コード例 #1
0
ファイル: Program.cs プロジェクト: alanjg/MajorDomo
        public static void PerfTest()
        {
            Randomizer.SetRandomSeed(123456789);
            int games = 0;
            DateTime start = DateTime.Now;
            CardSetsModel cardSets = new CardSetsModel(GameSets.Any);
            foreach (CardSetGroup group in cardSets.CardSetGroups)
            {
                foreach(CardSetViewModel cardSet in group.CardSets)
                {
                    for (int k = 0; k < 800; k++)
                    {
                        games++;
                        GameModel model = new GameModel();
                        using (model.TextLog.SuppressLogging())
                        {
                            BuyList list = new BuyList();
                            list.DuchyBuyThreshold = 5;
                            list.EstateBuyThreshold = 3;
                            list.List.Add(new BuyListItem(typeof(Gold), 99));
                            foreach (CardModel card in cardSet.CardSet.CardCollection)
                            {
                                list.List.Add(new BuyListItem(card.GetType(), 1));
                            }
                            list.List.Add(new BuyListItem(typeof(Silver), 99));

                            BuyListAIStrategy player1 = new BuyListAIStrategy(model);
                            player1.BuyList = list;
                            BuyListAIStrategy player2 = new BuyListAIStrategy(model);
                            player2.BuyList = list;
                            Player p1 = new Player("player1", player1, model);
                            Player p2 = new Player("player2", player2, model);
                            model.Players.Add(p1);
                            model.Players.Add(p2);

                            Kingdom kingdom = new Kingdom(cardSet.CardSet.CardCollection, null, GameSets.Any, 2);
                            model.InitializeGameState(kingdom);
                            model.PlayGame(100);
                        }
                    }
                }
            }
            TimeSpan elapsed = DateTime.Now - start;
            Console.WriteLine("total time = " + elapsed.TotalSeconds);
            Console.WriteLine("Total games = " + games);
            Console.WriteLine("games / sec = " + (games / elapsed.TotalSeconds));
        }
コード例 #2
0
ファイル: Program.cs プロジェクト: alanjg/MajorDomo
        public static int PlayGame(Kingdom kingdom, BuyList a, BuyList b)
        {
            GameModel model = new GameModel();
            BuyListAIStrategy player1 = new BuyListAIStrategy(model);
            BuyListAIStrategy player2 = new BuyListAIStrategy(model);
            player1.BuyList = a;
            player2.BuyList = b;
            Player p1 = new Player("player1", player1, model);
            Player p2 = new Player("player2", player2, model);
            model.Players.Add(p1);
            model.Players.Add(p2);

            model.InitializeGameState(kingdom, 0);

            model.PlayGame(100);

            if(!model.GameOver || model.Result.Winners.Count == 2)
            {
                return 0;
            }
            else if (model.Result.ResultMap[p1].Won)
            {
                return -1;
            }
            else
            {
                return 1;
            }
        }
コード例 #3
0
ファイル: Program.cs プロジェクト: alanjg/MajorDomo
        public static void MonteCarloTreeSearchTest2()
        {
            CardModel[] cards = new CardModel[]
            {
                new Steward(),
                new DeathCart(),
                new Spy(),
                new Counterfeit(),
                new IllGottenGains(),
                new Laboratory(),
                new RoyalSeal(),
                new Stables(),
                new Venture(),
                new HuntingGrounds()
            };
            GameModel gameModel = new GameModel();
            Kingdom kingdom = new Kingdom(cards, null, null, GameSets.Any, 2, CardUseType.DoNotUse, CardUseType.DoNotUse, StartingHandType.FourThreeSplit);

            BuyList bigMoney = new BuyList();
            bigMoney.List.Add(new BuyListItem(typeof(IllGottenGains), 1));
            bigMoney.List.Add(new BuyListItem(typeof(Province), 8));
            bigMoney.List.Add(new BuyListItem(typeof(Gold), 99));
            bigMoney.List.Add(new BuyListItem(typeof(Silver), 99));
            bigMoney.ProvinceBuyThreshold = 5;
            bigMoney.DuchyBuyThreshold = 5;
            bigMoney.EstateBuyThreshold = 2;

            BuyListAIStrategy player1 = new BuyListAIStrategy(gameModel);
            BuyListAIStrategy player2 = new BuyListAIStrategy(gameModel);
            player1.BuyList = bigMoney.Clone();
            player2.BuyList = bigMoney.Clone();

