public void UpdateEnvironment(MinesweeperState ms)
{
UpdateNumBoom(ms.numOfBoom);
UpdateNumTime(ms.time);
UpdateFace(ms.face);
UpdateSquares(ms.mapState);
}
public void CreateNewEnvironment(MinesweeperState ms)
{
UpdateNumBoom(ms.numOfBoom);
UpdateNumTime(ms.time);
UpdateFace(ms.face);
if (ms.height > maxHeight)
{
ms.height = maxHeight;
}
if (ms.width > maxWidth)
{
ms.width = maxWidth;
}
if (height != ms.height || width != ms.width)
{
RemoveOldFromCanvas();
squares = new ImageControlObject[ms.height][];
height = ms.height;
width = ms.width;
for (int i = 0; i < ms.height; i++)
{
squares[i] = new ImageControlObject[ms.width];
for (int j = 0; j < ms.width; j++)
{
squares[i][j] = ImageControlObject.CreateImage(squareBmpList, canvas);
}
}
borderLeft = new ImageControlObject[height];
borderRight = new ImageControlObject[height];
borderTop = new ImageControlObject[width];
borderBot = new ImageControlObject[width];
for (int i = 0; i < height; i++)
{
borderLeft[i] = ImageControlObject.CreateImage(borderBmpList[5], canvas);
borderRight[i] = ImageControlObject.CreateImage(borderBmpList[5], canvas);
}
for (int i = 0; i < width; i++)
{
borderTop[i] = ImageControlObject.CreateImage(borderBmpList[4], canvas);
borderBot[i] = ImageControlObject.CreateImage(borderBmpList[4], canvas);
}
}
UpdateSquares(ms.mapState);
SetPostion(x, y);
}
private void CreateDrawingMinesweeperEnv(int[] information)
{
time = 0;
timer.Stop();
MinesweeperState ms = new MinesweeperState();
ms.time = 0;
ms.face = 0;
ms.height = information[0];
ms.width = information[1];
ms.numOfBoom = information[2];
ms.mapState = new int[ms.height][];
for (int i = 0; i < ms.height; i++)
{
ms.mapState[i] = new int[ms.width];
}
dme.CreateNewEnvironment(ms);
UpdateSizeWindow(ms.height, ms.width);
}
public MainWindow()
{
ActiveGame = new MinesweeperState()
{
//OneGameEnd = gameResult =>
//{
// Dispatcher.Invoke(() =>
// {
// DrawMap();
// DrawMines();
// });
// if (gameResult == GameResult.Win)
// {
// //Debug.WriteLine("Win!");
// MessageBox.Show("Win!");
// }
// else if (gameResult == GameResult.Loose)
// {
// //Debug.WriteLine("Loose!");
// MessageBox.Show("Loose!");
// }
// ActiveGame.Initialize();
//}
};
InitializeComponent();
XUnit = (int)CanvasElement.Width / ActiveGame.SizeX;
YUnit = (int)CanvasElement.Height / ActiveGame.SizeY;
ActiveGame.Initialize();
DrawMap();
var updateFileIterator = 10;
var neuralNetworkDataFilePath = "../../../NeuralNetworkData.txt";
var network = new MinesweeperNetwork(ActiveGame);
try
{
var neuralNetworkDataText = File.ReadAllText(neuralNetworkDataFilePath);
var neuralNetworkData = JsonConvert.DeserializeObject <NeuralNetworkData>(neuralNetworkDataText);
// Keep in mind these arrays are copied by the reference.
network.NeuralNetwork.Weights = neuralNetworkData.Weights;
network.NeuralNetwork.Bias = neuralNetworkData.Bias;
}
catch (FileNotFoundException)
{
File.CreateText(neuralNetworkDataFilePath);
}
Task.Factory.StartNew(() =>
{
var alreadyOpenSqaureClick = 0;
while (ActiveGame.IsRunning)
{
var(y, x) = network.Predict();
if (ActiveGame.VisibleMap[y][x] == 1)
{
alreadyOpenSqaureClick++;
if (alreadyOpenSqaureClick > 5)
{
alreadyOpenSqaureClick = 0;
ActiveGame.Initialize();
continue;
}
}
ActiveGame.MakeGuess(y, x);
var(training, outputs) = network.Learn();
this.Dispatcher.Invoke(() =>
{
DrawMap();
});
//> draw training data
for (int i = 0; i < training.Length; i++)
{
var yT = i / ActiveGame.SizeY;
var xT = i % ActiveGame.SizeX;
this.Dispatcher.Invoke(() =>
{
var number = new TextBlock()
{
Text = Math.Round(training[i] * 1000.0d).ToString(),
Foreground = new SolidColorBrush(Colors.Green),
FontSize = 12
};
Canvas.SetTop(number, yT * YUnit + 4);
Canvas.SetLeft(number, xT * XUnit + 5);
CanvasElement.Children.Add(number);
var number2 = new TextBlock()
{
Text = Math.Round(outputs[i] * 1000.0d).ToString(),
Foreground = new SolidColorBrush(Colors.Purple),
FontSize = 12
};
Canvas.SetTop(number2, yT * YUnit + 15);
Canvas.SetLeft(number2, xT * XUnit + 5);
CanvasElement.Children.Add(number2);
});
}
//<
Thread.Sleep(500);
if (!ActiveGame.IsRunning)
{
updateFileIterator--;
this.Dispatcher.Invoke(() =>
{
//DrawMap();
//DrawMines();
});
if (updateFileIterator <= 0)
{
File.WriteAllText(neuralNetworkDataFilePath, JsonConvert.SerializeObject(
new NeuralNetworkData()
{
Weights = network.NeuralNetwork.Weights,
Bias = network.NeuralNetwork.Bias,
}
));
updateFileIterator = 10;
}
ActiveGame.Initialize();
}
}
});
}
public void UpdateEnvironment(string json)
{
MinesweeperState ms = JsonConvert.DeserializeObject <MinesweeperState>(json);
UpdateEnvironment(ms);
}