AI Thread fixes

# Conflicts:
#	app/src/main/java/org/toop/Main.java
#	app/src/main/java/org/toop/app/Server.java
#	app/src/main/java/org/toop/app/canvas/ReversiBitCanvas.java
#	app/src/main/java/org/toop/app/gameControllers/ReversiBitController.java
#	app/src/main/java/org/toop/app/widget/view/LocalMultiplayerView.java
#	app/src/main/java/org/toop/app/widget/view/ServerView.java
#	framework/src/main/java/org/toop/framework/game/BitboardGame.java
#	framework/src/main/java/org/toop/framework/game/gameThreads/OnlineThreadBehaviour.java
#	framework/src/main/java/org/toop/framework/game/gameThreads/ServerThreadBehaviour.java
#	framework/src/main/java/org/toop/framework/game/games/reversi/BitboardReversi.java
#	framework/src/main/java/org/toop/framework/game/players/ArtificialPlayer.java
#	framework/src/main/java/org/toop/framework/game/players/ServerPlayer.java
#	framework/src/main/java/org/toop/framework/gameFramework/model/game/TurnBasedGame.java
#	framework/src/main/java/org/toop/framework/networking/server/GameServer.java
#	framework/src/main/java/org/toop/framework/networking/server/OnlineTurnBasedGame.java
#	framework/src/main/java/org/toop/framework/networking/server/Server.java
#	framework/src/main/java/org/toop/framework/networking/server/client/NettyClient.java
#	framework/src/main/java/org/toop/framework/networking/server/handlers/MessageHandler.java
#	game/src/main/java/org/toop/game/players/ai/MCTSAI.java

app/src/main/java/org/toop/Main.java

@@ -5,49 +5,5 @@ import org.toop.app.App;
 public final class Main {
     static void main(String[] args) {
         App.run(args);
-		// testMCTS(10);
     }
-
-	// Voor onderzoek
-	// private static void testMCTS(int games) {
-	// 	var random = new ArtificialPlayer<>(new RandomAI<BitboardReversi>(), "Random AI");
-	// 	var v1 = new ArtificialPlayer<>(new MCTSAI<BitboardTicTacToe>(10), "MCTS V1 AI");
-	// 	var v2 = new ArtificialPlayer<>(new MCTSAI2<BitboardTicTacToe>(10), "MCTS V2 AI");
-	// 	var v2_2 = new ArtificialPlayer<>(new MCTSAI2<BitboardTicTacToe>(100), "MCTS V2_2 AI");
-	// 	var v3 = new ArtificialPlayer<>(new MCTSAI3<BitboardTicTacToe>(10), "MCTS V3 AI");
-
-	// 	testAI(games, new Player[]{ v1, v2 });
-	// 	// testAI(games, new Player[]{ v1, v3 });
-
-	// 	// testAI(games, new Player[]{ random, v3 });
-	// 	// testAI(games, new Player[]{ v2, v3 });
-	// 	testAI(games, new Player[]{ v2, v3 });
-	// 	// testAI(games, new Player[]{ v3, v2 });
-	// }
-
-	// private static void testAI(int games, Player<BitboardReversi>[] ais) {
-	// 	int wins = 0;
-	// 	int ties = 0;
-
-	// 	for (int i = 0; i < games; i++) {
-	// 		final BitboardReversi match = new BitboardReversi(ais);
-
-	// 		while (!match.isTerminal()) {
-	// 			final int currentAI = match.getCurrentTurn();
-	// 			final long move = ais[currentAI].getMove(match);
-
-	// 			match.play(move);
-	// 		}
-
-	// 		if (match.getWinner() < 0) {
-	// 			ties++;
-	// 			continue;
-	// 		}
-
-	// 		wins += match.getWinner() == 0? 1 : 0;
-	// 	}
-
-	// 	System.out.printf("Out of %d games, %s won %d -- tied %d -- lost %d, games against %s\n", games, ais[0].getName(), wins, ties, games - wins - ties, ais[1].getName());
-	// 	System.out.printf("Average win rate was: %.2f\n\n", wins / (float)games);
-	// }
 }

app/src/main/java/org/toop/app/Server.java

@@ -20,8 +20,7 @@ import org.toop.framework.networking.connection.clients.TournamentNetworkingClie
 import org.toop.framework.networking.connection.events.NetworkEvents;
 import org.toop.framework.networking.connection.types.NetworkingConnector;
 import org.toop.framework.networking.server.gateway.NettyGatewayServer;
-import org.toop.framework.game.players.LocalPlayer;
+import org.toop.game.players.ai.mcts.MCTSAI3;
-import org.toop.game.players.ai.MCTSAI3;
 import org.toop.local.AppContext;
 
 import java.util.Arrays;
@@ -211,7 +210,7 @@ public final class Server {
 
             Player[] players = new Player[2];
 
-            players[userStartingTurn] = new ArtificialPlayer(new MCTSAI3(100), user);
+            players[userStartingTurn] = new ArtificialPlayer(new MCTSAI3(1000, 8), user);
             players[opponentStartingTurn] = new OnlinePlayer(response.opponent());
 
             switch (type) {

app/src/main/java/org/toop/app/canvas/ReversiBitCanvas.java

@@ -2,9 +2,13 @@ package org.toop.app.canvas;
 
 import javafx.scene.paint.Color;
 import org.toop.app.App;
+import org.toop.framework.game.games.reversi.BitboardReversi;
+import org.toop.framework.game.players.LocalPlayer;
 import org.toop.framework.gameFramework.model.game.TurnBasedGame;
 
 public class ReversiBitCanvas extends BitGameCanvas {
+    private TurnBasedGame gameCopy;
+    private int previousCell;
     public ReversiBitCanvas() {
         super(Color.GRAY, new Color(0f, 0.4f, 0.2f, 1f), (App.getHeight() / 4) * 3, (App.getHeight() / 4) * 3, 8, 8, 5, true);
         canvas.setOnMouseMoved(event -> {
@@ -20,6 +24,9 @@ public class ReversiBitCanvas extends BitGameCanvas {
                     break;
                 }
             }
+            if (hovered != null) {
+                checkHoverDots(hovered, cellId);
+            }
         });
     }
 
@@ -31,9 +38,31 @@ public class ReversiBitCanvas extends BitGameCanvas {
 
     @Override
     public void redraw(TurnBasedGame gameCopy) {
+        this.gameCopy = gameCopy;
         clearAll();
         long[] board = gameCopy.getBoard();
         loopOverBoard(board[0], (i) -> drawDot(Color.WHITE, i));
         loopOverBoard(board[1], (i) -> drawDot(Color.BLACK, i));
     }
+
+    public void drawLegalDots(TurnBasedGame gameCopy){
+        long legal = gameCopy.getLegalMoves();
+        loopOverBoard(legal, (i) -> drawInnerDot(gameCopy.getCurrentTurn()==0?new Color(1f,1f,1f,0.65f) :new Color(0f,0f,0f,0.65f), i,false));
+    }
+
+    private void checkHoverDots(BitGameCanvas.Cell hovered, int cellId){
+        if (previousCell == cellId){
+            return;
+        }
+        long backflips = ((BitboardReversi)gameCopy).getFlips(1L << previousCell);
+        loopOverBoard(backflips, (i) -> drawInnerDot(gameCopy.getCurrentTurn()==1?Color.WHITE:Color.BLACK, i,true));
+        previousCell = cellId;
+        if (gameCopy.getPlayer(gameCopy.getCurrentTurn()) instanceof LocalPlayer) {
+            long legal = gameCopy.getLegalMoves();
+            if ((legal & (1L << cellId)) != 0) {
+                long flips = ((BitboardReversi) gameCopy).getFlips(1L << cellId);
+                loopOverBoard(flips, (i) -> drawInnerDot(gameCopy.getCurrentTurn() == 0 ? Color.WHITE : Color.BLACK, i, false));
+            }
+        }
+    }
 }

app/src/main/java/org/toop/app/gameControllers/GenericGameController.java

@@ -5,10 +5,12 @@ import javafx.geometry.Pos;
 import org.apache.logging.log4j.LogManager;
 import org.apache.logging.log4j.Logger;
 import org.toop.app.canvas.GameCanvas;
+import org.toop.app.canvas.ReversiBitCanvas;
 import org.toop.app.widget.WidgetContainer;
 import org.toop.app.widget.view.GameView;
 import org.toop.framework.eventbus.EventFlow;
 import org.toop.framework.eventbus.GlobalEventBus;
+import org.toop.framework.game.games.reversi.BitboardReversi;
 import org.toop.framework.gameFramework.controller.GameController;
 import org.toop.framework.gameFramework.model.game.threadBehaviour.SupportsOnlinePlay;
 import org.toop.framework.gameFramework.model.game.TurnBasedGame;
@@ -153,6 +155,18 @@ public class GenericGameController implements GameController {
 
