static void Main(string[] args)
{
ServiceEvaNN serviceEvaNN = new ServiceEvaNN();
NetworkStructure netStructure = new NetworkStructure
{
InputVectorLength = 10,
NeuronsByLayers = new[] { 230, 150, 120, 1 }
};
TrainingConfiguration trainConfig = new TrainingConfiguration
{
TrainingAlgorithmType = TrainingAlgorithmType.RProp,
StartIteration = 0,
EndIteration = 10,
InputDatasetFilename = "TrainingSets//inputSets.txt",
OutputDatasetFilename = "TrainingSets//outputSets.txt",
MemoryFolder = "Memory"
};
bool creatingSucceed = serviceEvaNN.CreateNetwork(trainConfig.MemoryFolder, netStructure);
if (creatingSucceed)
{
//serviceEvaNN.CalculateStatistic(trainConfig);
serviceEvaNN.Train(trainConfig,
true,
ProcessPriorityClass.Normal,
true);
serviceEvaNN.CalculateStatistic(trainConfig);
}
Console.WriteLine("Done!");
Console.ReadKey();
}
public void TestRProp()
{
// Arrange:
ServiceEvaNN serviceEvaNN = new ServiceEvaNN();
NetworkStructure netStructure = new NetworkStructure
{
InputVectorLength = 2,
NeuronsByLayers = new[] { 23, 15, 1 }
};
TrainingConfiguration trainConfig = new TrainingConfiguration
{
TrainingAlgorithmType = TrainingAlgorithmType.RProp,
StartIteration = 0,
EndIteration = 100,
InputDatasetFilename = "TrainingSetsTest//inputSets.txt",
OutputDatasetFilename = "TrainingSetsTest//outputSets.txt",
MemoryFolder = "MemoryRProp"
};
if (!Directory.Exists("TrainingSetsTest"))
{
Directory.CreateDirectory("TrainingSetsTest");
CreateDataSets(trainConfig);
}
if (File.Exists(trainConfig.MemoryFolder + "//memory.txt"))
{
File.Delete(trainConfig.MemoryFolder + "//memory.txt");
}
bool creatingSucceed = serviceEvaNN.CreateNetwork(trainConfig.MemoryFolder, netStructure);
if (creatingSucceed)
{
serviceEvaNN.Train(trainConfig,
true,
ProcessPriorityClass.Normal,
true);
}
// Asserts:
double tolerance = 0.15;
double[] result0 = serviceEvaNN.Handle(new double[] { 0, 0 });
Assert.IsNotNull(result0);
Assert.AreEqual(0.0, result0[0], tolerance);
double[] result1 = serviceEvaNN.Handle(new double[] { 0, 1 });
Assert.IsNotNull(result1);
Assert.AreEqual(0.0, result1[0], tolerance);
double[] result2 = serviceEvaNN.Handle(new double[] { 1, 0 });
Assert.IsNotNull(result2);
Assert.AreEqual(0.0, result2[0], tolerance);
double[] result3 = serviceEvaNN.Handle(new double[] { 1, 1 });
Assert.IsNotNull(result3);
Assert.AreEqual(1.0, result3[0], tolerance);
}