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JPMML class model transpiler
/*
* Copyright (c) 2020 Villu Ruusmann
*
* This file is part of JPMML-Transpiler
*
* JPMML-Transpiler 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-Transpiler 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-Transpiler. If not, see .
*/
package org.jpmml.translator;
import java.lang.reflect.Field;
import java.util.ArrayList;
import java.util.Collection;
import java.util.Collections;
import java.util.List;
import java.util.ListIterator;
import java.util.Map;
import com.sun.codemodel.JInvocation;
import org.dmg.pmml.Model;
import org.dmg.pmml.PMML;
import org.dmg.pmml.PMMLElements;
import org.dmg.pmml.PMMLObject;
import org.dmg.pmml.Visitor;
import org.dmg.pmml.VisitorAction;
import org.dmg.pmml.mining.Segment;
import org.jpmml.converter.visitors.DataDictionaryCleaner;
import org.jpmml.converter.visitors.FunctionDictionaryCleaner;
import org.jpmml.converter.visitors.MiningSchemaCleaner;
import org.jpmml.converter.visitors.TransformationDictionaryCleaner;
import org.jpmml.model.ReflectionUtil;
import org.jpmml.model.visitors.AbstractVisitor;
import org.jpmml.model.visitors.VisitorBattery;
public class PMMLTemplate extends Template {
PMMLTemplate(Class extends PMML> clazz){
super(clazz, getFields(clazz), Collections.singleton(PMMLElements.PMML_DATADICTIONARY));
}
@Override
public JInvocation initializeObject(PMMLObject object, JInvocation invocation, TranslationContext context){
PMML pmml = (PMML)object;
List setterMethodFields = getSetterMethodFields();
Field modelsField = PMMLElements.PMML_MODELS;
List models = pmml.getModels();
invocation = PMMLObjectUtil.addSetterMethod(modelsField, models, invocation, context);
Map translations = context.getTranslations();
if(!translations.isEmpty()){
Visitor visitor = new AbstractVisitor(){
@Override
public VisitorAction visit(PMML pmml){
if(pmml.hasModels()){
List models = pmml.getModels();
for(ListIterator it = models.listIterator(); it.hasNext(); ){
it.set(filter(it.next()));
}
}
return super.visit(pmml);
}
@Override
public VisitorAction visit(Segment segment){
segment.setModel(filter(segment.requireModel()));
return super.visit(segment);
}
private Model filter(Model model){
TranslatedModel translatedModel = translations.get(model);
if(translatedModel != null){
return translatedModel;
}
return model;
}
};
VisitorBattery visitorBattery = new VisitorBattery();
visitorBattery.add(TransformationDictionaryCleaner.class);
visitorBattery.add(DataDictionaryCleaner.class);
visitorBattery.add(FunctionDictionaryCleaner.class);
visitorBattery.add(MiningSchemaCleaner.class);
visitor.applyTo(pmml);
visitorBattery.applyTo(pmml);
Collection translatedModels = translations.values();
for(TranslatedModel translatedModel : translatedModels){
Model model = translatedModel.getModel();
JWrappedExpression expression = translatedModel.getExpression();
expression.setExpression(PMMLObjectUtil.initializeJavaModel(model, (JInvocation)expression.getExpression(), context));
}
}
setterMethodFields.remove(modelsField);
for(Field setterMethodField : setterMethodFields){
Object value = ReflectionUtil.getFieldValue(setterMethodField, object);
invocation = PMMLObjectUtil.addSetterMethod(setterMethodField, value, invocation, context);
}
return invocation;
}
static
private List getFields(Class extends PMML> clazz){
List fields = new ArrayList<>(ReflectionUtil.getFields(clazz));
fields.remove(PMMLElements.PMML_DATADICTIONARY);
fields.remove(PMMLElements.PMML_TRANSFORMATIONDICTIONARY);
fields.add(fields.size(), PMMLElements.PMML_DATADICTIONARY);
fields.add(fields.size(), PMMLElements.PMML_TRANSFORMATIONDICTIONARY);
return fields;
}
}
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