def next_generation(self, bots, generation):
bots.sort(key=lambda x: x[0].average_score, reverse=True)
bots = bots[:4]
for bot, data in bots:
print(' {} av_score = {}'.format(bot, bot.average_score))
for i in range(3):
bot = bots[0][0].mutation(self.Mutations)
bot.change_name('bot_{}'.format(generation))
bot.when_born = generation
data = GameData()
bots.append((bot, data))
for i in range(2):
bot = bots[1][0].mutation(self.Mutations)
bot.change_name('bot_{}'.format(generation))
bot.when_born = generation
data = GameData()
bots.append((bot, data))
bot = bots[2][0].mutation(self.Mutations)
bot.change_name('bot_{}'.format(generation))
bot.when_born = generation
data = GameData()
bots.append((bot, data))
return bots
def minMax(self, board, isPlaying, depth, alpha, beta):
output = GameData()
score = board.getScore()
currentPlayer = 1
if isPlaying:
currentPlayer = 2
if board.isFinished() or depth <= 0:
output.column = None
output.score = score
return output
for i in range(0, board.columns):
b = copy.deepcopy(board)
if b.addChip(currentPlayer, i):
nextMove = self.minMax(b, not isPlaying, depth - 1, alpha,
beta)
if isPlaying:
if output.column == None or nextMove.score > output.score:
output.column = i
alpha = output.score = nextMove.score
else:
if output.column == None or nextMove.score < output.score:
output.column = i
alpha = output.score = nextMove.score
if (alpha >= beta):
break
return output
def decode_json(self, text):
data = json.loads(text)
name = data['name']
description = data['description']
price = data['offers']['price']
rating = data['aggregateRating']['ratingValue']
url = self.game_url
self.returnElements = GameData(url, name, price, rating, description)
def start(self):
bots = []
bots.append((AI_2048(name='bot_-1',
file_name='bot_-1_195weights'), GameData()))
bots.append((AI_2048(name='bot_-1',
file_name='bot_7_804weights'), GameData()))
bots.append((AI_2048(name='bot_-1',
file_name='bot_7_862weights'), GameData()))
bots.append((AI_2048(name='bot_-1',
file_name='bot_8_490weights'), GameData()))
for _ in range(4):
bots.append((AI_2048(training=True, name='bot_-1'), GameData()))
for generation in range(self.generations):
print('Generation №{}'.format(generation))
average = 0
for bot, data in bots:
for _ in range(30):
self.bot_play(bot, data)
average += bot.average_score
average = round(average / 10)
print(' average = {}'.format(average))
if self.drawing:
self.Y.append(average)
bots = self.next_generation(bots, generation)
bots.sort(key=lambda x: x[0].average_score, reverse=True)
for bot, data in bots[:4]:
bot.save()
if self.drawing:
plt.plot(self.X, self.Y)
plt.axis([0, self.generations, 0, 10000])
plt.grid()
plt.show()
def init_game(self):
pygame.init()
self.game_data = GameData()
self.white = (255, 255, 255)
self.screen = pygame.display.set_mode((self.game_data.display_width, self.game_data.display_height))
pygame.display.set_caption('Frogger')
self.clock = pygame.time.Clock()
self.frogsNum = 200 # Number of frogs spawned per generation
self.done = False # Application is still running
self.turtleCounter = 0 # Timer for turtle state
self.fps = 15 # Simulation speed (actions per second)
def get_info(self) -> GameData:
info = GameData()
info.snake_length = len(self.snake)
info.head_x = self.snake[0][0]
info.head_y = self.snake[0][1]
info.direction = {(0, 1): "south", (0, -1): "north", (1, 0): "east", (-1, 0): "west"}[self.direction]
info.walldistance_n = info.head_y
info.walldistance_s = self.field.height - info.head_y - 1
info.walldistance_w = info.head_x
info.walldistance_e = self.field.width - info.head_x - 1
info.food_x = self.food[0]
info.food_y = self.food[1]
info.field = self.field
info.body = self.snake # copy.deepcopy(self.snake)
info.game_over = self.is_game_over()
return info
def initUI(self):
self.game_data = GameData()
self.new_game_button = QPushButton('Новая Игра', self)
self.new_game_button.setStyleSheet(self.button_style %
(self.new_game_color.name(), 5, 20,
self.main_text_color.name(), 10))
self.new_game_button.move(10, 50)
self.new_game_button.clicked.connect(self.new_game)
self.square = QFrame(self)
self.square.setGeometry(0, 100, 380, 380)
self.square.setStyleSheet(self.style % (self.main_color.name(), 5))
self.result_label = QLabel('Результат\n0', self)
self.crt_progress_label = QLabel('За последний ход\n0', self)
self.moves_counter = QLabel('Ходов сделано\n0', self)
self.result_label.setStyleSheet(