     @Override
     public void updateUI() {
-        canvas.redraw(game.deepCopy());
+        TurnBasedGame gameCopy = game.deepCopy();
+        canvas.redraw(gameCopy);
+        String gameType = game.getClass().getSimpleName().replace("Bitboard","");
+        gameView.nextPlayer(true, getCurrentPlayer().getName(), game.getPlayer(1-getCurrentPlayerIndex()).getName(),gameType);
+        if (gameType.equals("Reversi")) {
+            BitboardReversi reversiGame = (BitboardReversi) game;
+            BitboardReversi.Score reversiScore = reversiGame.getScore();
+            gameView.setPlayer1Score(reversiScore.black());
+            gameView.setPlayer2Score(reversiScore.white());
+            if (getCurrentPlayer() instanceof LocalPlayer) {
+                ((ReversiBitCanvas)canvas).drawLegalDots(gameCopy);
+            }
+        }
     }
 }

app/src/main/java/org/toop/app/gameControllers/ReversiBitController.java

@@ -11,13 +11,19 @@ import org.toop.framework.game.players.OnlinePlayer;
 import java.util.Arrays;
 
 public class ReversiBitController extends GenericGameController {
+
+    private BitboardReversi game;
+
     public ReversiBitController(Player[] players) {
         BitboardReversi game = new BitboardReversi();
         game.init(players);
-
         ThreadBehaviour thread = Arrays.stream(players).anyMatch(e -> e instanceof OnlinePlayer) ?
                 new OnlineThreadBehaviour(game) : new LocalThreadBehaviour(game);
 
         super(new ReversiBitCanvas(), game, thread, "Reversi");
     }
+
+    public BitboardReversi.Score getScore() {
+        return game.getScore();
+    }
 }

app/src/main/java/org/toop/app/widget/popup/GameOverPopup.java

@@ -4,6 +4,7 @@ import org.toop.app.widget.complex.ConfirmWidget;
 import org.toop.app.widget.complex.PopupWidget;
 
 import javafx.geometry.Pos;
+import org.toop.framework.game.games.reversi.BitboardReversi;
 
 public final class GameOverPopup extends PopupWidget {
 	public GameOverPopup(boolean winOrTie, String winner) {
@@ -15,7 +16,6 @@ public final class GameOverPopup extends PopupWidget {
         else{
             confirmWidget.setMessage("It was a tie!");
         }
-
 		confirmWidget.addButton("ok", this::hide);
 
 		add(Pos.CENTER, confirmWidget);

app/src/main/java/org/toop/app/widget/view/GameView.java

@@ -6,6 +6,8 @@ import javafx.scene.text.Font;
 import org.toop.app.widget.Primitive;
 import org.toop.app.widget.complex.ViewWidget;
 import org.toop.app.widget.popup.GameOverPopup;
+
+import java.util.Objects;
 import java.util.function.Consumer;
 import javafx.application.Platform;
 import javafx.geometry.Pos;
@@ -24,6 +26,8 @@ public final class GameView extends ViewWidget {
     private final Text player2Header;
     private Circle player1Icon;
     private Circle player2Icon;
+    private final Text player1Score;
+    private final Text player2Score;
 	private final Button forfeitButton;
 	private final Button exitButton;
     private final TextField chatInput;
@@ -38,6 +42,8 @@ public final class GameView extends ViewWidget {
         player2Header = Primitive.header("");
         player1Icon = new Circle();
         player2Icon = new Circle();
+        player1Score = Primitive.header("");
+        player2Score = Primitive.header("");
 
 		if (onForfeit != null) {
 			forfeitButton = Primitive.button("forfeit", () -> onForfeit.run(), false);
@@ -94,7 +100,7 @@ public final class GameView extends ViewWidget {
 		}
 	}
 
-	public void nextPlayer(boolean isMe, String currentPlayer, String currentMove, String nextPlayer, char GameType) {
+	public void nextPlayer(boolean isMe, String currentPlayer, String nextPlayer, String GameType) {
 		Platform.runLater(() -> {
             if (!(hasSet)) {
                 playerHeader.setText(currentPlayer + " vs. " + nextPlayer);
@@ -112,8 +118,8 @@ public final class GameView extends ViewWidget {
 		new GameOverPopup(iWon, winner).show(Pos.CENTER);
 	}
 
-    private void setPlayerHeaders(boolean isMe, String currentPlayer, String nextPlayer, char GameType) {
+    private void setPlayerHeaders(boolean isMe, String currentPlayer, String nextPlayer, String GameType) {
-        if (GameType == 'T') {
+        if (Objects.equals(GameType, "TicTacToe")) {
             if (isMe) {
                 player1Header.setText("X: " + currentPlayer);
                 player2Header.setText("O: " + nextPlayer);
@@ -124,7 +130,7 @@ public final class GameView extends ViewWidget {
             }
             setPlayerInfoTTT();
         }
-        else if (GameType == 'R') {
+        else if (Objects.equals(GameType, "Reversi")) {
             if (isMe) {
                 player1Header.setText(currentPlayer);
                 player2Header.setText(nextPlayer);
@@ -151,14 +157,16 @@ public final class GameView extends ViewWidget {
     private void setPlayerInfoReversi() {
         var player1box = Primitive.hbox(
                 player1Icon,
-                player1Header
+                player1Header,
+                player1Score
         );
 
         player1box.getStyleClass().add("hboxspacing");
 
         var player2box = Primitive.hbox(
                 player2Icon,
-                player2Header
+                player2Header,
+                player2Score
         );
 
         player2box.getStyleClass().add("hboxspacing");
@@ -172,8 +180,16 @@ public final class GameView extends ViewWidget {
 
         player1Icon.setRadius(player1Header.fontProperty().map(Font::getSize).getValue());
         player2Icon.setRadius(player2Header.fontProperty().map(Font::getSize).getValue());
-        player1Icon.setFill(Color.BLACK);
+        player1Icon.setFill(Color.WHITE);
-        player2Icon.setFill(Color.WHITE);
+        player2Icon.setFill(Color.BLACK);
         add(Pos.TOP_RIGHT, playerInfo);
     }
+
+    public void setPlayer1Score(int score) {
+        player1Score.setText("(" + Integer.toString(score) + ")");
+    }
+
+    public void setPlayer2Score(int score) {
+        player2Score.setText("(" + Integer.toString(score) + ")");
+    }
 }

app/src/main/java/org/toop/app/widget/view/LocalMultiplayerView.java

@@ -4,6 +4,7 @@ import javafx.application.Platform;
 import org.toop.app.GameInformation;
 import org.toop.app.gameControllers.ReversiBitController;
 import org.toop.app.gameControllers.TicTacToeBitController;
+import org.toop.framework.game.players.LocalPlayer;
 import org.toop.framework.gameFramework.controller.GameController;
 import org.toop.framework.gameFramework.model.player.Player;
 import org.toop.framework.game.players.ArtificialPlayer;
@@ -12,11 +13,10 @@ import org.toop.app.widget.complex.PlayerInfoWidget;
 import org.toop.app.widget.complex.ViewWidget;
 import org.toop.app.widget.popup.ErrorPopup;
 import org.toop.app.widget.tutorial.*;
-import org.toop.framework.game.players.LocalPlayer;
-import org.toop.game.players.ai.MCTSAI;
-import org.toop.game.players.ai.MCTSAI2;
-import org.toop.game.players.ai.MCTSAI3;
 import org.toop.game.players.ai.MiniMaxAI;
+import org.toop.game.players.ai.mcts.MCTSAI1;
+import org.toop.game.players.ai.mcts.MCTSAI3;
+import org.toop.game.players.ai.mcts.MCTSAI4;
 import org.toop.local.AppContext;
 
 import javafx.geometry.Pos;
@@ -54,7 +54,7 @@ public class LocalMultiplayerView extends ViewWidget {
                     if (information.players[0].isHuman) {
                         players[0] = new LocalPlayer(information.players[0].name);
                     } else {
-                        players[0] = new ArtificialPlayer(new MCTSAI(100), "MCTS AI");
+                        players[0] = new ArtificialPlayer(new MCTSAI1(100), "MCTS AI");
                     }
                     if (information.players[1].isHuman) {
                         players[1] = new LocalPlayer(information.players[1].name);
@@ -82,13 +82,13 @@ public class LocalMultiplayerView extends ViewWidget {
                     if (information.players[0].isHuman) {
                         players[0] = new LocalPlayer(information.players[0].name);
                     } else {
-						// players[0] = new ArtificialPlayer(new RandomAI<BitboardReversi>(), "Random AI");
+						// players[0] = new ArtificialPlayer(new RandomAI(), "Random AI");
-						players[0] = new ArtificialPlayer(new MCTSAI3(50), "MCTS V3 AI");
+						players[0] = new ArtificialPlayer(new MCTSAI1(100), "MCTS V1 AI");
                     }
                     if (information.players[1].isHuman) {
                         players[1] = new LocalPlayer(information.players[1].name);
                     } else {
-						players[1] = new ArtificialPlayer(new MCTSAI2(50), "MCTS V2 AI");
+						players[1] = new ArtificialPlayer(new MCTSAI4(100, 8), "MCTS V4 AI");
                     }
                     if (AppSettings.getSettings().getTutorialFlag() && AppSettings.getSettings().getFirstReversi()) {
                         new ShowEnableTutorialWidget(

framework/src/main/java/org/toop/framework/game/BitboardGame.java

@@ -17,8 +17,8 @@ public abstract class BitboardGame implements TurnBasedGame {
     private Player[] players;
 
 	// long is 64 bits. Every game has a limit of 64 cells maximum.
-	private final long[] playerBitboard;
+	protected final long[] playerBitboard;
-	private int currentTurn = 0;
+	protected int currentTurn = 0;
 	private final int playerCount;
 
 	public BitboardGame(int columnSize, int rowSize, int playerCount) {
@@ -74,6 +74,8 @@ public abstract class BitboardGame implements TurnBasedGame {
 		return playerBitboard.length;
 	}
 
+    public int getAmountOfTurns() { return currentTurn; }
+
 	public int getCurrentTurn() {
 		return getCurrentPlayerIndex();
 	}

framework/src/main/java/org/toop/framework/game/gameThreads/ServerThreadBehaviour.java

@@ -1,31 +1,39 @@
 package org.toop.framework.game.gameThreads;
 
-import org.toop.framework.eventbus.EventFlow;
 import org.toop.framework.gameFramework.GameState;
 import org.toop.framework.gameFramework.model.game.PlayResult;
 import org.toop.framework.gameFramework.model.game.TurnBasedGame;
 import org.toop.framework.gameFramework.model.game.threadBehaviour.AbstractThreadBehaviour;
 import org.toop.framework.gameFramework.model.player.Player;
-import org.toop.framework.gameFramework.view.GUIEvents;
 import org.toop.framework.utils.ImmutablePair;
 import org.toop.framework.utils.Pair;
 
+import java.time.Duration;
+import java.util.concurrent.*;
 import java.util.function.Consumer;
 
