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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.HashSet;
import java.util.LinkedHashSet;
import java.util.List;
import java.util.Set;

import org.dmg.pmml.DataDictionary;
import org.dmg.pmml.DataField;
import org.dmg.pmml.Field;
import org.dmg.pmml.MiningField;
import org.dmg.pmml.MiningSchema;
import org.dmg.pmml.Model;
import org.dmg.pmml.PMML;
import org.dmg.pmml.PMMLObject;

/**
 * 

* A Visitor that removes redundant {@link DataField data fields} from the {@link DataDictionary data dictionary}. *

*/ public class DataDictionaryCleaner extends ActiveFieldFinder { private Set> nonActiveFields = new LinkedHashSet<>(); @Override public void reset(){ super.reset(); this.nonActiveFields.clear(); } @Override public PMMLObject popParent(){ PMMLObject parent = super.popParent(); if(parent instanceof Model){ Model model = (Model)parent; processModel(model); } else if(parent instanceof PMML){ PMML pmml = (PMML)parent; DataDictionary dataDictionary = pmml.requireDataDictionary(); processDataDictionary(dataDictionary); } return parent; } private void processModel(Model model){ Set> nonActiveFields = getNonActiveFields(); MiningSchema miningSchema = model.requireMiningSchema(); if(miningSchema.hasMiningFields()){ Set fieldNames = new LinkedHashSet<>(); List miningFields = miningSchema.getMiningFields(); for(MiningField miningField : miningFields){ String fieldName = miningField.getName(); MiningField.UsageType usageType = miningField.getUsageType(); switch(usageType){ case ACTIVE: break; default: fieldNames.add(fieldName); break; } } if(!fieldNames.isEmpty()){ Collection> modelFields = getFields(model); nonActiveFields.addAll(FieldUtil.selectAll(modelFields, fieldNames)); } } } private void processDataDictionary(DataDictionary dataDictionary){ if(dataDictionary.hasDataFields()){ List dataFields = dataDictionary.getDataFields(); Set referencedDataFields = getReferencedDataFields(); dataFields.retainAll(referencedDataFields); } } private Set getReferencedDataFields(){ FieldDependencyResolver fieldDependencyResolver = getFieldDependencyResolver(); Set> fields = new HashSet<>(getActiveFields()); fields.addAll(getNonActiveFields()); fieldDependencyResolver.expand(fields, fieldDependencyResolver.getLocalDerivedFields()); fieldDependencyResolver.expand(fields, fieldDependencyResolver.getGlobalDerivedFields()); return (Set)fields; } private Set> getNonActiveFields(){ return this.nonActiveFields; } }




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