private List <UnpreparedTrainingsset> getUnpreparedTrainingssets(Game i_game, List <String> lstr, AlgoBot algobot)
{
List <UnpreparedTrainingsset> result = new List <UnpreparedTrainingsset>();
Game n_game;
if (!lstr.Contains(Game.BoardToString(i_game.Gameboard, i_game.turn)))
{
if (!i_game.over)//only save anything if there is a playble move afterwards
{
int[] bestmove = algobot.findBestMove(i_game, i_game.turn);
UnpreparedTrainingsset ut = new UnpreparedTrainingsset();
ut.inputGame = i_game.Gameboard;
ut.turn = i_game.turn;
ut.outputMove = bestmove;
result.Add(ut);
List <int[]> possibleMove = this.PossibleMoves(i_game);
for (int i = 0; i < possibleMove.Count; i++)
{
n_game = i_game.copy();
bool b = n_game.MakeMove(possibleMove[i][0], possibleMove[i][1], n_game.turn);
if (!b)
{
throw new Exception("nana");
}
List <UnpreparedTrainingsset> lst = getUnpreparedTrainingssets(n_game, lstr, algobot);
foreach (UnpreparedTrainingsset l in lst)
{
result.Add(l);
lstr.Add(Game.BoardToString(l.inputGame, i_game.turn));
}
}
}
}
return(result);
}
override public void call()
{
Console.WriteLine("NeuroBot Called");
double[] inputs = UnpreparedTrainingsset.boardToNeuronInput(this.myGame.Gameboard, this.myGame.turn);
int[] move = UnpreparedTrainingsset.NeuronOutputToMove(this.Brain.calculateForInput(inputs));
//Console.WriteLine("doing"+"|"+move[1]+"|"+move[2]);
myGame.MakeMove((int)move[0], (int)move[1], this.Color);
}
public int[] getBestMoveAccordingToTestSet(bool?[,] board, bool turn)
{
TrainingSet t = this.Brain.trainingsset;
double[] input = UnpreparedTrainingsset.boardToNeuronInput(board, turn);
int i = 0;
while (i < t.inputs.Length)
{
if (input.SequenceEqual(t.inputs[i]))
{
return(UnpreparedTrainingsset.NeuronOutputToMove(t.results[i]));
}
i++;
}
return(new int[] { -1, -1 });
}
public TrainingSet CreateTrainingsSet()
{
List <UnpreparedTrainingsset> result = new List <UnpreparedTrainingsset>();
AlgoBot algobot = new AlgoBot();
Game i_game = new Game();
i_game.turn = false;
List <String> lstr = new List <String>();
result.AddRange(getUnpreparedTrainingssets(i_game, lstr, algobot));
//for the other color
Console.WriteLine("Created Testdata for first Color");
i_game = new Game();
i_game.turn = true;
result.AddRange(getUnpreparedTrainingssets(i_game, lstr, algobot));
Console.WriteLine("Raw testdata created. " + result.Count + " sets");
return(UnpreparedTrainingsset.toTrainingsset(result));
}