-import static org.toop.framework.gameFramework.GameState.TURN_SKIPPED;
-import static org.toop.framework.gameFramework.GameState.WIN;
-
 public class ServerThreadBehaviour extends AbstractThreadBehaviour implements Runnable {
     private final Consumer<ImmutablePair<String, Integer>> onPlayerMove;
     private final Consumer<Pair<GameState, Integer>> onGameEnd;
+
+    private final ExecutorService moveExecutor = Executors.newSingleThreadExecutor();
+
+    private final Duration timeOut;
     /**
      * Creates a new base behaviour for the specified game.
      *
      * @param game the turn-based game to control
      */
-    public ServerThreadBehaviour(TurnBasedGame game, Consumer<ImmutablePair<String, Integer>> onPlayerMove, Consumer<Pair<GameState, Integer>> onGameEnd) {
+    public ServerThreadBehaviour(
+            TurnBasedGame game,
+            Consumer<ImmutablePair<String,
+                    Integer>> onPlayerMove,
+            Consumer<Pair<GameState, Integer>> onGameEnd,
+            Duration timeOut
+    ) {
         this.onPlayerMove = onPlayerMove;
         this.onGameEnd = onGameEnd;
+        this.timeOut = timeOut;
         super(game);
     }
 
@@ -59,24 +67,43 @@ public class ServerThreadBehaviour extends AbstractThreadBehaviour implements Ru
     public void run() {
         while (isRunning.get()) {
             Player currentPlayer = game.getPlayer(game.getCurrentTurn());
-            long move = currentPlayer.getMove(game.deepCopy());
+
-            PlayResult result = game.play(move);
+            Future<Long> move = moveExecutor.submit(() -> currentPlayer.getMove(game.deepCopy()));
+
+            PlayResult result;
+            try {
+                long moveResult = move.get(timeOut.toMillis(), TimeUnit.MILLISECONDS);
+                result = game.play(moveResult);
 
                 GameState state = result.state();
-            notifyPlayerMove(new ImmutablePair<>(currentPlayer.getName(), Long.numberOfTrailingZeros(move)));
+                notifyPlayerMove(new ImmutablePair<>(currentPlayer.getName(), Long.numberOfTrailingZeros(moveResult)));
 
                 switch (state) {
                     case WIN, DRAW -> {
                         isRunning.set(false);
+                        moveExecutor.shutdown();
                         notifyGameEnd(new ImmutablePair<>(state, game.getWinner()));
                     }
                     case NORMAL, TURN_SKIPPED -> { /* continue normally */ }
                     default -> {
                         logger.error("Unexpected state {}", state);
                         isRunning.set(false);
+                        moveExecutor.shutdown();
                         throw new RuntimeException("Unknown state: " + state);
                     }
                 }
+
+            } catch (InterruptedException | ExecutionException e) {
+                isRunning.set(false);
+                notifyGameEnd(new ImmutablePair<>(GameState.DRAW, 0));
+                moveExecutor.shutdown();
+                return;
+            } catch (TimeoutException e) {
+                isRunning.set(false);
+                notifyGameEnd(new ImmutablePair<>(GameState.WIN, 1+game.getWinner()%2));
+                moveExecutor.shutdown();
+                return;
+            }
         }
     }
 }

framework/src/main/java/org/toop/framework/game/games/reversi/BitboardReversi.java

@@ -4,7 +4,6 @@ import org.toop.framework.game.BitboardGame;
 import org.toop.framework.gameFramework.GameState;
 import org.toop.framework.gameFramework.model.game.PlayResult;
 import org.toop.framework.gameFramework.model.player.Player;
-import org.toop.framework.game.BitboardGame;
 
 public class BitboardReversi extends BitboardGame {
 
@@ -325,4 +324,54 @@ public class BitboardReversi extends BitboardGame {
             return 1;
         }
     }
+
+	@Override
+	public float rateMove(long move) {
+		final long corners = 0x8100000000000081L;
+
+		if ((move & corners) != 0L) {
+			return 0.4f;
+		}
+
+		final long xSquares = 0x0042000000004200L;
+
+		if ((move & xSquares) != 0) {
+			return -0.4f;
+		}
+
+		final long cSquares = 0x4281000000008142L;
+
+		if ((move & cSquares) != 0) {
+			return -0.1f;
+		}
+
+		return 0.0f;
+	}
+
+	@Override
+	public long heuristicMove(long legalMoves) {
+		long bestMove = 0L;
+		float bestMoveRate = Float.NEGATIVE_INFINITY;
+
+		while (legalMoves != 0L) {
+			final long move = legalMoves & -legalMoves;
+			final float moveRate = rateMove(move);
+
+			if (moveRate > bestMoveRate) {
+				bestMove = move;
+				bestMoveRate = moveRate;
+			}
+
+			legalMoves &= ~move;
+		}
+
+		return bestMove;
+	}
+
+	@Override
+	public void setFrom(long player1, long player2, int turn) {
+		this.playerBitboard[0] = player1;
+		this.playerBitboard[1] = player2;
+		this.currentTurn = turn;
+	}
 }

framework/src/main/java/org/toop/framework/game/games/tictactoe/BitboardTicTacToe.java

@@ -2,6 +2,7 @@ package org.toop.framework.game.games.tictactoe;
 
 import org.toop.framework.gameFramework.GameState;
 import org.toop.framework.gameFramework.model.game.PlayResult;
+import org.toop.framework.gameFramework.model.game.TurnBasedGame;
 import org.toop.framework.gameFramework.model.player.Player;
 import org.toop.framework.game.BitboardGame;
 
@@ -110,4 +111,18 @@ public class BitboardTicTacToe extends BitboardGame {
     public BitboardTicTacToe deepCopy() {
         return new BitboardTicTacToe(this);
     }
+
+	@Override
+	public float rateMove(long move) {
+		return 0.0f;
+	}
+
+	@Override
+	public long heuristicMove(long legalMoves) {
+		return legalMoves;
+	}
+
+	@Override
+	public void setFrom(long player1, long player2, int turn) {
+	}
 }

framework/src/main/java/org/toop/framework/game/players/ArtificialPlayer.java

@@ -14,7 +14,9 @@ import org.toop.framework.gameFramework.model.game.TurnBasedGame;
  */
 public class ArtificialPlayer extends AbstractPlayer {
 
-    /** The AI instance used to calculate moves. */
+    /**
+     * The AI instance used to calculate moves.
+     */
     private final AI ai;
 
     /**
@@ -57,4 +59,8 @@ public class ArtificialPlayer extends AbstractPlayer {
     public ArtificialPlayer deepCopy() {
         return new ArtificialPlayer(this);
     }
+
+    public AI getAi() {
+        return ai;
+    }
 }

framework/src/main/java/org/toop/framework/game/players/ServerPlayer.java

@@ -29,13 +29,8 @@ public class ServerPlayer extends AbstractPlayer {
     @Override
     public long determineMove(TurnBasedGame game) {
         lastMove = new CompletableFuture<>();
-        System.out.println("Sending yourturn");
+
-        client.send("SVR GAME YOURTURN {TURNMESSAGE: \"<bericht voor deze beurt>\"}\n");
+        client.send("SVR GAME YOURTURN {TURNMESSAGE: \"<bericht voor deze beurt>\"}");
-        try {
+        return lastMove.join();
-            return lastMove.get();
-        } catch (InterruptedException | ExecutionException e) {
-            e.printStackTrace();
-            return 0;
-        }
     }
 }

framework/src/main/java/org/toop/framework/gameFramework/model/game/TurnBasedGame.java

@@ -13,4 +13,9 @@ public interface TurnBasedGame extends DeepCopyable<TurnBasedGame> {
     PlayResult play(long move);
 	PlayResult getState();
 	boolean isTerminal();
+
+	float rateMove(long move);
+	long heuristicMove(long legalMoves);
+
+	void setFrom(long player1, long player2, int turn);
 }

framework/src/main/java/org/toop/framework/networking/server/OnlineTurnBasedGame.java

@@ -5,7 +5,7 @@ import org.toop.framework.gameFramework.GameState;
 import org.toop.framework.gameFramework.model.game.TurnBasedGame;
 import org.toop.framework.networking.server.client.NettyClient;
 
-import java.util.ArrayList;
+import java.time.Duration;
 import java.util.Arrays;
 import java.util.concurrent.CompletableFuture;
 
@@ -19,12 +19,13 @@ public class OnlineTurnBasedGame implements OnlineGame<TurnBasedGame> {
 
     private final CompletableFuture<Integer> resultFuture;
 
-    public OnlineTurnBasedGame(NettyClient[] admins, TurnBasedGame game, CompletableFuture<Integer> resultFuture, NettyClient... clients) {
+    public OnlineTurnBasedGame(NettyClient[] admins, TurnBasedGame game, CompletableFuture<Integer> resultFuture, Duration timeOut, NettyClient... clients) {
         this.game = game;
         this.gameThread = new ServerThreadBehaviour(
                 game,
                 (pair) -> notifyMoveMade(pair.getLeft(), pair.getRight()),
-                (pair) -> notifyGameEnd(pair.getLeft(), pair.getRight())
+                (pair) -> notifyGameEnd(pair.getLeft(), pair.getRight()),
+                timeOut
         );
         this.resultFuture = resultFuture;
         this.clients = clients;
@@ -42,17 +43,15 @@ public class OnlineTurnBasedGame implements OnlineGame<TurnBasedGame> {
 
     private void notifyGameEnd(GameState state, int winner) {
         if (state == GameState.DRAW) {
-            Arrays.stream(admins).forEach(a -> a.send(
+            Arrays.stream(admins).forEach(a -> a.send("SVR GAME END"));
-                String.format("SVR GAME END")
-            ));
 
             for (NettyClient client : clients) {
-                client.send(String.format("SVR GAME DRAW {PLAYERONESCORE: \"<score speler1>\", PLAYERTWOSCORE: \"<score speler2>\", COMMENT: \"<comment>\"}"));
+                client.send("SVR GAME DRAW {PLAYERONESCORE: \"<score speler1>\", PLAYERTWOSCORE: \"<score speler2>\", COMMENT: \"<comment>\"}");
             }
         } else {
             Arrays.stream(admins).forEach(a -> a.send("SVR GAME END"));
-            clients[winner].send(String.format("SVR GAME WIN {PLAYERONESCORE: \"<score speler1>\", PLAYERTWOSCORE: \"<score speler2>\", COMMENT: \"<comment>\"}"));
+            clients[winner].send("SVR GAME WIN {PLAYERONESCORE: \"<score speler1>\", PLAYERTWOSCORE: \"<score speler2>\", COMMENT: \"<comment>\"}");
-            clients[(winner+1)%2].send(String.format("SVR GAME LOSS {PLAYERONESCORE: \"<score speler1>\", PLAYERTWOSCORE: \"<score speler2>\", COMMENT: \"<comment>\"}"));
+            clients[(winner+1)%2].send("SVR GAME LOSS {PLAYERONESCORE: \"<score speler1>\", PLAYERTWOSCORE: \"<score speler2>\", COMMENT: \"<comment>\"}");
         }
 