self.button_style %
(self.main_color.name(), 5, 20, self.main_text_color.name(), 5))
self.result_label.setAlignment(Qt.AlignCenter)
self.crt_progress_label.setStyleSheet(
self.button_style %
(self.main_color.name(), 5, 20, self.main_text_color.name(), 5))
self.crt_progress_label.setAlignment(Qt.AlignCenter)
self.moves_counter.setStyleSheet(
self.button_style %
(self.main_color.name(), 5, 20, self.main_text_color.name(), 5))
self.moves_counter.setAlignment(Qt.AlignCenter)
self.result_label.move(400, 100)
self.crt_progress_label.move(400, 180)
self.moves_counter.move(400, 260)
self.image_w = QPixmap(r'images\w.png')
self.image_d = QPixmap(r'images\d.png')
self.image_s = QPixmap(r'images\s.png')
self.image_a = QPixmap(r'images\a.png')
self.image_w_red = QPixmap(r'images\w_red.png')
self.image_d_red = QPixmap(r'images\d_red.png')
self.image_s_red = QPixmap(r'images\s_red.png')
self.image_a_red = QPixmap(r'images\a_red.png')
self.label_w = QLabel(self)
self.label_d = QLabel(self)
self.label_s = QLabel(self)
self.label_a = QLabel(self)
self.label_w.setPixmap(self.image_w)
self.label_d.setPixmap(self.image_d)
self.label_s.setPixmap(self.image_s)
self.label_a.setPixmap(self.image_a)
self.label_w.move(474, 374)
self.label_d.move(528, 426)
self.label_s.move(474, 426)
self.label_a.move(420, 426)
self.grid = QGridLayout()
self.grid.setSpacing(4)
self.grid.setContentsMargins(4, 4, 4, 4)
self.square_go = QFrame(self)
self.square_go.setGeometry(0, 100, 380, 380)
self.square_go.setStyleSheet(
'QWidget { background-color: rgba(240, 240, 240, 90); border-radius: 5px}'
)
self.square_go.setVisible(False)
self.game_over_label = QLabel('GAME OVER', self)
self.game_over_label.setStyleSheet(
self.button_style %
(self.main_color.name(), 5, 20, self.main_text_color.name(), 10))
self.game_over_label.setAlignment(Qt.AlignCenter)
self.game_over_label.setVisible(False)
self.game_over_label.move(130, 270)
self.square.setLayout(self.grid)
self.refresh_grid()
self.timer = QTimer()
ico = QIcon(r'images\2048_icon.ico')
self.setWindowIcon(ico)
self.setFixedSize(640, 480)
self.setWindowTitle('2048')
self.show()
def main(argv):
# process command line arguments
if DEBUG:
print(f"len(argv): {len(argv)}")
if len(argv) >= 2:
player_name = '0'
gameno = argv[1]
else:
usage()
sys.exit(1)
if len(argv) >= 3:
board_file = argv[2]
if len(argv) >= 4:
player_files = argv[3:]
# initialize data object
data = GameData(gameno, player_name)
while True:
# load the gamedata
data.load()
players = data.getPlayers()
player_obj = data.getPlayerObj(player_name)
board = data.getBoard()
seen_board = data.getSeenBoard()
size_x = data.getSizeX()
size_y = data.getSizeY()
new_game = data.getNewGame()
game_password = data.getGamePassword()
# if this is the first time the server is run, you need to reset the initial password from blank here
password = data.getGamePassword()
# interactive mode
while new_game:
# read line from stdin + tokenize it
print(f"{argv[0]}> ", flush=True, end='')
line = sys.stdin.readline().rstrip()
tokens = line.split()
# ignore empty lines
if len(tokens) == 0:
continue
# command help
elif tokens[0] == 'help':
command_help()
continue
# show - board, units
elif tokens[0] == 'show':
if DEBUG:
print(f"len(tokens): {len(tokens)}")
if len(tokens) == 1:
print("invalid show command")
continue
elif tokens[1] == 'board':
if seen_board != None:
if DEBUG:
print("showing seen board")
seen_board.print()
elif board == None:
print("must create board - set size and commit")
else:
board.print(player_obj)
elif tokens[1] == 'types':
for player in players.keys():
if 'types' in players[player].keys():
for types in players[player]['types'].keys():
for unit_name in players[player]['types'].keys(
):
unit_type = players[player]['types'][
unit_name]
print(
f"player: {player}, name: {unit_type['name']}, symbol: {unit_type['symbol']}, attack: {unit_type['attack']}, health: {unit_type['health']}, energy: {unit_type['energy']}"
)
elif tokens[1] == 'players':
for player in players.keys():
print(
f"name: {player}, email: {players[player]['email']}"
)
elif tokens[1] == 'units':
if seen_board != None:
if DEBUG:
print("showing seen units")
print(seen_board.listUnits())
elif board == None:
print("must create board - set size and commit")
else:
print(board.listUnits(player_obj))
elif tokens[1] == 'pending':
for player in players.keys():
if 'moves' in players[player].keys():
print(