            Player p1 = new Player("player1", player1, gameModel);
            Player p2 = new Player("player2", player2, gameModel);
            gameModel.Players.Add(p1);
            gameModel.Players.Add(p2);
            player1.FinalizeBuyList();
            player2.FinalizeBuyList();
            gameModel.InitializeGameState(kingdom, 0);
            p1.Hand.Clear();
            p2.Hand.Clear();
            for (int i = 0; i < 5; i++)
            {
                p1.Deck.Draw();
                p2.Deck.Draw();
            }
            for (int i = 0; i < 6; i++)
            {
                gameModel.PileMap[typeof(Province)].DrawCard();
                gameModel.PileMap[typeof(IllGottenGains)].DrawCard();
            }
            // skip opening book logic
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));

            //human had 18 points, computer had 21 points
            // computer had 8 coins worth of stuff in hand
            // human had 5 coins worth of stuff in hand
            // 2 provinces left
            //6 duchys left
            // 8 estates left
            // 4 curses & ill gotten gains left
            // computer bought ill gotten gains, then reshuffled.
            p1.Hand.Add(new Copper());
            p1.Hand.Add(new Silver());
            p1.Hand.Add(new Gold());
            p1.Hand.Add(new Silver());
            p1.Hand.Add(new Estate());

            List<CardModel> d1 = new List<CardModel>();
            for (int i = 0; i < 6; i++) d1.Add(new Copper());
            for (int i = 0; i < 6; i++) d1.Add(new Curse());
            d1.Add(new Duchy());
            d1.Add(new Duchy());
            for (int i = 0; i < 3; i++) d1.Add(new Province());
            for (int i = 0; i < 2; i++) d1.Add(new Estate());
            for (int i = 0; i < 5; i++) d1.Add(new Silver());
            d1.Add(new HuntingGrounds());
            d1.Add(new Venture());
            d1.Add(new Venture());
            p1.Discard.AddRange(d1);

            List<CardModel> d2 = new List<CardModel>();
            for (int i = 0; i < 7; i++) d2.Add(new Copper());
            for (int i = 0; i < 5; i++) d2.Add(new IllGottenGains());
            for (int i = 0; i < 2; i++) d2.Add(new Province());

            d2.Add(new Silver());
            d2.Add(new Steward());
            d2.Add(new Steward());

            p2.Hand.Add(new Copper());
            p2.Hand.Add(new Copper());
            p2.Hand.Add(new Copper());
            p2.Hand.Add(new IllGottenGains());
            p2.Hand.Add(new Province());
            p2.Deck.Populate(d2);
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EnterBuyPhase));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.PlayBasicTreasures));

            MonteCarloTreeSearch search = new MonteCarloTreeSearch(gameModel, bigMoney.Clone(), false, 320);
            search.DoMCTS();
            DominionTreeNode node = search.Root;
            DominionTreeNode bestChild = null;
            DominionTreeNode defaultChild = null;
            foreach (DominionTreeNode child in node.Children.OrderByDescending(c => c.TotalValue / c.VisitCount))
            {
                Console.WriteLine(child.Action.ToString() + " " + child.TotalValue + " / " + child.VisitCount + " " + (child.TotalValue / child.VisitCount));
                if (bestChild == null || (child.TotalValue / child.VisitCount) > (bestChild.TotalValue / bestChild.VisitCount))
                {
                    bestChild = child;
                }
                if (child.Action.Pile != null && child.Action.Pile.Card is Province)
                {
                    defaultChild = child;
                }
            }

            PlayerAction defaultAction = defaultChild.Action;
            PlayerAction searchedAction = bestChild.Action;
            if (!defaultAction.Equals(searchedAction))
            {
                Console.WriteLine("difference!!!!!");