         // Remove game from clients

framework/src/main/java/org/toop/framework/networking/server/Server.java

@@ -145,6 +145,7 @@ public class Server implements GameServer<TurnBasedGame, NettyClient, Long> {
                     getAdmins().toArray(NettyClient[]::new),
                     gameTypesStore.create(gameType),
                     gameResult,
+                    turnTime,
                     clients
             );
 
@@ -166,6 +167,7 @@ public class Server implements GameServer<TurnBasedGame, NettyClient, Long> {
                     clients[0].name(),
                     gameType,
                     clients[0].name()));
+
             game.start();
             return grfReturn;
         } catch (Exception e) {

game/src/main/java/org/toop/game/players/ai/MCTSAI.java

@@ -1,193 +1,298 @@
 package org.toop.game.players.ai;
 
-import org.toop.framework.gameFramework.GameState;
-import org.toop.framework.gameFramework.model.game.PlayResult;
 import org.toop.framework.gameFramework.model.game.TurnBasedGame;
 import org.toop.framework.gameFramework.model.player.AbstractAI;
 
 import java.util.Random;
+import java.util.concurrent.atomic.AtomicInteger;
+
+public abstract class MCTSAI extends AbstractAI {
+	protected static class Node {
+		public static final int VIRTUAL_LOSS = -1;
 
-public class MCTSAI extends AbstractAI {
-	private static class Node {
 		public TurnBasedGame state;
+
 		public long move;
+		public long unexpandedMoves;
 
 		public Node parent;
-
-		public int expanded;
 		public Node[] children;
 
-		public int visits;
+		public AtomicInteger value;
-		public float value;
+		public AtomicInteger visits;
+
+		public float heuristic;
+
+		public float solved;
+
+		public Node(TurnBasedGame state, Node parent, long move) {
+			final long legalMoves = state.getLegalMoves();
 
-		public Node(TurnBasedGame state, long move, Node parent) {
 			this.state = state;
+
 			this.move = move;
+			this.unexpandedMoves = legalMoves;
 
 			this.parent = parent;
+			this.children = new Node[Long.bitCount(legalMoves)];
 
-			this.expanded = 0;
+			this.value = new AtomicInteger(0);
-			this.children = new Node[Long.bitCount(state.getLegalMoves())];
+			this.visits = new AtomicInteger(0);
 
-			this.visits = 0;
+			this.heuristic = state.rateMove(move);
-			this.value = 0.0f;
+
+			this.solved = Float.NaN;
 		}
 
 		public Node(TurnBasedGame state) {
-			this(state, 0L, null);
+			this(state, null, 0L);
+		}
+
+		public int getExpanded() {
+			return children.length - Long.bitCount(unexpandedMoves);
 		}
 
 		public boolean isFullyExpanded() {
-			return expanded >= children.length;
+			return unexpandedMoves == 0L;
 		}
 
-		float calculateUCT() {
+		public float calculateUCT(float explorationFactor) {
-			float exploitation = visits <= 0? 0 : value / visits;
+			if (visits.get() == 0) {
-			float exploration = 1.41f * (float)(Math.sqrt(Math.log(visits) / visits));
+				return Float.POSITIVE_INFINITY;
+			}
 
-			return exploitation + exploration;
+			final float exploitation = (float) value.get() / visits.get();
+			final float exploration = (float)(Math.sqrt(explorationFactor / visits.get()));
+			final float bias = heuristic * 10.0f / (visits.get() + 1);
+
+			return exploitation + exploration + bias;
 		}
 
 		public Node bestUCTChild() {
-			int bestChildIndex = -1;
+			final int expanded = getExpanded();
-			float bestScore = Float.NEGATIVE_INFINITY;
+
+			Node highestUCTChild = null;
+			float highestUCT = Float.NEGATIVE_INFINITY;
 
 			for (int i = 0; i < expanded; i++) {
-				final float score = calculateUCT();
+				final float childUCT = children[i].calculateUCT(2.0f * (float)Math.log(visits.get()));
 
-				if (score > bestScore) {
+				if (childUCT > highestUCT) {
-					bestChildIndex = i;
+					highestUCTChild = children[i];
-					bestScore = score;
+					highestUCT = childUCT;
 				}
 			}
 
-			return bestChildIndex >= 0? children[bestChildIndex] : this;
+			return highestUCTChild;
 		}
 	}
 
-	private final int milliseconds;
+	protected static final ThreadLocal<Random> random = ThreadLocal.withInitial(Random::new);
+
+	protected final int milliseconds;
+
+	protected int lastIterations;
 
 	public MCTSAI(int milliseconds) {
 		this.milliseconds = milliseconds;
+
+		this.lastIterations = 0;
 	}
 
 	public MCTSAI(MCTSAI other) {
 		this.milliseconds = other.milliseconds;
+
+		this.lastIterations = other.lastIterations;
 	}
 
-	@Override
+	public int getLastIterations() {
-	public MCTSAI deepCopy() {
+		return lastIterations;
-		return new MCTSAI(this);
 	}
 
-	@Override
+	protected Node selection(Node root) {
-	public long getMove(TurnBasedGame game) {
+		while (Float.isNaN(root.solved) && root.isFullyExpanded() && !root.state.isTerminal()) {
-		Node root = new Node(game.deepCopy());
+			root.value.addAndGet(Node.VIRTUAL_LOSS);
+			root.visits.incrementAndGet();
 
-		long endTime = System.currentTimeMillis() + milliseconds;
+			root = root.bestUCTChild();
-
-		while (System.currentTimeMillis() <= endTime) {
-			Node node = selection(root);
-			long legalMoves = node.state.getLegalMoves();
-
-			if (legalMoves != 0) {
-				node = expansion(node, legalMoves);
 		}
 
-			float result = 0.0f;
+		root.value.addAndGet(Node.VIRTUAL_LOSS);
+		root.visits.incrementAndGet();
 
-			if (node.state.getLegalMoves() != 0) {
+		return root;
-				result = simulation(node.state, game.getCurrentTurn());
 	}
 
-			backPropagation(node, result);
+	protected Node expansion(Node leaf) {
+		synchronized (leaf) {
+			if (leaf.unexpandedMoves == 0L) {
+				return leaf;
 			}
 
-		int mostVisitedIndex = -1;
+			final long unexpandedMove = leaf.unexpandedMoves & -leaf.unexpandedMoves;
-		int mostVisits = -1;
 
-		for (int i = 0; i < root.expanded; i++) {
+			final TurnBasedGame copiedState = leaf.state.deepCopy();
-			if (root.children[i].visits > mostVisits) {
+			copiedState.play(unexpandedMove);
-				mostVisitedIndex = i;
+
-				mostVisits = root.children[i].visits;
+			final Node expandedChild = new Node(copiedState, leaf, unexpandedMove);
+
+			leaf.children[leaf.getExpanded()] = expandedChild;
+			leaf.unexpandedMoves &= ~unexpandedMove;
+
+			return expandedChild;
 		}
 	}
 
-		return mostVisitedIndex != -1? root.children[mostVisitedIndex].move : randomSetBit(game.getLegalMoves());
+	protected int simulation(Node leaf) {
+		final TurnBasedGame copiedState = leaf.state.deepCopy();
+		final int playerIndex = 1 - copiedState.getCurrentTurn();
+
+		while (!copiedState.isTerminal()) {
+			final long legalMoves = copiedState.getLegalMoves();
+			final long randomMove = randomSetBit(legalMoves);
+
+			copiedState.play(randomMove);
 		}
 
-	private Node selection(Node node) {
+		if (copiedState.getWinner() == playerIndex) {
-		while (node.state.getLegalMoves() != 0L && node.isFullyExpanded()) {
+			return 1;
-			node = node.bestUCTChild();
 		}
 
-		return node;
+		if (copiedState.getWinner() >= 0) {
+			return -1;
 		}
 
-	private Node expansion(Node node, long legalMoves) {
+		return 0;
-		for (int i = 0; i < node.expanded; i++) {
-			legalMoves &= ~node.children[i].move;
 	}
 
-		if (legalMoves == 0L) {
+	protected void backPropagation(Node leaf, int value) {
-			return node;
+		while (leaf != null) {
+			value -= Node.VIRTUAL_LOSS;
+			leaf.value.addAndGet(value);
+
+			if (Float.isNaN(leaf.solved)) {
+				updateSolvedStatus(leaf);
 			}
 
-		long move = randomSetBit(legalMoves);
+			value = -value;
-
+			leaf = leaf.parent;
-		TurnBasedGame copy = node.state.deepCopy();
-		copy.play(move);
-
-		Node newlyExpanded = new Node(copy, move, node);
-
-		node.children[node.expanded] = newlyExpanded;
-		node.expanded++;
-
-		return newlyExpanded;
-	}
-
-	private float simulation(TurnBasedGame state, int playerIndex) {
-		TurnBasedGame copy = state.deepCopy();
-		long legalMoves = copy.getLegalMoves();
-		PlayResult result = null;
-
-		while (legalMoves != 0) {
-			result = copy.play(randomSetBit(legalMoves));
-			legalMoves = copy.getLegalMoves();
-		}
-
-		if (result.state() == GameState.WIN) {
-			if (result.player() == playerIndex) {
-				return 1.0f;
-			}
-
-			return -1.0f;
-		}
-
-		return -0.2f;
-	}
-
-	private void backPropagation(Node node, float value) {
-		while (node != null) {
-			node.visits++;
-			node.value += value;
-			node = node.parent;
 		}
 	}
 
