static List <ImageDescription> CombineImages(ImagesContainer trainIC, LabelsContainer trainLC)
{
var ret = new List <ImageDescription>();
for (int i = 0; i < trainIC.ImagesCount; i++)
{
ret.Add(new ImageDescription()
{
Image = trainIC.Images[i], Label = trainLC.Labels[i]
});
}
return(ret);
}
private void CreateButtons()
{
CreateButtonBack();
var windowButtonSelected = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/window_target" + ".png");
var windowButtonNoSelected = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/window_notarget" + ".png");
var fullscreenButtonSelected = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/fullscreen_target" + ".png");
var fullscreenButtonNoSelected = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/fullscreen_notarget" + ".png");
var paths = new ImagesContainer(windowButtonSelected, windowButtonNoSelected, fullscreenButtonSelected, fullscreenButtonNoSelected);
modeButton = new ToggleButton(paths, new Vector3(0.9f, 2.95f, -2f), new Vector2(1.35f, 0.63f), screenContainer.renderer);
modeButton.Choose += ModeButton_Choose;
var sl = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/big_target" + ".png");
var nsl = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/big_notarget" + ".png");
var sr = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/little_target" + ".png");
var nsr = GPUTextureLoader.LoadAsync("Images/" + "GUI/ConfigureScreen/Buttons/little_notarget" + ".png");
var paths2 = new ImagesContainer(sl, nsl, sr, nsr);
var fontButton = new ToggleButton(paths2, new Vector3(0.9f, 1.75f, -2f), new Vector2(1.35f, 0.63f), screenContainer.renderer);
fontButton.Choose += FontButton_Choose;
var textSpeed = new Slider(new Vector3(2.3f, 0.58f, -2f), screenContainer.renderer);
textSpeed.UpdatePosition += TextSpeed_UpdatePosition;
textSpeed.SetPosition(GameKernel.settings.settingsData.TextSpeed);
var volumeMusic = new Slider(new Vector3(2.3f, -0.42f, -2f), screenContainer.renderer);
volumeMusic.UpdatePosition += VolumeMusic_UpdatePosition;
volumeMusic.SetPosition(GameKernel.settings.settingsData.MusicVolume);
var volumeAmbient = new Slider(new Vector3(2.3f, -1.42f, -2f), screenContainer.renderer);
volumeAmbient.UpdatePosition += VolumeAmbient_UpdatePosition;
volumeAmbient.SetPosition(GameKernel.settings.settingsData.AmbientVolume);
var volumeEffects = new Slider(new Vector3(2.3f, -2.42f, -2f), screenContainer.renderer);
volumeEffects.UpdatePosition += VolumeEffects_UpdatePosition;
volumeEffects.SetPosition(GameKernel.settings.settingsData.EffectsVolume);
if (GameKernel.settings.settingsData.Fullscreen)
{
FullScreenMode();
}
else
{
WindowScreenMode();
}
}
private async void ImageViewerPage_Loaded(object sender, RoutedEventArgs e)
{
using (var cts = new CancellationTokenSource(5000))
{
ImagesContainer.Opacity = 0.0;
while (!ImageItemsControl.Items.Any())
{
await Task.Delay(50, cts.Token);
}
ImagesContainer.Fade(1.0f, 175f)
.Start();
}
}
static void Main(string[] args)
{
var config = new
{
EpochsCount = 10,
HiddenLayerSize = 50,
CrossEntropyError = 0.005f,
LearningRate = 0.01f
};
Stopwatch sw = new Stopwatch();
sw.Start();
ImagesContainer trainIC = new ImagesContainer(trainImagesPath);
LabelsContainer trainLC = new LabelsContainer(trainLabelsPath);
var imageSize = trainIC.ImagesWidth * trainIC.ImagesHeight;
Console.WriteLine("Initializing of neural network...");
NeuralNetwork NN = new NeuralNetwork(imageSize, config.HiddenLayerSize, 10, config.LearningRate);
var combinedData = CombineImages(trainIC, trainLC);
Console.WriteLine("Begin training...");
NN.Train(combinedData, config.EpochsCount, config.CrossEntropyError);
sw.Stop();
Console.WriteLine($"Training complete in {sw.ElapsedMilliseconds} milliseconds");
Console.WriteLine("\r\n______________________________\r\n");
ImagesContainer testIC = new ImagesContainer(testImagesPath);
LabelsContainer testLC = new LabelsContainer(testLabelsPath);
var combinedTestData = CombineImages(testIC, testLC);
Console.WriteLine("Begin training...");
NN.Test(combinedTestData, config.CrossEntropyError);
Console.ReadLine();
}