                MonteCarloTreeSearch refinedSearch = new MonteCarloTreeSearch(gameModel, bigMoney.Clone(), true, 310);
                refinedSearch.Root.Expand();
                for (int i = refinedSearch.Root.Children.Count - 1; i >= 0; i--)
                {
                    if (!(refinedSearch.Root.Children[i].Action.Equals(defaultAction) || refinedSearch.Root.Children[i].Action.Equals(searchedAction)))
                    {
                        refinedSearch.Root.Children.RemoveAt(i);
                    }
                }
                refinedSearch.DoMCTS();
                DominionTreeNode defaultActionChild = null, searchedActionChild = null;
                foreach (DominionTreeNode child in refinedSearch.Root.Children)
                {
                    if (child.Action.Equals(defaultAction))
                    {
                        defaultActionChild = child;
                    }
                    else if (child.Action.Equals(searchedAction))
                    {
                        searchedActionChild = child;
                    }
                    else
                    {
                        Debug.Assert(false);
                    }
                }
                double defaultWinRate = defaultActionChild.TotalValue / defaultActionChild.VisitCount;
                double searchedWinRate = searchedActionChild.TotalValue / searchedActionChild.VisitCount;

                foreach (DominionTreeNode child in refinedSearch.Root.Children.OrderByDescending(c => c.TotalValue / c.VisitCount))
                {
                    Console.WriteLine(child.Action.ToString() + " " + child.TotalValue + " / " + child.VisitCount + " " + (child.TotalValue / child.VisitCount));
                }
            }
        }
コード例 #4
0
ファイル: Program.cs プロジェクト: alanjg/MajorDomo
        public static void MonteCarloTreeSearchTest()
        {
            CardModel[] cards = new CardModel[]
            {
                new Chapel(),
                new ShantyTown(),
                new Militia(),
                new Moneylender(),
                new City(),
                new Mint(),
                new Goons(),
                new Hoard(),
                new Nobles(),
                new Expand()
            };
            GameModel gameModel = new GameModel();
            Kingdom kingdom = new Kingdom(cards, null, null, GameSets.Any, 2, CardUseType.DoNotUse, CardUseType.DoNotUse, StartingHandType.FourThreeSplit);

            BuyList bigMoney = new BuyList();
            bigMoney.List.Add(new BuyListItem(typeof(Province), 8));
            bigMoney.List.Add(new BuyListItem(typeof(Gold), 99));
            bigMoney.List.Add(new BuyListItem(typeof(Silver), 99));

            BuyListAIStrategy player1 = new BuyListAIStrategy(gameModel);
            BuyListAIStrategy player2 = new BuyListAIStrategy(gameModel);
            player1.BuyList = bigMoney.Clone();
            player2.BuyList = bigMoney.Clone();
            Player p1 = new Player("player1", player1, gameModel);
            Player p2 = new Player("player2", player2, gameModel);
            gameModel.Players.Add(p1);
            gameModel.Players.Add(p2);
            gameModel.InitializeGameState(kingdom);
            p1.Hand.Clear();
            p2.Hand.Clear();
            for (int i = 0; i < 5; i++)
            {
                p1.Deck.Draw();
                p2.Deck.Draw();
            }
            for (int i = 0; i < 6; i++)
            {
                gameModel.PileMap[typeof(Province)].DrawCard();
            }
            // skip opening book logic
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EndTurn));
            p1.Hand.Add(new Gold());
            p1.Hand.Add(new Gold());
            p1.Hand.Add(new Gold());
            p1.Hand.Add(new Gold());
            p1.Hand.Add(new Gold());
            p2.Hand.Add(new Gold());
            p2.Hand.Add(new Gold());
            p2.Hand.Add(new Gold());
            p2.Hand.Add(new Gold());
            p2.Hand.Add(new Estate());
            List<CardModel> d1 = new List<CardModel>();
            for(int i=0;i<5;i++) d1.Add(new Gold());
            List<CardModel> d2 = new List<CardModel>();
            for(int i=0;i<5;i++) d2.Add(new Gold());
            p1.Deck.Populate(d1);
            p2.Deck.Populate(d2);
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.EnterBuyPhase));
            gameModel.HandlePlayerAction(new PlayerAction(ActionType.PlayBasicTreasures));
            MonteCarloTreeSearch search = new MonteCarloTreeSearch(gameModel, bigMoney, true, 320);
            search.DoMCTS();
            DominionTreeNode node = search.Root;
            PlayerAction action = node.BestChild.Action;
            Debug.Assert(action.Pile.Name != "Province");
        }
コード例 #5
0
ファイル: Program.cs プロジェクト: alanjg/MajorDomo
        public static void MonteCarloTreeSearchCompareAITestCheckAll()
        {
            string log = "";

