org.jpmml.evaluator.InputField Maven / Gradle / Ivy
Show all versions of pmml-evaluator Show documentation
/*
* Copyright (c) 2016 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;
import java.util.List;
import java.util.Objects;
import com.google.common.collect.RangeSet;
import org.dmg.pmml.DataType;
import org.dmg.pmml.Field;
import org.dmg.pmml.HasContinuousDomain;
import org.dmg.pmml.HasDiscreteDomain;
import org.dmg.pmml.MiningField;
import org.dmg.pmml.OpType;
import org.jpmml.model.MarkupException;
public class InputField extends ModelField {
private MiningField miningField = null;
InputField(){
}
public InputField(Field> field, MiningField miningField){
super(field);
setMiningField(miningField);
if(!Objects.equals(field.requireName(), miningField.requireName())){
throw new IllegalArgumentException();
}
}
@Override
public OpType getOpType(){
return FieldUtil.getOpType(getField(), getMiningField());
}
/**
*
* Prepares the input value for a field.
*
*
*
* First, the value is converted from the user-supplied representation to PMML representation.
* After that, the value is subjected to missing value treatment, invalid value treatment and outlier treatment.
*
*
* @param value The input value in user-supplied representation.
* Use null
to represent a missing input value.
*
* @throws EvaluationException If the input value preparation fails.
* @throws MarkupException
*/
public FieldValue prepare(Object value){
return InputFieldUtil.prepareInputValue(getField(), getMiningField(), value);
}
/**
*
* Returns the domain of valid values for this continuous field.
* If specified, then all input values that are contained in this set shall be considered valid, and all others invalid.
* If not specified, then all input values shall be considered valid.
*
*
* @return A non-empty set, or null
.
*
* @see #getOpType()
*/
public RangeSet getContinuousDomain(){
Field> field = getField();
if(field instanceof HasContinuousDomain){
RangeSet validRanges = FieldUtil.getValidRanges((Field & HasContinuousDomain)field);
if(validRanges != null && !validRanges.isEmpty()){
return validRanges;
}
}
return null;
}
/**
*
* Returns the domain of valid values for this categorical or ordinal field.
* If specified, then all input values that are contained in this list shall be considered valid, and all others invalid.
* In not specified, then all input values shall be considered valid.
*
*
*
* List elements are all valid values in PMML representation.
* For example, if the data type of this field is {@link DataType#INTEGER}, then all list elements shall be {@link Integer}.
*
*
* @return A non-empty list, or null
.
*
* @see #getDataType()
* @see #getOpType()
*
* @see TypeUtil#format(Object)
* @see TypeUtil#parse(DataType, String)
* @see TypeUtil#parseOrCast(DataType, Object)
*/
public List> getDiscreteDomain(){
Field> field = getField();
if(field instanceof HasDiscreteDomain){
List> validValues = FieldUtil.getValidValues((Field & HasDiscreteDomain)field);
if(validValues != null && !validValues.isEmpty()){
return validValues;
}
}
return null;
}
/**
* @return The backing {@link MiningField} element.
*/
public MiningField getMiningField(){
return this.miningField;
}
private void setMiningField(MiningField miningField){
this.miningField = Objects.requireNonNull(miningField);
}
}