fix network.py

app.py

@@ -2,7 +2,6 @@ from flask import Flask, request, jsonify
 from flask_json import FlaskJSON, as_json_p
 from flask_cors import CORS
 from board import Board
-from eval import Eval
 import main
 import random
 from network import Network
@@ -18,8 +17,8 @@ CORS(app)
 
 config = main.config.copy()
 config['model'] = "player_testings"
-config['ply'] = "0"
+config['ply'] = "1"
-config['board_representation'] = 'tesauro'
+config['board_representation'] = 'quack-fat'
 network = Network(config, config['model'])
 
 network.restore_model()
@@ -91,16 +90,11 @@ def bot_move():
     data = request.get_json(force=True)
 
     board = [int(x) for x in data['board'].split(',')]
-    use_pubeval = bool(data['pubeval'])
 
     roll = (random.randrange(1,7), random.randrange(1,7))
-
+    # print(roll)
-    if use_pubeval:
-        board, value = Eval.make_pubeval_move(tuple(board), 1, roll)
-    else:
     board, _ = network.make_move(tuple(board), roll, 1)
-
+    # print("Boards!:",board)
-    # print("Board!:",board)
 
     return ",".join([str(x) for x in list(board)])
 

board.py

@@ -1,4 +1,3 @@
-import quack
 import numpy as np
 import itertools
 
@@ -13,9 +12,15 @@ class Board:
     
     @staticmethod
     def idxs_with_checkers_of_player(board, player):
-        return quack.idxs_with_checkers_of_player(board, player)
+        idxs = []
+        for idx, checker_count in enumerate(board):
+            if checker_count * player >= 1:
+                idxs.append(idx)
+        return idxs
 
 
+    # TODO: Write a test for this
+    # TODO: Make sure that the bars fit, 0 represents the -1 player and 25 represents the 1 player
     # index 26 is player 1 home, index 27 is player -1 home
     @staticmethod
     def board_features_to_pubeval(board, player):
@@ -40,14 +45,14 @@ class Board:
     # quack-fat
     @staticmethod
     def board_features_quack_fat(board, player):
-        return np.array(quack.board_features_quack_fat(board,player)).reshape(1,30)
+        board = list(board)
-        # board = list(board)
+        positives = [x if x > 0 else 0 for x in board]
-        # positives = [x if x > 0 else 0 for x in board]
+        negatives = [x if x < 0 else 0 for x in board]
-        # negatives = [x if x < 0 else 0 for x in board]
+        board.append( 15 - sum(positives))
-        # board.append( 15 - sum(positives))
+        board.append(-15 - sum(negatives))
-        # board.append(-15 - sum(negatives))
+        board += ([1, 0] if np.sign(player) > 0 else [0, 1])
-        # board += ([1, 0] if np.sign(player) > 0 else [0, 1])
+        return np.array(board).reshape(1,30)
-        # return np.array(board).reshape(1,30)
+
 
     # quack-fatter
     @staticmethod
@@ -97,59 +102,6 @@ class Board:
         return np.array(board_rep).reshape(1,198)
 
 
-    @staticmethod
-    def board_features_tesauro_fat(board, cur_player):
-        def ordinary_trans(val, player):
-            abs_val = val*player
-            if abs_val <= 0:
-                return (0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 1:
-                return (1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 2:
-                return (1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 3:
-                return (1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 4:
-                return (1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 5:
-                return (1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 6:
-                return (1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 7:
-                return (1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 8:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 9:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0)
-            elif abs_val == 10:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0)
-            elif abs_val == 11:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0)
-            elif abs_val == 12:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0)
-            elif abs_val == 13:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0)
-            elif abs_val == 14:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0)
-            elif abs_val == 15:
-                return (1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1)
-
-        def bar_trans(board, player):
-            if   player == 1: return (abs(board[0]/2),)
-            elif player == -1: return (abs(board[25]/2),)
-
-        board_rep = []
-        for player in [1, -1]:
-            for x in board[1:25]:
-                board_rep += ordinary_trans(x, player)
-            board_rep += bar_trans(board, player)
-            board_rep += (15 - Board.num_of_checkers_for_player(board, player),)
-
-        board_rep += ([1, 0] if cur_player == 1 else [0, 1])
-
-        return np.array(board_rep).reshape(1, len(board_rep))
-
-
     @staticmethod
     def board_features_tesauro_wrong(board, cur_player):
         features = []
@@ -180,7 +132,96 @@ class Board:
 