            DateTime start = DateTime.Now;
            int overallWins = 0;
            int overallGames = 0;
            CardSetsModel cardSets = new CardSetsModel(GameSets.Any);
            foreach (CardSetGroup group in cardSets.CardSetGroups)
            {
                foreach (CardSetViewModel cardSet in group.CardSets)
                {
                    Kingdom kingdom = new Kingdom(cardSet.CardSet.CardCollection, null, cardSet.CardSet.BaneCard, GameSets.Any, 2, CardUseType.DoNotUse, CardUseType.DoNotUse, StartingHandType.FourThreeSplit);

                    Console.WriteLine("start train");
                    BuyListTrainer trainer = new BuyListTrainer(kingdom, true);
                    BuyListTrainer.GamesPerMatchup = 4;
                    BuyListTrainer.MaxChallengerCount = 15;
                    BuyListTrainer.MaxLeaderCount = 3;
                    List<BuyListEntry> best = trainer.Train(8);
                    BuyList buyList2 = best.Last().BuyList;
                    Console.WriteLine("end train");
                    int wins = 0;
                    int ties = 0;
                    int games = 0;
                    while(games < 2560)
                    {
                        GameModel gameModel = new GameModel();
                        BuyListAIStrategy player1 = new BuyListAIStrategy(gameModel);
                        player1.BuyList = buyList2.Clone();
                        player1.UseSearch = true;
                        player1.SearchThreshold = 0.05;
                        //player1.SearchThreshold = 1.0;
                        player1.SearchNodes = 320;
                        player1.SearchKeepsHandInfo = true;
                        BuyListAIStrategy player2 = new BuyListAIStrategy(gameModel);
                        player2.BuyList = buyList2.Clone();
                        Player p1 = new Player("player1", player1, gameModel);
                        Player p2 = new Player("player2", player2, gameModel);
                        gameModel.Players.Add(p1);
                        gameModel.Players.Add(p2);
                        gameModel.InitializeGameState(kingdom, games % 2);
                        using (gameModel.TextLog.SuppressLogging())
                        {
                            gameModel.PlayGame();
                        }
                        if (gameModel.Result.Winners.Count == 2)
                        {
                            ties++;
                            games++;
                        }
                        else if (gameModel.Result.Winners.Contains(p1) && !gameModel.Result.Winners.Contains(p2))
                        {
                            wins++;
                            games++;
                        }
                        else if (gameModel.Result.Winners.Contains(p2) && !gameModel.Result.Winners.Contains(p1))
                        {
                            games++;
                        }
                    }

                    DateTime end2 = DateTime.Now;
                    Console.WriteLine((end2 - start).TotalSeconds + " seconds");

                    double ratio = wins / (double)(games-ties);
                    Console.WriteLine(Log.FormatSortedCards(cardSet.CardSet.CardCollection));
                    Console.WriteLine(buyList2.ToString());
                    Console.WriteLine(wins + " / " + games);
                    Console.WriteLine((wins +ties) + " / " + games);
                    Console.WriteLine(ratio);
                    Console.WriteLine();

                    log += Log.FormatSortedCards(cardSet.CardSet.CardCollection);
                    log += buyList2.ToString();
                    log += wins + " / " + games;
                    log += ratio;
                    log += Environment.NewLine;

                    overallWins += wins;
                    overallGames += games;
                }
            }
            double overallRatio = overallWins / (double)overallGames;

            Console.WriteLine(overallWins + " / " + overallGames);
            Console.WriteLine(overallRatio);

            log += overallWins + " / " + overallGames;
            log += overallRatio;

            DateTime end = DateTime.Now;
            Console.WriteLine((end - start).TotalSeconds + " seconds");

            File.WriteAllText("output.txt", log);
        }
コード例 #6
0
ファイル: Program.cs プロジェクト: alanjg/MajorDomo
        public static void MonteCarloTreeSearchCompareAITest()
        {
            DateTime start = DateTime.Now;
            /*
            CardModel[] cards = new CardModel[]
            {
                new Chapel(),
                new ShantyTown(),
                new Militia(),
                new Moneylender(),
                new City(),
                new Mint(),
                new Goons(),
                new Hoard(),
                new Nobles(),
                new Expand()
            };

