/*
* Encog(tm) Core v3.4 - Java Version
* http://www.heatonresearch.com/encog/
* https://github.com/encog/encog-java-core
* Copyright 2008-2016 Heaton Research, Inc.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
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package org.encog.ensemble.training;
import org.encog.ensemble.EnsembleTrainFactory;
import org.encog.ml.MLMethod;
import org.encog.ml.data.MLDataSet;
import org.encog.ml.train.MLTrain;
import org.encog.neural.networks.BasicNetwork;
import org.encog.neural.networks.training.propagation.resilient.RPROPType;
import org.encog.neural.networks.training.propagation.resilient.ResilientPropagation;
public class ResilientPropagationFactory implements EnsembleTrainFactory {
private double dropoutRate = 0;
private RPROPType type = RPROPType.RPROPp;
@Override
public MLTrain getTraining(MLMethod mlMethod, MLDataSet trainingData) {
ResilientPropagation rp = new ResilientPropagation((BasicNetwork) mlMethod, trainingData);
rp.setRPROPType(this.type);
rp.setDroupoutRate(this.dropoutRate);
return (MLTrain) rp;
}
@Override
public MLTrain getTraining(MLMethod mlMethod, MLDataSet trainingData, double dropoutRate) {
ResilientPropagation rp = new ResilientPropagation((BasicNetwork) mlMethod, trainingData);
rp.setRPROPType(this.type);
rp.setDroupoutRate(dropoutRate);
return (MLTrain) rp;
}
@Override
public String getLabel() {
String l = "resprop";
if(dropoutRate > 0)
{
l += "-" + dropoutRate;
}
return l;
}
@Override
public void setDropoutRate(double rate) {
dropoutRate = rate;
}
public RPROPType getRPROPType() {
return type;
}
public void setRPROPType(RPROPType type) {
this.type = type;
}
}