-	public static long randomSetBit(long value) {
+	protected Node mostVisitedChild(Node root) {
-		Random random = new Random();
+		final int expanded = root.getExpanded();
 
-		int count = Long.bitCount(value);
+		Node mostVisitedChild = null;
-		int target = random.nextInt(count);
+		int mostVisited = -1;
 
-		while (true) {
+		for (int i = 0; i < expanded; i++) {
-			int bit = Long.numberOfTrailingZeros(value);
+			if (root.children[i].visits.get() > mostVisited) {
-			if (target == 0) {
+				mostVisitedChild = root.children[i];
-				return 1L << bit;
+				mostVisited = root.children[i].visits.get();
 			}
+		}
+
+		return mostVisitedChild;
+	}
+
+	protected Node findOrResetRoot(Node root, TurnBasedGame game) {
+		if (root == null) {
+			return new Node(game.deepCopy());
+		}
+
+		if (areStatesEqual(root.state.getBoard(), game.getBoard())) {
+			return root;
+		}
+
+		final int expanded = root.getExpanded();
+
+		for (int i = 0; i < expanded; i++) {
+			if (areStatesEqual(root.children[i].state.getBoard(), game.getBoard())) {
+				root.children[i].parent = null;
+				return root.children[i];
+			}
+		}
+
+		return new Node(game.deepCopy());
+	}
+
+	protected Node findChildByMove(Node root, long move) {
+		final int expanded = root.getExpanded();
+
+		for (int i = 0; i < expanded; i++) {
+			if (root.children[i].move == move) {
+				root.children[i].parent = null;
+				return root.children[i];
+			}
+		}
+
+		return null;
+	}
+
+	protected boolean areStatesEqual(long[] state1, long[] state2) {
+		if (state1.length != state2.length) {
+			return false;
+		}
+
+		for (int i = 0; i < state1.length; i++) {
+			if (state1[i] != state2[i]) {
+				return false;
+			}
+		}
+
+		return true;
+	}
+
+	protected long randomSetBit(long value) {
+		if (0L == value) {
+			return 0;
+		}
+
+		final int bitCount = Long.bitCount(value);
+		final int randomBitCount = random.get().nextInt(bitCount);
+
+		for (int i = 0; i < randomBitCount; i++) {
 			value &= value - 1;
-			target--;
+		}
+
+		return value & -value;
+	}
+
+	private void updateSolvedStatus(Node node) {
+		if (node.state.isTerminal()) {
+			final int winner = node.state.getWinner();
+			final int mover = 1 - node.state.getCurrentTurn();
+
+			node.solved = winner == mover? 1.0f : winner == -1? 0.0f : -1.0f;
+
+			return;
+		}
+
+		if (node.isFullyExpanded()) {
+			boolean allChildrenSolved = true;
+			boolean foundWinningMove = false;
+			boolean foundDrawMove = false;
+
+			for (final Node child : node.children) {
+				if (!Float.isNaN(child.solved)) {
+					if (child.solved == -1.0f) {
+						foundWinningMove = true;
+						break;
+					}
+
+					if (child.solved == 0.0f) {
+						foundDrawMove = true;
+					}
+				} else {
+					allChildrenSolved = false;
+				}
+			}
+
+			if (foundWinningMove) {
+				node.solved = 1.0f;
+			} else if (allChildrenSolved) {
+				node.solved = foundDrawMove? 0.0f : -1.0f;
+			}
 		}
 	}
 }

game/src/main/java/org/toop/game/players/ai/mcts/MCTSAI1.java

@@ -0,0 +1,38 @@
+package org.toop.game.players.ai.mcts;
+
+import org.toop.framework.gameFramework.model.game.TurnBasedGame;
+import org.toop.game.players.ai.MCTSAI;
+
+public class MCTSAI1 extends MCTSAI {
+	public MCTSAI1(int milliseconds) {
+		super(milliseconds);
+	}
+
+	public MCTSAI1(MCTSAI1 other) {
+		super(other);
+	}
+
+	@Override
+	public MCTSAI1 deepCopy() {
+		return new MCTSAI1(this);
+	}
+
+	@Override
+	public long getMove(TurnBasedGame game) {
+		final Node root = new Node(game, null, 0L);
+
+		final long endTime = System.nanoTime() + milliseconds * 1_000_000L;
+
+		while (Float.isNaN(root.solved) && System.nanoTime() < endTime) {
+			Node leaf = selection(root);
+			leaf = expansion(leaf);
+			final int value = simulation(leaf);
+			backPropagation(leaf, value);
+		}
+
+		lastIterations = root.visits.get();
+
+		final Node mostVisitedChild = mostVisitedChild(root);
+		return mostVisitedChild.move;
+	}
+}

game/src/main/java/org/toop/game/players/ai/mcts/MCTSAI2.java

@@ -0,0 +1,48 @@
+package org.toop.game.players.ai.mcts;
+
+import org.toop.framework.gameFramework.model.game.TurnBasedGame;
+import org.toop.game.players.ai.MCTSAI;
+
+public class MCTSAI2 extends MCTSAI {
+	private Node root;
+
+	public MCTSAI2(int milliseconds) {
+		super(milliseconds);
+
+		this.root = null;
+	}
+
+	public MCTSAI2(MCTSAI2 other) {
+		super(other);
+
+		this.root = other.root;
+	}
+
+	@Override
+	public MCTSAI2 deepCopy() {
+		return new MCTSAI2(this);
+	}
+
+	@Override
+	public long getMove(TurnBasedGame game) {
+		root = findOrResetRoot(root, game);
+
+		final long endTime = System.nanoTime() + milliseconds * 1_000_000L;
+
+		while (Float.isNaN(root.solved) && System.nanoTime() < endTime) {
+			Node leaf = selection(root);
+			leaf = expansion(leaf);
+			final int value = simulation(leaf);
+			backPropagation(leaf, value);
+		}
+
+		lastIterations = root.visits.get();
+
+		final Node mostVisitedChild = mostVisitedChild(root);
+		final long move = mostVisitedChild.move;
+
+		root = findChildByMove(root, move);
+
+		return move;
+	}
+}

game/src/main/java/org/toop/game/players/ai/mcts/MCTSAI3.java

@@ -0,0 +1,76 @@
+package org.toop.game.players.ai.mcts;
+
+import org.toop.framework.gameFramework.model.game.TurnBasedGame;
+import org.toop.game.players.ai.MCTSAI;
+
+import java.util.concurrent.CountDownLatch;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import java.util.concurrent.TimeUnit;
+
+public class MCTSAI3 extends MCTSAI {
+	private final int threads;
+	private final ExecutorService threadPool;
+
+	public MCTSAI3(int milliseconds, int threads) {
+		super(milliseconds);
+
+		this.threads = threads;
+		this.threadPool = Executors.newFixedThreadPool(threads);
+	}
+
+	public MCTSAI3(MCTSAI3 other) {
+		super(other);
+
+		this.threads = other.threads;
+		this.threadPool = other.threadPool;
+	}
+
+	@Override
+	public MCTSAI3 deepCopy() {
+		return new MCTSAI3(this);
+	}
+
+	@Override
+	public long getMove(TurnBasedGame game) {
+		final Node root = new Node(game.deepCopy(), null, 0L);
+
+		final long endTime = System.nanoTime() + milliseconds * 1_000_000L;
+
+		final CountDownLatch latch = new CountDownLatch(threads);
+
+		for (int i = 0; i < threads; i++) {
+			threadPool.submit(() -> {
+				try {
+					iterate(root, endTime);
+				} finally {
+					latch.countDown();
+				}
+			});
+		}
+
+		try {
+			final long remaining = endTime - System.nanoTime();
+			latch.await(remaining, TimeUnit.NANOSECONDS);
+
+			lastIterations = root.visits.get();
+
+			final Node mostVisitedChild = mostVisitedChild(root);
+			return mostVisitedChild.move;
+		} catch (Exception _) {
+			lastIterations = 0;
+
+			final long legalMoves = game.getLegalMoves();
+			return randomSetBit(legalMoves);
+		}
+	}
+
+	private void iterate(Node root, long endTime) {
+		while (Float.isNaN(root.solved) && System.nanoTime() < endTime) {
+			Node leaf = selection(root);
+			leaf = expansion(leaf);
+			final int value = simulation(leaf);
+			backPropagation(leaf, value);
+		}
+	}
+}

game/src/main/java/org/toop/game/players/ai/mcts/MCTSAI4.java

@@ -0,0 +1,82 @@
+package org.toop.game.players.ai.mcts;
+
+import org.toop.framework.gameFramework.model.game.TurnBasedGame;
+import org.toop.game.players.ai.MCTSAI;
+
+import java.util.concurrent.CountDownLatch;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import java.util.concurrent.TimeUnit;
+
+public class MCTSAI4 extends MCTSAI {
+	private final int threads;
+	private final ExecutorService threadPool;
+
+	private Node root;
+
+	public MCTSAI4(int milliseconds, int threads) {
+		super(milliseconds);
+
+		this.threads = threads;
+		this.threadPool = Executors.newFixedThreadPool(threads);
+	}
+
+	public MCTSAI4(MCTSAI4 other) {
+		super(other);
+
+		this.threads = other.threads;
+		this.threadPool = other.threadPool;
+	}
+
+	@Override
+	public MCTSAI4 deepCopy() {
+		return new MCTSAI4(this);
+	}
+
+	@Override
+	public long getMove(TurnBasedGame game) {
+		root = findOrResetRoot(root, game);
+
+		final long endTime = System.nanoTime() + milliseconds * 1_000_000L;
+
+		final CountDownLatch latch = new CountDownLatch(threads);
+
+		for (int i = 0; i < threads; i++) {
+			threadPool.submit(() -> {
+				try {
+					iterate(root, endTime);
+				} finally {
+					latch.countDown();
+				}
+			});
+		}
+
+		try {
+			final long remaining = endTime - System.nanoTime();
+			latch.await(remaining, TimeUnit.NANOSECONDS);
+
+			lastIterations = root.visits.get();
+
+			final Node mostVisitedChild = mostVisitedChild(root);
+			final long move = mostVisitedChild.move;
+
+			root = findChildByMove(root, move);
+
+			return move;
+		} catch (Exception _) {
+			lastIterations = 0;
+
+			final long legalMoves = game.getLegalMoves();
+			return randomSetBit(legalMoves);
+		}
+	}
+
+	private void iterate(Node root, long endTime) {
+		while (Float.isNaN(root.solved) && System.nanoTime() < endTime) {
+			Node leaf = selection(root);
+			leaf = expansion(leaf);
+			final int value = simulation(leaf);
+			backPropagation(leaf, value);
+		}
+	}
+}