f"player: {player}, moves: {players[player]['moves']}"
)
else:
print("invalid show command")
continue
# set - size, player
elif tokens[0] == 'set':
if DEBUG:
print(f"len(tokens): {len(tokens)}")
if len(tokens) == 1:
print("invalid set command")
continue
elif tokens[1] == 'board':
if player_name != '0':
print(
"only the game admin (player '0') can set board size"
)
continue
if board != None:
print("can't resize an existing board")
continue
if len(tokens) != 4:
print("must provide x and y for size")
continue
try:
size_x = int(tokens[2])
size_y = int(tokens[3])
# immediately create the board object
board = Board(size_x, size_y)
data.setBoard(board)
except:
print("x and y must be a numbers")
continue
if size_x < 2:
print("x must be greater than 1")
if size_y < 2:
print("y must be greater than 1")
else:
print("invalid set command")
continue
# add - player, type, unit
elif tokens[0] == 'add':
if len(tokens) == 2:
print("invalid add command")
continue
elif tokens[1] == 'player':
if len(tokens) != 4:
print("must provide 2 args for player")
elif new_game == False:
print("can't add players to an existing game")
else:
name = tokens[2]
players[name] = {
"email": tokens[3],
'obj': Player(tokens[2], tokens[3]),
'types': {}
}
password1 = getpass()
password2 = getpass("Reenter password: "******"User passwords must match")
continue
else:
players[name]["password"] = password1
else:
print("invalid add command")
continue
# load - player
elif tokens[0] == 'load':
if len(tokens) == 2:
print("invalid load command")
continue
elif tokens[1] == 'player':
if len(tokens) != 3:
print("must provide 1 args for load player")
elif new_game == False:
print("can't add players to an existing game")
else:
player_data = {}
try:
with open(tokens[2]) as f:
player_data = yaml.safe_load(f)
if DEBUG:
print("finished player data")
except Exception as e:
print(f"Error loading player file {tokens[2]} {e}")
continue
players[player_data['name']] = {
"email":
player_data['email'],
'obj':
Player(player_data['name'], player_data['email']),
'password':
player_data['password'],
'types':
player_data['types'],
'units':
player_data['units']
}
elif tokens[1] == 'board':
if len(tokens) != 3:
print("must provide 1 args for load board")
else:
board_data = {}
try:
with open(tokens[2]) as f:
board_data = yaml.safe_load(f)
if DEBUG:
print("finished player data")
except Exception as e:
print(f"Error loading player file {tokens[2]} {e}")
continue
size_x = int(board_data['board']['size_x'])
size_y = int(board_data['board']['size_y'])
# immediately create the board object
board = Board(size_x, size_y)
data.setBoard(board)
else:
print("invalid load command")
continue
# commiting the game saves all input data to yaml for the game setup step
elif tokens[0] == 'commit':
# do all the commit actions for the first commit
if data.serverSave():
print("commit complete")
break
else:
# commit failed, go back to interactive prompt to resolve problems
continue
# leave
elif tokens[0] == 'exit':
sys.exit(0)
else:
print("invalid command")
# do all the commit actions, this will be run when the server is non-interactive
if new_game:
# clear the new game flag, this supresses interactive mode for the server
data.setNewGame(False)
elif data.serverSave():
print("commit complete")
else:
print("internal server error saving game data")
sys.exit(1)
# wait for player commits before restarting the load and commit cycle
data.waitForPlayerCommit()
# log board + units
board.print()
print(board.listUnits())
def send_data(self):
# print("Trying to send data")
data_to_send = GameData(self.player).get_dictionary()
self.net.send(data_to_send)
def __init__(self, game, network, playouts):
self.mcts = MCTS(game, network, playouts)
self.gd = GameData()
def main(argv):
if DEBUG:
print(f"len(argv): {len(argv)}")
if len(argv) == 3:
gameno = argv[1]
player_name = argv[2]
else:
usage()
sys.exit(1)
# initialize the data object
data = GameData(gameno, player_name)
# load the data
while True:
# load/reload the gamedata
data.load()
# set the fields used in the parser
players = data.getPlayers()
player_obj = data.getPlayerObj(player_name)
board = data.getBoard()
seen_board = data.getSeenBoard()
size_x = data.getSizeX()
size_y = data.getSizeY()
new_game = data.getNewGame()
unprocessed_moves = data.getUnprocessedMoves()
# wait 5 seconds if there are unprocessed moves and then reload
if unprocessed_moves:
print("waiting for turn to complete...")
