/*
 *  RapidMiner
 *
 *  Copyright (C) 2001-2014 by RapidMiner and the contributors
 *
 *  Complete list of developers available at our web site:
 *
 *       http://rapidminer.com
 *
 *  This program 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.
 *
 *  This program 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 this program.  If not, see http://www.gnu.org/licenses/.
 */
package com.rapidminer.operator.ports.metadata;

import java.util.LinkedList;
import java.util.List;

import com.rapidminer.example.Attributes;
import com.rapidminer.operator.learner.PredictionModel;
import com.rapidminer.operator.ports.InputPort;
import com.rapidminer.tools.Ontology;
import com.rapidminer.tools.math.container.Range;

/**
 * 
 * @author Simon Fischer
 *
 */
public class PredictionModelMetaData extends ModelMetaData {
	private static final long serialVersionUID = 1L;

	private AttributeMetaData predictedLabelMetaData;
	
	private List<AttributeMetaData> generatedPredictionAttributes = new LinkedList<AttributeMetaData>();

	/** Clone constructor */
	protected PredictionModelMetaData() {}
	
	public PredictionModelMetaData(Class<? extends PredictionModel> modelClass) {
		this(modelClass, null);
	}
	
	public PredictionModelMetaData(Class<? extends PredictionModel> modelClass, ExampleSetMetaData trainingSetMetaData) {
		super(modelClass, trainingSetMetaData);
		if (trainingSetMetaData != null) {
			AttributeMetaData labelAttributeMetaData = trainingSetMetaData.getLabelMetaData();
			if (labelAttributeMetaData != null) {
				this.predictedLabelMetaData = labelAttributeMetaData.copy();
				this.predictedLabelMetaData.setRole(Attributes.PREDICTION_NAME);
				this.predictedLabelMetaData.setName("prediction("+predictedLabelMetaData.getName()+")");
				if (predictedLabelMetaData.isNumerical())
					this.predictedLabelMetaData.setValueSetRelation(SetRelation.SUPERSET);
				this.predictedLabelMetaData.setMean(new MDReal());
	
				// creating confidence attributes
				generatedPredictionAttributes.add(predictedLabelMetaData);
				if (predictedLabelMetaData.isNominal()) {
					if (predictedLabelMetaData.getValueSet().isEmpty()) {
						AttributeMetaData confidence = new AttributeMetaData(Attributes.CONFIDENCE_NAME + "(?)", Ontology.REAL, Attributes.CONFIDENCE_NAME + "_" + "?");
						confidence.setValueRange(new Range(0, 1), SetRelation.SUBSET);
						generatedPredictionAttributes.add(confidence);
						predictedLabelMetaData.setValueSetRelation(SetRelation.SUPERSET);
					} else {
						for (String value: predictedLabelMetaData.getValueSet()) {
							AttributeMetaData confidence = new AttributeMetaData(Attributes.CONFIDENCE_NAME + "(" + value + ")", Ontology.REAL, Attributes.CONFIDENCE_NAME + "_" + value);
							confidence.setValueRange(new Range(0, 1), SetRelation.SUBSET);
							generatedPredictionAttributes.add(confidence);
						}
					}
				}
			}
		}
	}
	


	@Override
	public ExampleSetMetaData applyEffects(ExampleSetMetaData emd, InputPort inputPort) {
		if (predictedLabelMetaData == null) {
			return emd;
		}
		List<AttributeMetaData> predictionAttributes = getPredictionAttributeMetaData();
		if (predictionAttributes != null) {
			emd.addAllAttributes(predictionAttributes);
			emd.mergeSetRelation(getPredictionAttributeSetRelation());
		}
		return emd;
	}

	public List<AttributeMetaData> getPredictionAttributeMetaData() {
		return generatedPredictionAttributes;
	}

	public SetRelation getPredictionAttributeSetRelation() {
		if (predictedLabelMetaData != null) {
			return predictedLabelMetaData.getValueSetRelation();
		} else {
			return SetRelation.UNKNOWN;
		}
	}

	@Override
	public String getDescription() {
		return super.getDescription() +  "; generates: " + predictedLabelMetaData; 
	}

	@Override
	public PredictionModelMetaData clone() {
		PredictionModelMetaData clone = (PredictionModelMetaData)super.clone();
		if (this.predictedLabelMetaData != null) {
			clone.predictedLabelMetaData = this.predictedLabelMetaData.clone();
		}
		if (this.generatedPredictionAttributes != null) {
			clone.generatedPredictionAttributes = new LinkedList<AttributeMetaData>(this.generatedPredictionAttributes);
		}
		return clone;
	}

}