package org.encog.examples.neural.benchmark; import java.io.File; import org.encog.engine.util.Format; import org.encog.neural.data.NeuralDataPair; import org.encog.neural.data.basic.BasicNeuralDataPair; import org.encog.neural.data.basic.BasicNeuralDataSet; import org.encog.neural.data.buffer.BufferedNeuralDataSet; import org.encog.util.benchmark.EncogBenchmark; import org.encog.util.benchmark.Evaluate; import org.encog.util.benchmark.RandomTrainingFactory; public class BinaryVsMemory { private static int evalMemory() { final BasicNeuralDataSet training = RandomTrainingFactory.generate(1000, 10000, 10, 10, -1, 1); final long start = System.currentTimeMillis(); final long stop = start + (10*Evaluate.MILIS); int record = 0; NeuralDataPair pair = BasicNeuralDataPair.createPair(10, 10); int iterations = 0; while( System.currentTimeMillis()<stop ) { iterations++; training.getRecord(record++, pair); if( record>=training.getRecordCount() ) record = 0; } System.out.println("In 10 seconds, the memory dataset read " + Format.formatInteger( iterations) + " records."); return iterations; } private static int evalBinary() { File file = new File("temp.egb"); final BasicNeuralDataSet training = RandomTrainingFactory.generate(1000, 10000, 10, 10, -1, 1); // create the binary file file.delete(); BufferedNeuralDataSet training2 = new BufferedNeuralDataSet(file); training2.load(training); final long start = System.currentTimeMillis(); final long stop = start + (10*Evaluate.MILIS); int record = 0; NeuralDataPair pair = BasicNeuralDataPair.createPair(10, 10); int iterations = 0; while( System.currentTimeMillis()<stop ) { iterations++; training2.getRecord(record++, pair); if( record>=training2.getRecordCount() ) record = 0; } System.out.println("In 10 seconds, the disk(binary) dataset read " + Format.formatInteger( iterations) + " records."); file.delete(); return iterations; } public static void main(String[] args) { int memory = evalMemory(); int binary = evalBinary(); System.out.println( "Memory is " + Format.formatInteger(memory/binary) + " times the speed of disk."); } }