     @staticmethod
     def is_move_valid(board, player, face_value, move):
-        return quack.is_move_valid(board, player, face_value, move)
+        if face_value == 0:
+            return True
+        else:
+            def sign(a):
+                return (a > 0) - (a < 0)
+
+            from_idx   = move[0]
+            to_idx     = move[1]
+            to_state   = None
+            from_state = board[from_idx]
+            delta      = to_idx - from_idx
+            direction  = sign(delta)
+            bearing_off = None
+
+            # FIXME: Use get instead of array-like indexing
+            if to_idx >= 1 and to_idx <= 24:
+                to_state   = board[to_idx]
+                bearing_off = False
+            else:  # Bearing off
+                to_state   = 0
+                bearing_off = True
+
+            # print("_"*20)
+            # print("board:", board)
+            # print("to_idx:", to_idx, "board[to_idx]:", board[to_idx], "to_state:", to_state)
+            # print("+"*20)
+        
+            def is_forward_move():
+                return direction == player
+
+            def face_value_match_move_length():
+                return abs(delta) == face_value
+
+            def bear_in_if_checker_on_bar():
+                if player == 1:
+                    bar = 0
+                else:
+                    bar = 25
+
+                bar_state = board[bar]
+
+                if bar_state != 0:
+                    return from_idx == bar
+                else:
+                    return True
+
+            def checkers_at_from_idx():
+                return sign(from_state) == player
+
+            def no_block_at_to_idx():
+                if -sign(to_state) == player:
+                    return abs(to_state) == 1
+                else:
+                    return True
+
+            def can_bear_off():
+                checker_idxs = Board.idxs_with_checkers_of_player(board, player)
+                def bearing_directly_off():
+                    if player == 1:
+                        return to_idx == 25
+                    if player == -1:
+                        return to_idx == 0
+                
+                def is_moving_backmost_checker():
+                    if player == 1:
+                        return all([(idx >= from_idx) for idx in checker_idxs])
+                    else:
+                        return all([(idx <= from_idx) for idx in checker_idxs])
+
+                def all_checkers_in_last_quadrant():
+                    if player == 1:
+                        return all([(idx >= 19) for idx in checker_idxs])
+                    else:
+                        return all([(idx <= 6) for idx in checker_idxs])
+
+                return all([ (bearing_directly_off() or is_moving_backmost_checker()),
+                             all_checkers_in_last_quadrant() ])
+                
+            # TODO: add switch here instead of wonky ternary in all        
+            # print("is_forward:",is_forward_move())
+            # print("face_value:",face_value_match_move_length())
+            # print("Checkes_at_from:",checkers_at_from_idx())
+            # print("no_block:",no_block_at_to_idx())
+        
+            return all([ is_forward_move(),
+                         face_value_match_move_length(),
+                         bear_in_if_checker_on_bar(),
+                         checkers_at_from_idx(),
+                         no_block_at_to_idx(),
+                         can_bear_off() if bearing_off else True ])
 
     @staticmethod
     def any_move_valid(board, player, roll):
@@ -220,37 +261,40 @@ class Board:
 
 
     @staticmethod
-    def apply_moves_to_board(board, player, move):
+    def apply_moves_to_board(board, player, moves):
-        from_idx = move[0]
+        for move in moves:
-        to_idx = move[1]
+            from_idx, to_idx = move.split("/")
-        board = list(board)
+            board[int(from_idx)] -= int(player)
-        board[from_idx] -= player
+            board[int(to_idx)] += int(player)
-
+        return board
-        if (to_idx < 1 or to_idx > 24):
-            return
-
-        if (board[to_idx] * player == -1):
-
-            if (player == 1):
-                board[25] -= player
-            else:
-                board[0] -= player
-
-            board[to_idx] = 0
-
-        board[to_idx] += player
-
-        return tuple(board)
 
     @staticmethod
     def calculate_legal_states(board, player, roll):
         # Find all points with checkers on them belonging to the player
         # Iterate through each index and check if it's a possible move given the roll
 
+        # TODO: make sure that it is not possible to do nothing on first part of
+        #       turn and then do something with the second die
+        
         def calc_moves(board, face_value):
-            if face_value == 0:
+            idxs_with_checkers = Board.idxs_with_checkers_of_player(board, player)
+            if len(idxs_with_checkers) == 0:
                 return [board]
-            return quack.calc_moves(board, player, face_value)
+            boards = [(Board.do_move(board,
+                               player,
+                               (idx, idx + (face_value * player)))
+                       if Board.is_move_valid(board,
+                                              player,
+                                              face_value,
+                                              (idx, idx + (face_value * player)))
+                       else None)
+                      for idx in idxs_with_checkers]
+            # print("pls:",boards)
+            board_list = list(filter(None, boards))  # Remove None-values
+            # if len(board_list) == 0:
+            #     return [board]
+            # print("board list:", board_list)
+            return board_list
 