            BuyList buyList = new BuyList();
            buyList.OpeningBuy1 = typeof(Chapel);
            buyList.OpeningBuy2 = typeof(Silver);
            buyList.List.Add(new BuyListItem(typeof(Goons), 2));
            buyList.List.Add(new BuyListItem(typeof(City), 5));
            buyList.List.Add(new BuyListItem(typeof(Goons), 1));
            buyList.List.Add(new BuyListItem(typeof(Nobles), 4));
            buyList.List.Add(new BuyListItem(typeof(Militia), 1));
            buyList.List.Add(new BuyListItem(typeof(Nobles), 2));
            buyList.List.Add(new BuyListItem(typeof(City), 4));
            buyList.List.Add(new BuyListItem(typeof(Province), 8));
            buyList.List.Add(new BuyListItem(typeof(Nobles), 2));
            buyList.List.Add(new BuyListItem(typeof(Goons), 3));
            buyList.List.Add(new BuyListItem(typeof(Hoard), 5));
            buyList.List.Add(new BuyListItem(typeof(Gold), 99));
            buyList.List.Add(new BuyListItem(typeof(Silver), 99));
            */
            //Kingdom kingdom = new Kingdom(cards, null, GameSets.Any, 2, CardUseType.DoNotUse, CardUseType.DoNotUse, StartingHandType.FourThreeSplit);

            /*
            IList<CardModel> cards = new List<CardModel>(new BigMoney().CardCollection);
            BuyList buyList = new BuyList();
            buyList.OpeningBuy1 = typeof(Chancellor);
            buyList.OpeningBuy2 = typeof(Silver);
            buyList.List.Add(new BuyListItem(typeof(Gold), 1));
            buyList.List.Add(new BuyListItem(typeof(Laboratory), 2));
            buyList.List.Add(new BuyListItem(typeof(Province), 99));
            buyList.List.Add(new BuyListItem(typeof(Gold), 99));
            buyList.List.Add(new BuyListItem(typeof(Moneylender), 1));
            buyList.List.Add(new BuyListItem(typeof(Laboratory), 8));
            buyList.List.Add(new BuyListItem(typeof(Silver), 99));
            */

            IList<CardModel> cards = new List<CardModel>(new PoolsToolsAndFools().CardCollection);
            BuyList buyList = new BuyList();
            buyList.OpeningBuy1 = typeof(Silver);
            buyList.OpeningBuy2 = typeof(Silver);
            buyList.List.Add(new BuyListItem(typeof(ScryingPool), 2));
            buyList.List.Add(new BuyListItem(typeof(Golem), 8));
            buyList.List.Add(new BuyListItem(typeof(Nobles), 1));
            buyList.List.Add(new BuyListItem(typeof(Province), 99));
            buyList.List.Add(new BuyListItem(typeof(Gold), 3));
            buyList.List.Add(new BuyListItem(typeof(Nobles), 8));
            buyList.List.Add(new BuyListItem(typeof(Gold), 99));
            buyList.List.Add(new BuyListItem(typeof(ScryingPool), 2));
            buyList.List.Add(new BuyListItem(typeof(Silver), 99));
            buyList.List.Add(new BuyListItem(typeof(Potion), 1));
            buyList.List.Add(new BuyListItem(typeof(ScryingPool), 6));

            Kingdom kingdom = new Kingdom(cards, null, null, GameSets.Any, 2, CardUseType.DoNotUse, CardUseType.DoNotUse, StartingHandType.FourThreeSplit);

            /*
            BuyListTrainer trainer = new BuyListTrainer(kingdom, true);
            BuyListTrainer.GamesPerMatchup = 5;
            BuyListTrainer.MaxChallengerCount = 60;
            BuyListTrainer.MaxLeaderCount = 5;
            List<BuyListEntry> best = trainer.Train(20);
            Console.WriteLine("Trained");
            BuyList buyList2 = best.Last().BuyList;
            Console.WriteLine(buyList2.ToString());
            return;
            */
            int wins = 0;
            int games = 0;
            for (int p = 0; p < 256; p++)
            {
                GameModel gameModel = new GameModel();
                BuyListAIStrategy player1 = new BuyListAIStrategy(gameModel);
                player1.BuyList = buyList.Clone();
                player1.UseSearch = true;
                player1.SearchThreshold = 0.05;
                player1.SearchNodes = 320;
                player1.SearchConfirm = true;
                player1.SearchKeepsHandInfo = false;
                BuyListAIStrategy player2 = new BuyListAIStrategy(gameModel);
                player2.BuyList = buyList.Clone();
                Player p1 = new Player("player1", player1, gameModel);
                Player p2 = new Player("player2", player2, gameModel);
                gameModel.Players.Add(p1);
                gameModel.Players.Add(p2);
                gameModel.InitializeGameState(kingdom, p % 2);
                gameModel.PlayGame(200);
                //Console.WriteLine(gameModel.TextLog.Text);
                if (gameModel.Result.Winners.Contains(p1) && !gameModel.Result.Winners.Contains(p2))
                {
                    Console.WriteLine("won");
                    wins++;
                    games++;
                }
                else if(gameModel.Result.Winners.Contains(p2) && !gameModel.Result.Winners.Contains(p1))
                {
                    Console.WriteLine("lost");
                    games++;
                }

