNames(List extends Feature> features, char quoteChar){
String quoteString = Character.toString(quoteChar);
return features.stream()
.map(feature -> (quoteString + feature.getName() + quoteString))
.collect(Collectors.toList());
}
}
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