         # Problem with cal_moves: Method can return empty list (should always contain at least same board).
         #               *Update*: Seems to be fixed.
@@ -264,17 +308,23 @@ class Board:
         if not Board.any_move_valid(board, player, roll):
             return { board }
         dice_permutations = list(itertools.permutations(roll)) if roll[0] != roll[1] else [[roll[0]]*4]
-        #print("Permuts:",dice_permutations)
         # print("Dice permuts:",dice_permutations)
         for roll in dice_permutations:
             # Calculate boards resulting from first move
+            #print("initial board: ", board)
+            #print("roll:", roll)
             boards = calc_moves(board, roll[0])
+            #print("boards after first die: ", boards)
 
             for die in roll[1:]:
                 # Calculate boards resulting from second move
                 nested_boards = [calc_moves(board, die) for board in boards]
+                #print("nested boards: ", nested_boards)
                 boards = [board for boards in nested_boards for board in boards]
-
+                # What the fuck
+                #for board in boards:
+                #    print(board)
+                #    print("type__:",type(board))
                 # Add resulting unique boards to set of legal boards resulting from roll
 
                 #print("printing boards from calculate_legal_states: ", boards)
@@ -303,9 +353,9 @@ class Board:
         return """
   13  14  15  16  17  18               19  20  21  22  23  24
 +--------------------------------------------------------------------------+
-| {13}| {14}| {15}| {16}| {17}| {18}| bar -1: {25} | {19}| {20}| {21}| {22}| {23}| {24}| end  1: TODO|
+| {13}| {14}| {15}| {16}| {17}| {18}| bar -1: {25} | {19}| {20}| {21}| {22}| {23}| {24}| end -1: TODO|
 |---|---|---|---|---|---|------------|---|---|---|---|---|---|             |
-| {12}| {11}| {10}| {9}| {8}| {7}| bar  1: {0} | {6}| {5}| {4}| {3}| {2}| {1}| end -1: TODO|
+| {12}| {11}| {10}| {9}| {8}| {7}| bar  1: {0} | {6}| {5}| {4}| {3}| {2}| {1}| end  1: TODO|
 +--------------------------------------------------------------------------+
   12  11  10   9   8   7                6   5   4   3   2   1 
  """.format(*temp)
@@ -313,8 +363,42 @@ class Board:
     @staticmethod
     def do_move(board, player, move):
         # Implies that move is valid; make sure to check move validity before calling do_move(...)
-        return quack.do_move(board, player, move)
         
+        def move_to_bar(board, to_idx):
+            board = list(board)
+            if player == 1:
+                board[25] -= player
+            else:
+                board[0] -= player
+                
+            board[to_idx] = 0
+            return board
+
+        # TODO: Moving in from bar is handled by the representation
+        # TODONE: Handle bearing off
+
+        from_idx = move[0]
+        #print("from_idx: ", from_idx)
+        to_idx = move[1]
+        #print("to_idx: ", to_idx)
+        # pdb.set_trace()
+        board = list(board) # Make mutable copy of board
+
+        # 'Lift' checker
+        board[from_idx] -= player
+
+        # Handle bearing off
+        if to_idx < 1 or to_idx > 24:
+            return tuple(board)
+        
+        # Handle hitting checkers
+        if board[to_idx] * player == -1:
+            board = move_to_bar(board, to_idx)
+
+        # Put down checker
+        board[to_idx] += player
+
+        return tuple(board)
 
     @staticmethod
     def flip(board):

network.py

@@ -20,9 +20,7 @@ class Network:
         'quack-fat'   : (30, Board.board_features_quack_fat),
         'quack'       : (28, Board.board_features_quack),
         'tesauro'     : (198, Board.board_features_tesauro),
-        'quack-norm'  : (30, Board.board_features_quack_norm),
+        'quack-norm'  : (30, Board.board_features_quack_norm)
-        'tesauro-fat' : (726, Board.board_features_tesauro_fat),
-        'tesauro-poop': (198, Board.board_features_tesauro_wrong)
     }
 
     def custom_tanh(self, x, name=None):