📄 neuraldataset.java
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/*
* Encog Neural Network and Bot Library for Java v1.x
* http://www.heatonresearch.com/encog/
* http://code.google.com/p/encog-java/
*
* Copyright 2008, Heaton Research Inc., and individual contributors.
* See the copyright.txt in the distribution for a full listing of
* individual contributors.
*
* This is free software; you can redistribute it and/or modify it
* under the terms of the GNU Lesser General Public License as
* published by the Free Software Foundation; either version 2.1 of
* the License, or (at your option) any later version.
*
* This software 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
* Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public
* License along with this software; if not, write to the Free
* Software Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA
* 02110-1301 USA, or see the FSF site: http://www.fsf.org.
*/
package org.encog.neural.data;
/**
* An interface designed to abstract classes that store neural data. This
* interface is designed to provide NeuralDataPair objects. This can be used to
* train neural networks using both supervised and unsupervised training.
*
* Some implementations of this interface are memory based. That is they store
* the entire contents of the dataset in memory.
*
* Other implementations of this interface are not memory based. These
* implementations read in data as it is needed. This allows very large datasets
* to be used. Typically the add methods are not supported on non-memory based
* datasets.
*
* @author jheaton
*/
public interface NeuralDataSet extends Iterable<NeuralDataPair> {
/**
* Add a NeuralData object to the dataset. This is used with unsupervised
* training, as no ideal output is provided. Note: not all implemenations
* support the add methods.
*
* @param data1
* The data item to be added.
*/
void add(NeuralData data1);
/**
* Add a set of input and ideal data to the dataset. This is used with
* supervised training, as ideal output is provided. Note: not all
* implementations support the add methods.
*
* @param inputData
* Input data.
* @param idealData
* Ideal data.
*/
void add(NeuralData inputData, NeuralData idealData);
/**
* Add a NeuralData object to the dataset. This is used with unsupervised
* training, as no ideal output is provided. Note: not all implementations
* support the add methods.
*
* @param inputData
* A NeuralDataPair object that contains both input and ideal
* data.
*/
void add(NeuralDataPair inputData);
/**
* Close this datasource and release any resources obtained by it, including
* any iterators created.
*/
void close();
/**
* @return The size of the input data.
*/
int getIdealSize();
/**
* @return The size of the input data.
*/
int getInputSize();
}
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