game/src/test/java/research/AIData.java

@@ -0,0 +1,77 @@
+package research;
+
+public class AIData {
+    public String AI;
+    public long gamesPlayed;
+    public double winrate;
+    public double averageIterations;
+    public double averageIterations10;
+    public double averageIterations20;
+    public double averageIterations30;
+
+    public AIData(String AI, long gamesPlayed, double winrate, double averageIterations, double averageIterations10, double averageIterations20, double averageIterations30) {
+        this.AI = AI;
+        this.gamesPlayed = gamesPlayed;
+        this.winrate = winrate;
+        this.averageIterations = averageIterations;
+        this.averageIterations10 = averageIterations10;
+        this.averageIterations20 = averageIterations20;
+        this.averageIterations30 = averageIterations30;
+    }
+
+    public String getAI() {
+        return AI;
+    }
+
+    public void setAI(String AI) {
+        this.AI = AI;
+    }
+
+    public long getGamesPlayed() {
+        return gamesPlayed;
+    }
+
+    public void setGamesPlayed(long gamesPlayed) {
+        this.gamesPlayed = gamesPlayed;
+    }
+
+    public double getWinrate() {
+        return winrate;
+    }
+
+    public void setWinrate(double winrate) {
+        this.winrate = winrate;
+    }
+
+    public double getAverageIterations() {
+        return averageIterations;
+    }
+
+    public void setAverageIterations(double averageIterations) {
+        this.averageIterations = averageIterations;
+    }
+
+    public double getAverageIterations10() {
+        return averageIterations10;
+    }
+
+    public void setAverageIterations10(double averageIterations10) {
+        this.averageIterations10 = averageIterations10;
+    }
+
+    public double getAverageIterations20() {
+        return averageIterations20;
+    }
+
+    public void setAverageIterations20(double averageIterations20) {
+        this.averageIterations20 = averageIterations20;
+    }
+
+    public double getAverageIterations30() {
+        return averageIterations30;
+    }
+
+    public void setAverageIterations30(double averageIterations30) {
+        this.averageIterations30 = averageIterations30;
+    }
+}

