Esempio n. 1
0
 public Node(Move move, Node parent, State state, Deck deck)
 {
     this.state = state;
     this.generatingMove = move;
     this.parent = parent;
     this.results = 0;
     this.visits = 0;
     this.children = new List<Node>();
     this.untriedMoves = state.GetMoves(deck);
 }
Esempio n. 2
0
 // adds a child node to the list of children
 // after exploring a move - removes the move from untried
 public Node AddChild(Move move, State state, Deck deck)
 {
     Node child = new Node(move, this, state, deck);
     this.untriedMoves.Remove(move);
     this.children.Add(child);
     return child;
 }
Esempio n. 3
0
        // Time limited MCTS
        private Node TimeLimited(State rootState, int timeLimit, Stopwatch timer, Deck deck)
        {
            Node rootNode = new Node(null, null, rootState, deck);

            while (true)
            {
                if (timer.ElapsedMilliseconds > timeLimit)
                {
                    if (FindBestChild(rootNode.Children) == null && !rootNode.state.IsGameOver())
                    {
                        timeLimit += 10;
                        timer.Restart();
                    }
                    else
                    {
                        return rootNode;
                    }

                }
                Node node = rootNode;
                State state = rootState.Clone();
                Deck clonedDeck = deck.Clone();

                // 1: Select
                while (node.UntriedMoves.Count == 0 && node.Children.Count != 0)
                {
                    node = node.SelectChild();
                    state = state.ApplyMove(node.GeneratingMove);
                    if (node.GeneratingMove is ComputerMove)
                    {
                        clonedDeck.Remove(((ComputerMove)node.GeneratingMove).Card);
                        if (clonedDeck.IsEmpty()) clonedDeck = new Deck();
                    }
                }

                // 2: Expand
                if (node.UntriedMoves.Count != 0)
                {
                    Move randomMove = node.UntriedMoves[random.Next(0, node.UntriedMoves.Count)];
                    if (randomMove is ComputerMove)
                    {
                        if (clonedDeck.IsEmpty()) clonedDeck = new Deck();
                        clonedDeck.Remove(((ComputerMove)randomMove).Card);
                        state = state.ApplyMove(randomMove);
                        node = node.AddChild(randomMove, state, clonedDeck);

                    }
                    else
                    {
                        state = state.ApplyMove(randomMove);
                        node = node.AddChild(randomMove, state, clonedDeck);
                    }
                }

                // 3: Simulation
                while (state.GetMoves(clonedDeck).Count != 0)
                {
                    Move move = state.GetRandomMove(clonedDeck);
                    if (move is ComputerMove)
                    {
                        if (clonedDeck.IsEmpty()) clonedDeck = new Deck();
                        clonedDeck.Remove(((ComputerMove)move).Card);
                        state = state.ApplyMove(move);
                    }
                    else
                    {
                        state = state.ApplyMove(move);
                    }
                }

                // 4: Backpropagation
                while (node != null)
                {
                    node.Update(state.GetResult());
                    node = node.Parent;
                }
            }
        }