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Java library and command-line application for converting LightGBM models to PMML
/*
* Copyright (c) 2017 Villu Ruusmann
*
* This file is part of JPMML-LightGBM
*
* JPMML-LightGBM 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-LightGBM 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-LightGBM. If not, see .
*/
package org.jpmml.lightgbm;
import java.util.List;
import org.dmg.pmml.DataField;
import org.dmg.pmml.DataType;
import org.dmg.pmml.FieldName;
import org.dmg.pmml.OpType;
import org.jpmml.converter.CategoricalLabel;
import org.jpmml.converter.Label;
import org.jpmml.converter.LabelUtil;
import org.jpmml.converter.PMMLEncoder;
abstract
public class Classification extends ObjectiveFunction {
private int num_class_;
public Classification(boolean average_output, int num_class){
super(average_output);
this.num_class_ = num_class;
}
@Override
public Label encodeLabel(FieldName targetField, List> targetCategories, PMMLEncoder encoder){
DataField dataField;
if(targetCategories == null){
targetCategories = LabelUtil.createTargetCategories(this.num_class_);
dataField = encoder.createDataField(targetField, OpType.CATEGORICAL, DataType.INTEGER, targetCategories);
} else
{
if(targetCategories.size() != this.num_class_){
throw new IllegalArgumentException("Expected " + this.num_class_ + " target categories, got " + targetCategories.size() + " target categories");
}
dataField = encoder.createDataField(targetField, OpType.CATEGORICAL, DataType.STRING, targetCategories);
}
return new CategoricalLabel(dataField);
}
public int getNumClass(){
return this.num_class_;
}
}