/// <summary>
/// Run this instance.
/// </summary>
public static void Run()
{
//Build Network
_TestNetworkStructure = new Network();
BuildStructure();
_TestNetworkStructure.SaveToFile("test.dat");
_TestNetworkStructure.RandomiseWeights(1.1d);
//PrepData
Double[][] dataSet = StandardDeviationVariance.ProduceDataset("TestData/Mackey-Glass-Pure.csv").DataSet;
//Prepare training activity
_SlidingWindowTraining = new SlidingWindow();
_SlidingWindowTraining.SetTargetNetwork(_TestNetworkStructure);
_SlidingWindowTraining.SetMomentum(0.5f);
_SlidingWindowTraining.SetLearningRate(0.004f);
_SlidingWindowTraining.SetDatasetReservedLength(120);
_SlidingWindowTraining.SetDistanceToForcastHorrison(3);
_SlidingWindowTraining.SetWindowWidth(12);
_SlidingWindowTraining.SetMaximumEpochs(1000);
_SlidingWindowTraining.SetInputNodes(_InputLayerNodes);
_SlidingWindowTraining.SetOutputNodes(_OuputLayerNodes);
_SlidingWindowTraining.SetWorkingDataset(dataSet);
_SlidingWindowTraining.SetRecurrentConextLayers(new List<Base>());
Console.WriteLine("Starting Training");
_SlidingWindowTraining.Start();
Thread.Sleep(1000);
while (_SlidingWindowTraining.IsRunning()) Thread.Sleep(20);
Console.WriteLine("Complete Training");
Console.WriteLine("Starting Testing");
Activity.Testing.SlidingWindow slidingWindowTesting = new Activity.Testing.SlidingWindow();
slidingWindowTesting.SetDatasetReservedLength(0);
slidingWindowTesting.SetInputNodes(_SlidingWindowTraining.GetTargetNetwork().GetDetectedBottomLayers()[0].GetNodes().ToList());
slidingWindowTesting.SetOutputNodes(_SlidingWindowTraining.GetTargetNetwork().GetDetectedTopLayers()[0].GetNodes().ToList());
slidingWindowTesting.SetRecurrentConextLayers(new List<Base>());
slidingWindowTesting.SetWorkingDataset(dataSet);
slidingWindowTesting.SetWindowWidth(6);
slidingWindowTesting.SetDistanceToForcastHorrison(3);
slidingWindowTesting.SetTargetNetwork(_SlidingWindowTraining.GetTargetNetwork());
Activity.Testing.SlidingWindow.SlidingWindowTestResults result = (Activity.Testing.SlidingWindow.SlidingWindowTestResults) slidingWindowTesting.TestNetwork();
Console.WriteLine(result.Rmse);
Functions.PrintArrayToFile(result.ActualOutputs, "ActualOutputs.csv");
Functions.PrintArrayToFile(result.ExpectedOutputs, "ExpectedOutputs.csv");
Console.WriteLine("Complete Testing");
Console.WriteLine("Comparing Against Random Walk 3 Step");
Console.WriteLine(Math.Round(RandomWalkCompare.CalculateError(result.ExpectedOutputs, result.ActualOutputs, 3)[0]*100, 3));
Console.WriteLine("Comparing Against Random Walk 2 Step");
Console.WriteLine(Math.Round(RandomWalkCompare.CalculateError(result.ExpectedOutputs, result.ActualOutputs, 2)[0]*100, 3));
Console.WriteLine("Comparing Against Random Walk 1 Step");
Console.WriteLine(Math.Round(RandomWalkCompare.CalculateError(result.ExpectedOutputs, result.ActualOutputs, 1)[0]*100, 3));
Console.ReadKey();
}