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/*
* Copyright (c) 2016 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.visitors;
import java.util.Collection;
import java.util.LinkedHashSet;
import java.util.List;
import java.util.Set;
import org.dmg.pmml.Field;
import org.dmg.pmml.LocalTransformations;
import org.dmg.pmml.Model;
import org.dmg.pmml.Output;
import org.dmg.pmml.Predicate;
import org.dmg.pmml.VisitorAction;
import org.dmg.pmml.mining.MiningModel;
import org.dmg.pmml.mining.Segment;
import org.dmg.pmml.mining.Segmentation;
import org.jpmml.model.visitors.ActiveFieldFinder;
import org.jpmml.model.visitors.FieldResolver;
public class DeepFieldResolverUtil {
private DeepFieldResolverUtil(){
}
static
public Set> getActiveFields(FieldResolver resolver, MiningModel miningModel){
Collection> modelFields = getModelFields(resolver, miningModel);
Set> activeFields = new LinkedHashSet<>();
Segmentation segmentation = miningModel.requireSegmentation();
List segments = segmentation.requireSegments();
for(Segment segment : segments){
Predicate predicate = segment.requirePredicate();
Set names = ActiveFieldFinder.getFieldNames(predicate);
if(!names.isEmpty()){
Collection> segmentFields = resolver.getFields(miningModel, segmentation, segment);
activeFields.addAll(FieldUtil.selectAll(segmentFields, names));
}
}
Output output = miningModel.getOutput();
if(output != null){
Set names = ActiveFieldFinder.getFieldNames(output);
if(!names.isEmpty()){
activeFields.addAll(FieldUtil.selectAll(modelFields, names));
}
activeFields.removeAll(output.getOutputFields());
}
Segmentation.MultipleModelMethod multipleModelMethod = segmentation.requireMultipleModelMethod();
switch(multipleModelMethod){
case MODEL_CHAIN:
case MULTI_MODEL_CHAIN:
Collection> segmentationFields = resolver.getFields(miningModel, segmentation);
segmentationFields.removeAll(modelFields);
activeFields.removeAll(segmentationFields);
break;
default:
break;
}
return activeFields;
}
static
public Set> getActiveFields(FieldResolver resolver, Model model){
Collection> modelFields = getModelFields(resolver, model);
Set> activeFields = new LinkedHashSet<>();
ActiveFieldFinder activeFieldFinder = new ActiveFieldFinder(){
@Override
public VisitorAction visit(LocalTransformations localTransformations){
return VisitorAction.SKIP;
}
};
Set names = ActiveFieldFinder.getFieldNames(activeFieldFinder, model);
activeFields.addAll(FieldUtil.selectAll(modelFields, names));
Output output = model.getOutput();
if(output != null){
activeFields.removeAll(output.getOutputFields());
}
return activeFields;
}
static
private Collection> getModelFields(FieldResolver resolver, Model model){
Output output = model.getOutput();
if(output != null && output.hasOutputFields()){
return resolver.getFields(model, output);
} else
{
return resolver.getFields(model);
}
}
}
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