            }
            double ratio = wins / (double)games;
            Console.WriteLine(ratio);
            DateTime end = DateTime.Now;
            Console.WriteLine((end - start).TotalSeconds + " seconds");
        }
コード例 #7
0
ファイル: Program.cs プロジェクト: alanjg/MajorDomo
        public static void TrainerCompareAITest()
        {
            DateTime start = DateTime.Now;

            Kingdom kingdom = new Kingdom(new BigMoney().CardCollection, null, null, GameSets.Any, 2, CardUseType.DoNotUse, CardUseType.DoNotUse, StartingHandType.FourThreeSplit);
            /*
            BuyListTrainer trainer = new BuyListTrainer(kingdom, true);
            BuyListTrainer.GamesPerMatchup = 5;
            BuyListTrainer.MaxChallengerCount = 60;
            BuyListTrainer.MaxLeaderCount = 5;
            List<BuyListEntry> best = trainer.Train(20);
            Console.WriteLine("Trained");
            BuyList buyList1 = best.Last().BuyList;
            Console.WriteLine(buyList1.ToString(true));

            List<BuyListEntry> best2 = trainer.TrainThresholds();
            BuyList buyList2 = best2.Last().BuyList;
            Console.WriteLine(buyList2.ToString(true));
            */

            BuyList buyList1 = new BuyList();
            buyList1.OpeningBuy1 = typeof(Silver);
            buyList1.OpeningBuy2 = typeof(Moneylender);
            buyList1.List.Add(new BuyListItem(typeof(Adventurer), 1));
            buyList1.List.Add(new BuyListItem(typeof(Gold), 2));
            buyList1.List.Add(new BuyListItem(typeof(Province), 99));
            buyList1.List.Add(new BuyListItem(typeof(Adventurer), 2));
            buyList1.List.Add(new BuyListItem(typeof(Gold), 99));
            buyList1.List.Add(new BuyListItem(typeof(Laboratory), 6));
            buyList1.List.Add(new BuyListItem(typeof(Moneylender), 1));
            buyList1.List.Add(new BuyListItem(typeof(Silver), 99));

            BuyList buyList2 = buyList1.Clone();
            buyList2.EstateBuyThreshold = 2;
            buyList2.DuchyBuyThreshold = 5;
            buyList2.ProvinceBuyThreshold = 7;
            buyList2.ColonyBuyThreshold = 0;

            int wins = 0;
            int games = 0;
            for (int p = 0; p < 25600; p++)
            {
                GameModel gameModel = new GameModel();
                BuyListAIStrategy player1 = new BuyListAIStrategy(gameModel);
                player1.BuyList = buyList1.Clone();

                BuyListAIStrategy player2 = new BuyListAIStrategy(gameModel);
                player2.BuyList = buyList2.Clone();

                Player p1 = new Player("player1", player1, gameModel);
                Player p2 = new Player("player2", player2, gameModel);
                gameModel.Players.Add(p1);
                gameModel.Players.Add(p2);
                gameModel.InitializeGameState(kingdom, p % 2);
                gameModel.PlayGame(200);
                //Console.WriteLine(gameModel.TextLog.Text);
                if (gameModel.Result.Winners.Contains(p1) && !gameModel.Result.Winners.Contains(p2))
                {
                    wins++;
                    games++;
                }
                else if (gameModel.Result.Winners.Contains(p2) && !gameModel.Result.Winners.Contains(p1))
                {
                    games++;
                }

            }
            double ratio = wins / (double)games;
            Console.WriteLine(ratio);
        }