game/src/test/java/research/AITest.java

@@ -0,0 +1,612 @@
+package research;
+
+
+import org.apache.maven.surefire.shared.io.FileDeleteStrategy;
+import org.junit.jupiter.api.*;
+import org.toop.framework.game.games.reversi.BitboardReversi;
+import org.toop.framework.game.players.ArtificialPlayer;
+import org.toop.game.players.ai.MCTSAI;
+import org.toop.game.players.ai.mcts.MCTSAI1;
+import org.toop.game.players.ai.mcts.MCTSAI2;
+import org.toop.game.players.ai.mcts.MCTSAI3;
+import org.toop.game.players.ai.mcts.MCTSAI4;
+
+import java.io.BufferedReader;
+import java.io.BufferedWriter;
+import java.io.File;
+import java.io.FileReader;
+import java.io.FileWriter;
+import java.io.IOException;
+import java.math.BigDecimal;
+import java.math.RoundingMode;
+import java.nio.charset.StandardCharsets;
+import java.nio.file.Files;
+import java.nio.file.Paths;
+import java.nio.file.StandardOpenOption;
+import java.time.LocalTime;
+import java.time.format.DateTimeFormatter;
+import java.util.ArrayList;
+import java.util.List;
+
+public class AITest {
+
+    private static String fileName = "gameData.csv";
+
+    private static List<Matchup> matchupList = new ArrayList<Matchup>();
+    private static List<AIData> dataList = new ArrayList<AIData>();
+    private static List<GameData> gameDataList = new ArrayList<GameData>();
+
+    @BeforeAll
+    public static void init() {
+
+        var versions = new ArtificialPlayer[4];
+        versions[0] = new ArtificialPlayer(new MCTSAI1(10), "MCTS V1");
+        versions[1] = new ArtificialPlayer(new MCTSAI2(10), "MCTS V2");
+        versions[2] = new ArtificialPlayer(new MCTSAI3(10, 8), "MCTS V3");
+        versions[3] = new ArtificialPlayer(new MCTSAI4(10, 8), "MCTS V4");
+
+        for (int i = 0; i < versions.length; i++) {
+            for (int j = i + 1; j < versions.length; j++) {
+                final int playerIndex1 = i % versions.length;
+                final int playerIndex2 = j % versions.length;
+                addMatch(versions[playerIndex1], versions[playerIndex2]);
+                addMatch(versions[playerIndex2], versions[playerIndex1]); // home vs away system
+            }
+        }
+    }
+
+//    @BeforeAll
+//    public static void init() {
+//
+//        var versions = new ArtificialPlayer[11];
+//        versions[0] = new ArtificialPlayer(new MCTSAI3(10, 1), "MCTS V3T1");
+//        versions[1] = new ArtificialPlayer(new MCTSAI3(10, 2), "MCTS V3T2");
+//        versions[2] = new ArtificialPlayer(new MCTSAI3(10, 4), "MCTS V3T4");
+//        versions[3] = new ArtificialPlayer(new MCTSAI3(10, 8), "MCTS V3T8");
+//        versions[4] = new ArtificialPlayer(new MCTSAI3(10, 16), "MCTS V3T16");
+//        versions[5] = new ArtificialPlayer(new MCTSAI3(10, 128), "MCTS V3T32");
+//        versions[6] = new ArtificialPlayer(new MCTSAI3(10, 256), "MCTS V3T64");
+//        versions[7] = new ArtificialPlayer(new MCTSAI3(10, 128), "MCTS V3T128");
+//        versions[8] = new ArtificialPlayer(new MCTSAI3(10, 256), "MCTS V3T256");
+//        versions[9] = new ArtificialPlayer(new MCTSAI3(10, 512), "MCTS V3T512");
+//        versions[10] = new ArtificialPlayer(new MCTSAI3(10, 1024), "MCTS V3T1024");
+//
+//        for (int i = 0; i < versions.length; i++) {
+//            for (int j = i + 1; j < versions.length; j++) {
+//                final int playerIndex1 = i % versions.length;
+//                final int playerIndex2 = j % versions.length;
+//                addMatch(versions[playerIndex1], versions[playerIndex2]);
+//                addMatch(versions[playerIndex2], versions[playerIndex1]); // home vs away system
+//            }
+//        }
+//    }
+
+    public static void addMatch(ArtificialPlayer v1, ArtificialPlayer v2) {
+        matchupList.add(new Matchup(v1, v2));
+    }
+
+    public void addAIData(AIData data) {
+        dataList.add(data);
+    }
+
+    public void addGameData(GameData data) {
+        gameDataList.add(data);
+    }
+
+    @Test
+    public void testAIvsAI() {
+        while (true) {
+            for (Matchup m : matchupList) {
+                playGame(m);
+            }
+        }
+    }
+
+    public void playGame(Matchup m) {
+        long nanocounterAI1 = 0L;
+        long nanocounterAI2 = 0L;
+        List<Integer> iterationsAI1 = new ArrayList<>();
+        List<Integer> iterationsAI2 = new ArrayList<>();
+        final BitboardReversi match = new BitboardReversi();
+        ArtificialPlayer[] players = new ArtificialPlayer[2];
+        players[0] = m.getPlayer1();
+        players[1] = m.getPlayer2();
+        match.init(players);
+        while (!match.isTerminal()) {
+            final int currentAI = match.getCurrentTurn();
+            final long startTime = System.nanoTime();
+            final long move = players[currentAI].getMove(match);
+            final long endTime = System.nanoTime();
+
+            if (players[currentAI].getAi() instanceof MCTSAI) {
+                final int lastIterations = ((MCTSAI) players[currentAI].getAi()).getLastIterations();
+
+                if (currentAI == 0) {
+                    iterationsAI1.add(lastIterations);
+                    nanocounterAI1 += (endTime - startTime);
+                } else {
+                    iterationsAI2.add(lastIterations);
+                    nanocounterAI2 += (endTime - startTime);
+                }
+            }
+            match.play(move);
+        }
+        generateMatchData(m.getPlayer1().getName(), m.getPlayer2().getName(), match, iterationsAI1, iterationsAI2, nanocounterAI1, nanocounterAI2);
+    }
+
+    public void generateMatchData(
+            String AI1,
+            String AI2,
+            BitboardReversi match,
+
+            List<Integer> iterationsAI1,
+            List<Integer> iterationsAI2,
+
+            long nanocounterAI1,
+            long nanocounterAI2
+    ) {
+        try {
+
+            var ai110 = iterationsAI1.subList(0,  10);
+            var ai120 = iterationsAI1.subList(10, 20);
+            var ai130 = iterationsAI1.subList(20, iterationsAI1.size());
+
+            var ai210 = iterationsAI2.subList(0,  10);
+            var ai220 = iterationsAI2.subList(10, 20);
+            var ai230 = iterationsAI2.subList(20, iterationsAI2.size());
+
+            writeGamesToCSV(fileName, new GameData(
+                    AI1,
+                    AI2,
+                    getWinnerForMatch(AI1, AI2, match),
+                    match.getAmountOfTurns(),
+
+                    iterationsAI1.stream().mapToLong(Integer::longValue).sum(),
+                    ai110.stream().mapToLong(Integer::longValue).sum(),
+                    ai120.stream().mapToLong(Integer::longValue).sum(),
+                    ai130.stream().mapToLong(Integer::longValue).sum(),
+                    iterationsAI1.stream().mapToDouble(Integer::doubleValue).sum() / iterationsAI1.size(),
+                    ai110.stream().mapToDouble(Integer::doubleValue).sum() / ai110.size(),
+                    ai120.stream().mapToDouble(Integer::doubleValue).sum() / ai120.size(),
+                    ai130.stream().mapToDouble(Integer::doubleValue).sum() / ai130.size(),
+
+                    iterationsAI2.stream().mapToInt(Integer::intValue).sum(),
+                    ai210.stream().mapToLong(Integer::longValue).sum(),
+                    ai220.stream().mapToLong(Integer::longValue).sum(),
+                    ai230.stream().mapToLong(Integer::longValue).sum(),
+                    iterationsAI2.stream().mapToDouble(Integer::doubleValue).sum() / iterationsAI2.size(),
+                    ai210.stream().mapToDouble(Integer::doubleValue).sum() / ai210.size(),
+                    ai220.stream().mapToDouble(Integer::doubleValue).sum() / ai220.size(),
+                    ai230.stream().mapToDouble(Integer::doubleValue).sum() / ai230.size(),
+
+                    nanocounterAI1,
+                    nanocounterAI2,
+                    LocalTime.now().format(DateTimeFormatter.ofPattern("HH:mm:ss"))
+            ));
+        } catch (IOException e) {
+            throw new RuntimeException(e);
+        } catch (IndexOutOfBoundsException e) {
+            return;
+        }
+    }
+
+    public String getWinnerForMatch(String AI1, String AI2, BitboardReversi match) {
+        if (match.getWinner() == 0) {
+            return AI1;
+        }
+        if (match.getWinner() == 1) {
+            return AI2;
+        } else {
+            return "TIE";
+        }
+    }
+
+    public void generateData(Matchup matchup, BitboardReversi match, List<Integer> iterationsAI1, List<Integer> iterationsAI2) {
+        boolean matchup1Found = false;
+        boolean matchup2Found = false;
+        for (AIData aiData : dataList) {
+            if (aiData.getAI().equals(matchup.getPlayer1().getName())) {
+                matchup1Found = true;
+            } if (aiData.getAI().equals(matchup.getPlayer2().getName())) {
+                matchup2Found = true;
+            }
+        }
+        if (!(matchup1Found)) {
+            addAIData(new AIData(matchup.getPlayer1().getName(), 0, 0, 0, 0, 0, 0));
+        }
+        if (!(matchup2Found)) {
+            addAIData(new AIData(matchup.getPlayer2().getName(), 0, 0, 0, 0, 0, 0));
+        }
+
+        for (AIData aiData : dataList) { // set data for player 1
+            if (aiData.getAI().equals(matchup.getPlayer1().getName())) {
+                aiData.setGamesPlayed(aiData.getGamesPlayed() + 1);
+                aiData.setWinrate(calculateWinrate(0, aiData.getWinrate(), aiData.getGamesPlayed(), match.getWinner()));
+                aiData.setAverageIterations(calculateAverageIterations(aiData.getAverageIterations(), iterationsAI1));
+                aiData.setAverageIterations10(calculateAverageIterationsStartEnd(0, 10, aiData.getAverageIterations10(), iterationsAI1));
+                aiData.setAverageIterations20(calculateAverageIterationsStartEnd(10, 20, aiData.getAverageIterations20(), iterationsAI1));
+                aiData.setAverageIterations30(calculateAverageIterationsStartEnd(20, iterationsAI1.size(), aiData.getAverageIterations30(), iterationsAI1));
+            }
+        }
+
+        for (AIData aiData : dataList) {
+            if (aiData.getAI().equals(matchup.getPlayer2().getName())) {
+                aiData.setGamesPlayed(aiData.getGamesPlayed() + 1);
+                aiData.setWinrate(calculateWinrate(1, aiData.getWinrate(), aiData.getGamesPlayed(), match.getWinner()));
+                aiData.setAverageIterations(calculateAverageIterations(aiData.getAverageIterations(), iterationsAI2));
+                aiData.setAverageIterations10(calculateAverageIterationsStartEnd(0, 10, aiData.getAverageIterations10(), iterationsAI2));
+                aiData.setAverageIterations20(calculateAverageIterationsStartEnd(10, 20, aiData.getAverageIterations20(), iterationsAI2));
+                aiData.setAverageIterations30(calculateAverageIterationsStartEnd(20, iterationsAI2.size(), aiData.getAverageIterations30(), iterationsAI2));
+            }
+        }
+    }
+
+    public double calculateWinrate(int player, double winrate, long gamesPlayed, int winner) {
+        double result;
+        if (winner == 0 && player == 0 || winner == 1 && player == 1) {
+            return (winrate * (gamesPlayed - 1) + 1) / gamesPlayed;
+        } else if (winner == 0 && player == 1 || winner == 1 && player == 0) {
+            return (winrate * (gamesPlayed - 1) + 0) / gamesPlayed;
+        }
+        return (winrate * (gamesPlayed - 1) + 0) / gamesPlayed;
+    }
+
+    public double calculateAverageIterations(double averageIterations, List<Integer> thisGameIterations) {
+        double thisGameIterationsAverage = 0;
+        for (int iterations = 0; iterations < thisGameIterations.size(); iterations += 1) {
+            thisGameIterationsAverage += thisGameIterations.get(iterations);
+        }
+        thisGameIterationsAverage /= thisGameIterations.size();
+        return (averageIterations + thisGameIterationsAverage) / 2;
+    }
+
+    public double calculateAverageIterationsStartEnd(int start, int end, double averageIterations, List<Integer> thisGameIterations) {
+        double thisGameIterationsAverage = 0;
+        for (int iterations = start; iterations < end; iterations += 1) {
+            thisGameIterationsAverage += thisGameIterations.get(iterations);
+        }
+        thisGameIterationsAverage /= (end - start);
+        return (averageIterations + thisGameIterationsAverage) / 2;
+    }
+
+    @AfterAll
+    public static void writeAfterTests() {
+        try {
+            writeAIToCsv("Data.csv", dataList);
+        } catch (IOException e) {
+            e.printStackTrace();
+        }
+    }
+
+    public static void writeGamesToCSV(String filepath, GameData gameData) throws IOException {
+        try (
+                final BufferedWriter writer = Files.newBufferedWriter(
+                        Paths.get(filepath),
+                        StandardCharsets.UTF_8,
+                        StandardOpenOption.CREATE,
+                        StandardOpenOption.APPEND
+                );
+                final BufferedReader reader = new BufferedReader(new FileReader(filepath))
+        ) {
+            if (reader.readLine() == null || reader.readLine().isBlank()) {
+                writer.write("Black,White,Winner,Turns Played,Black total iterations,Black total iterations 0-10,Black total iterations 11-20,Black total iterations 21-30,Black average iterations,Black average iterations 0-10,Black average iterations 11-20,Black average iterations 21-30,White total iterations,White total iterations 0-10,White total iterations 11-20,White total iterations 21-30,White average iterations,White average iterations 0-10,White average iterations 11-20,White average iterations 21-30,Total Time AI1,Total Time AI2,Time");
+                writer.newLine();
+            }
+
+            writer.write(
+                    gameData.AI1() + "," +
+                    gameData.AI2() + "," +
+                    gameData.winner() + "," +
+                    gameData.turns() + "," +
+                    gameData.AI1totalIterations() + "," +
+                    gameData.AI1totalIterations10() + "," +
+                    gameData.AI1totalIterations20() + "," +
+                    gameData.AI1totalIterations30() + "," +
+                    BigDecimal.valueOf(gameData.AI1averageIterations()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    BigDecimal.valueOf(gameData.AI1averageIterations10()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    BigDecimal.valueOf(gameData.AI1averageIterations20()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    BigDecimal.valueOf(gameData.AI1averageIterations30()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    gameData.AI2totalIterations() + "," +
+                    gameData.AI2totalIterations10() + "," +
+                    gameData.AI2totalIterations20() + "," +
+                    gameData.AI2totalIterations30() + "," +
+                    BigDecimal.valueOf(gameData.AI2averageIterations()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    BigDecimal.valueOf(gameData.AI2averageIterations10()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    BigDecimal.valueOf(gameData.AI2averageIterations20()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    BigDecimal.valueOf(gameData.AI2averageIterations30()).setScale(2, RoundingMode.HALF_EVEN) + "," +
+                    (gameData.nanoAI1() / 1_000_000L) + "," +
+                    (gameData.nanoAI2() / 1_000_000L) + "," +
+                    gameData.time());
+            writer.newLine();
+        }
+    }
+
+    public static void writeAIToCsv(String filepath, List<AIData> dataList) throws IOException {
+        try (BufferedWriter writer = new BufferedWriter(new FileWriter(filepath))) {
+            writer.write("AI Name,Games Played,Winrate,Average Iterations,Average Iterations 0-10, Average Iterations 11-20, Average Iterations 20-30");
+            writer.newLine();
+            for (AIData data : dataList) {
+                writer.write(
+                        data.getAI() + "," +
+                                data.getGamesPlayed() + "," +
+                                data.getWinrate() + "," +
+                                Math.round(data.getAverageIterations()) + "," +
+                                Math.round(data.getAverageIterations10()) + "," +
+                                Math.round(data.getAverageIterations20()) + "," +
+                                Math.round(data.getAverageIterations30()));
+                writer.newLine();
+            }
+        }
+    }
+}
+
+//public class AITest {
+
+//    private static int games = 2;
+//
+//    @BeforeAll
+//    public static void setUp() {
+//        var versions = new ArtificialPlayer[5];
+//        versions[0] = new ArtificialPlayer(new RandomAI(), "Random AI");
+//        versions[1] = new ArtificialPlayer(new MCTSAI1(20), "MCTS V1 AI");
+//        versions[2] = new ArtificialPlayer(new org.toop.game.players.ai.mcts.MCTSAI2(20), "MCTS V2 AI");
+//        versions[3] = new ArtificialPlayer(new org.toop.game.players.ai.mcts.MCTSAI3(20, 10), "MCTS V3 AI");
+//        versions[4] = new ArtificialPlayer(new MCTSAI4(20, 10), "MCTS V4 AI");
+//
+//        for (int i = 0; i < versions.length; i++) {
+//            for (int j = i + 1; j < versions.length; j++) {
+//                final int playerIndex1 = i % versions.length;
+//                final int playerIndex2 = j % versions.length;
+//                addMatchup(versions[playerIndex1], versions[playerIndex2]);
+//            }
+//        }
+//
+//    }
+//
+//    @BeforeEach
+//    public void setUpEach() {
+//        matchupList = new ArrayList<>();
+//    }
+//
+//    @Test
+//    public void testIterationsInRealGame() {
+//        for (int i = 0; i < matchups.size(); i++) {
+//            testAIVSAI(games, getMatchup(i));
+//        }
+//    }
+//
+//
+//    private void testAIVSAI(int games, ArtificialPlayer[] ais) {
+//
+//        List<List<Integer>> gamesList = new ArrayList<>();
+//        for (int i = 0; i < games; i++) {
+//            final BitboardReversi match = new BitboardReversi();
+//            match.init(ais);
+//
+//            List<Integer> iterations1 = new ArrayList<>();
+//            List<Integer> iterations2 = new ArrayList<>();
+//
+//            while (!match.isTerminal()) {
+//                final int currentAI = match.getCurrentTurn();
+//                final long move = ais[currentAI].getMove(match);
+//                if (ais[currentAI].getAi() instanceof MCTSAI) {
+//                    final int lastIterations = ((MCTSAI) ais[currentAI].getAi()).getLastIterations();
+//                    if (currentAI == 0) {
+//                        iterations1.add(lastIterations);
+//                    } else if (currentAI == 1) {
+//                        iterations2.add(lastIterations);
+//                    }
+//                }
+//                match.play(move);
+//            }
+//            int winner = match.getWinner();
+//            iterations1.addFirst(winner);
+////            iterations1.add(-999);
+//            iterations1.addAll(iterations2);
+//
+//            gamesList.add(iterations1);
+//        }
+//        matchupList.add(gamesList);
+//    }
+//
+//    @Test
+//    public void testIterationsAtFixedMove() {
+//        for (ArtificialPlayer[] matchup : matchups) {
+//            List<List<Integer>> gamesList = new ArrayList<>();
+//            for (int j = 0; j < games; j++) {
+//                final BitboardReversi match = new BitboardReversi();
+//                match.init(matchup);
+//
+//                List<Integer> iterations = new ArrayList<>();
+//
+//                for (Long move : fixedMoveSet) {
+//                    match.play(move);
+//                    if (move == 32L) {
+//                        break;
+//                    }
+//                }
+////                iterations.add(-999);
+//                var player = matchup[match.getCurrentTurn()];
+//                for (int k = 0; k < 10; k++) {
+//                    player.getMove(match);
+//                    if (player.getAi() instanceof MCTSAI) {
+//                        iterations.add(((MCTSAI) player.getAi()).getLastIterations());
+//                    }
+//                }
+//                gamesList.add(iterations);
+//            }
+//            matchupList.add(gamesList);
+//        }
+//    }
+//
+//
+//    @Test
+//    public void testIterationsInFixedGame() {
+//        for (ArtificialPlayer[] matchup : matchups) {
+//            List<List<Integer>> gamesList = new ArrayList<>();
+//            for (int j = 0; j < games; j++) {
+//                final BitboardReversi match = new BitboardReversi();
+//                match.init(matchup);
+//
+//                List<Integer> iterations = new ArrayList<>();
+//
+//                iterations.add(-999);
+//
+//                for (Long move : fixedMoveSet) {
+//                    var player = matchup[match.getCurrentTurn()];
+//                    player.getMove(match);
+//                    if (player.getAi() instanceof MCTSAI) {
+//                        iterations.add(((MCTSAI) player.getAi()).getLastIterations());
+//                    }
+//                    match.play(move);
+//                }
+//
+//                gamesList.add(iterations);
+//            }
+//            matchupList.add(gamesList);
+//        }
+//    }
+//
+//    @AfterEach
+//    public void tearDown() {
+//        data.add(matchupList);
+//    }
+//
+//    @AfterAll
+//    public static void writeAfterTests() {
+//        try {
+//            writeToCsv("Data.csv", data);
+//        } catch (IOException e) {
+//
+//        }
+//    }
+//
+//
+//    public static void writeToCsv(String filepath, List<List<List<List<Integer>>>> data) throws IOException {
+//        try (BufferedWriter writer = new BufferedWriter(new FileWriter(filepath))) {
+//
+//            writer.write("TestID,Matchup,GameNr,Winner");
+//            for (int i = 0; i < data.size(); i++) {
+//                writer.write(",Iterations");
+//            }
+//
+//            writer.newLine();
+//
+//            for (int TestID = 0; TestID < data.size(); TestID++) {
+//                List<List<List<Integer>>> testCase = data.get(TestID);
+//
+//                for (int matchupNr = 0; matchupNr < testCase.size(); matchupNr++) {
+//                    List<List<Integer>> matchup = testCase.get(matchupNr);
+//
+//                    for (int gameNr = 0; gameNr < matchup.size(); gameNr++) {
+//                        List<Integer> game = matchup.get(gameNr);
+//                        writer.write((TestID + 1) + "," + (getMatchupName(matchupNr)) + "," + (gameNr + 1));
+//                        for (int i = 0; i < game.size(); i++) {
+//                            if (i == 0) {
+//                                writer.write("," + getWinnerFromMatchup(game.get(i), matchupNr));
+//                            } else {
+//                                writer.write("," + game.get(i));
+//                            }
+//                        }
+//                        writer.newLine();
+//                    }
+//                }
+//            }
+//        }
+//
+//    }
+//
+//
+//    private static final List<List<List<List<Integer>>>> data = new ArrayList<>();
+//    private List<List<List<Integer>>> matchupList = new ArrayList<>();
+//    private static final List<String> matchupNames = new ArrayList<>();
+//    private static final List<ArtificialPlayer[]> matchups = new ArrayList<>();
+//
+//    private static String getMatchupName(int matchupNr) {
+//        return matchupNames.get(matchupNr);
+//    }
+//
+//    private static ArtificialPlayer[] getMatchup(int matchupNr) {
+//        return matchups.get(matchupNr);
+//    }
+//
+//    private static String getWinnerFromMatchup(Integer winner, int matchupNr) {
+//        String matchup = matchupNames.get(matchupNr);
+//
+//        String[] parts = matchup.split(" vs ");
+//
+//        if (parts.length != 2) {
+//            return "Invalid matchup formatting.";
+//        }
+//
+//        return winner == 0 ? parts[0] : winner == 1 ? parts[1] : winner == -999 ? "NVT" : "Tie";
+//    }
+//
+//    private static void addMatchup(ArtificialPlayer player1, ArtificialPlayer player2) {
+//        matchups.add(new ArtificialPlayer[]{player1, player2});
+//        matchupNames.add(player1.getName() + " vs " + player2.getName());
+//    }
+//}
+
+//    private final Long[] fixedMoveSet = new Long[]{17592186044416L,
+//            35184372088832L,
+//            67108864L,
+//            8796093022208L,
+//            2251799813685248L,
+//            288230376151711744L,
+//            70368744177664L,
+//            1125899906842624L,
+//            137438953472L,
+//            140737488355328L,
+//            4503599627370496L,
+//            2305843009213693952L,
+//            18014398509481984L,
+//            274877906944L,
+//            576460752303423488L,
+//            -9223372036854775808L,
+//            549755813888L,
+//            1152921504606846976L,
+//            144115188075855872L,
+//            72057594037927936L,
+//            36028797018963968L,
+//            17179869184L,
+//            2199023255552L,
+//            1048576L,
+//            4398046511104L,
+//            281474976710656L,
+//            9007199254740992L,
+//            2147483648L,
+//            1073741824L,
+//            33554432L,
+//            262144L,
+//            8388608L,
+//            8192L,
+//            4611686018427387904L,
+//            4294967296L,
+//            524288L,
+//            4096L,
+//            16777216L,
+//            65536L,
+//            32L,
+//            2048L,
+//            8L,
+//            4L,
+//            8589934592L,
+//            16L,
+//            2097152L,
+//            4194304L,
+//            1024L,
+//            512L,
+//            16384L,
+//            536870912L,
+//            1099511627776L,
+//            64L,
+//            562949953421312L,
+//            128L,
+//            1L,
+//            32768L,
+//            2L,
+//            256L,
+//            131072L};
+// }
+

