Package org.encog.platformspecific.j2se.data

Source Code of org.encog.platformspecific.j2se.data.SQLNeuralDataSet

/*
* Encog(tm) Core v3.3 - Java Version
* http://www.heatonresearch.com/encog/
* https://github.com/encog/encog-java-core
* Copyright 2008-2014 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.
*  
* For more information on Heaton Research copyrights, licenses
* and trademarks visit:
* http://www.heatonresearch.com/copyright
*/
package org.encog.platformspecific.j2se.data;

import java.sql.Connection;

import org.encog.ml.data.basic.BasicMLDataSet;
import org.encog.ml.data.buffer.MemoryDataLoader;
import org.encog.ml.data.buffer.codec.DataSetCODEC;
import org.encog.ml.data.buffer.codec.SQLCODEC;

/**
* A dataset based on a SQL query. This is not a memory based dataset, so it can
* handle very large datasets without a memory issue. This class makes use of
* JDBC to query the database.
*
* If you are running into "out of memory" issues with this class try setting a
* lower "fetch size". This can be done with:
*
* SQLCODEC.FETCH_SIZE = 1000;
*
*/
public class SQLNeuralDataSet extends BasicMLDataSet {

  /**
   *
   */
  private static final long serialVersionUID = 1L;

  /**
   * Create a SQLNeuralDataSet based on the specified connection. This
   * connection WILL NOT be closed when the close method is called.
   *
   * @param theConnection
   *            The connection to use.
   * @param theSQL
   *            The SQL command to execute.
   * @param theInputSize
   *            The size of the input data.
   * @param theIdealSize
   *            The size of the ideal data.
   */
  public SQLNeuralDataSet(
      final Connection theConnection, final String theSQL,
      final int theInputSize, final int theIdealSize) {

    DataSetCODEC codec = new SQLCODEC(theConnection, theSQL, theInputSize,
        theIdealSize);
        MemoryDataLoader load = new MemoryDataLoader(codec);
        load.setResult(this);
        load.external2Memory();
  }

  /**
   * Construct a SQL dataset. A connection will be opened, this connection
   * will be closed when the close method is called.
   *
   * @param sql
   *            The SQL command to execute.
   * @param inputSize
   *            The size of the input data.
   * @param idealSize
   *            The size of the ideal data.
   * @param driver
   *            The driver to use.
   * @param url
   *            The database connection URL.
   * @param uid
   *            The database user id.
   * @param pwd
   *            The database password.
   */
  public SQLNeuralDataSet(final String sql, final int inputSize,
      final int idealSize, final String driver, final String url,
      final String uid, final String pwd) {

    DataSetCODEC codec = new SQLCODEC(sql, inputSize, idealSize, driver,
        url, uid, pwd);
        MemoryDataLoader load = new MemoryDataLoader(codec);
        load.setResult(this);
        load.external2Memory();
  }
}
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