game/src/test/java/research/GameData.java

@@ -0,0 +1,32 @@
+package research;
+
+public record GameData(
+        String AI1,
+        String AI2,
+        String winner,
+        int turns,
+
+        long AI1totalIterations,
+        long AI1totalIterations10,
+        long AI1totalIterations20,
+        long AI1totalIterations30,
+        double AI1averageIterations,
+        double AI1averageIterations10,
+        double AI1averageIterations20,
+        double AI1averageIterations30,
+
+        long AI2totalIterations,
+        long AI2totalIterations10,
+        long AI2totalIterations20,
+        long AI2totalIterations30,
+        double AI2averageIterations,
+        double AI2averageIterations10,
+        double AI2averageIterations20,
+        double AI2averageIterations30,
+
+        long nanoAI1,
+        long nanoAI2,
+
+        String time
+) {}
+

game/src/test/java/research/Matchup.java

@@ -0,0 +1,30 @@
+package research;
+
+import org.toop.framework.game.players.ArtificialPlayer;
+
+import java.util.ArrayList;
+import java.util.List;
+
+public class Matchup {
+    public ArtificialPlayer player1;
+    public ArtificialPlayer player2;
+
+    public Matchup(ArtificialPlayer player1, ArtificialPlayer player2) {
+        this.player1 = player1;
+        this.player2 = player2;
+    }
+
+    public Matchup() {}
+
+    public String toString() {
+        return player1.toString() + " VS " + player2.toString();
+    }
+
+    public ArtificialPlayer getPlayer1() {
+        return player1;
+    }
+
+    public ArtificialPlayer getPlayer2() {
+        return player2;
+    }
+}