time.sleep(5)
# restart the loop
continue
# interactive mode
while True:
# read line from stdin + tokenize it
print(f"{argv[0]}> ", flush=True, end='')
line = sys.stdin.readline().rstrip()
tokens = line.split()
# ignore empty lines
if len(tokens) == 0:
continue
# command help
elif tokens[0] == 'help':
command_help()
continue
# show - board, units
elif tokens[0]=='show':
if DEBUG:
print(f"len(tokens): {len(tokens)}")
if len(tokens) == 1:
print("invalid show command")
continue
elif tokens[1] == 'board':
if seen_board != None:
if DEBUG:
print("showing seen board")
seen_board.print()
elif board == None:
print("must create board - set size and commit")
else:
board.print(player_obj)
elif tokens[1] == 'types':
for player in players.keys():
if 'types' in players[player].keys():
for types in players[player]['types'].keys():
for unit_name in players[player]['types'].keys():
unit_type = players[player]['types'][unit_name]
print(f"player: {player}, name: {unit_type['name']}, symbol: {unit_type['symbol']}, attack: {unit_type['attack']}, health: {unit_type['health']}, energy: {unit_type['energy']}")
elif tokens[1] == 'players':
for player in players.keys():
print(f"name: {player}, email: {players[player]['email']}")
elif tokens[1] == 'units':
if seen_board != None:
if DEBUG:
print("showing seen units")
print(seen_board.listUnits())
elif board == None:
print("must create board - set size and commit")
else:
print(board.listUnits(player_obj))
else:
print("invalid show command")
continue
# add - player, type, unit
elif tokens[0] == 'add':
if len(tokens) == 1:
print("invalid add command")
continue
elif tokens[1] == 'type':
if len(tokens) != 7:
print("must provide 5 args for type")
continue
if new_game == False:
print("can't add types after first turn")
continue
try:
type_name = tokens[2]
symbol = tokens[3]
attack = tokens[4]
health = tokens[5]
energy = tokens[6]
obj = UnitType(type_name, symbol, int(attack), int(health), int(energy))
players[player_name]['types'][type_name] = {}
players[player_name]['types'][type_name]['name'] = type_name
players[player_name]['types'][type_name]['symbol'] = symbol
players[player_name]['types'][type_name]['attack'] = attack
players[player_name]['types'][type_name]['health'] = health
players[player_name]['types'][type_name]['energy'] = energy
players[player_name]['types'][type_name]['obj'] = obj
except Exception as e:
print(f"error adding unit type: {e}")
continue
elif tokens[1] == 'unit':
if len(tokens) != 6:
print("must provide 4 args for unit")
continue
if board == None:
print("board must be loaded in order to place units")
continue
if new_game == False:
print("can't add units after first turn")
continue
try:
type_name = tokens[2]
name = tokens[3]
x = int(tokens[4])
y = int(tokens[5])
if DEBUG:
print(f"{player_obj}, {x}, {y}, {name}, {players[player_name]['types'][type_name]['obj']}")
board.add(player_obj, x, y, name, players[player_name]['types'][type_name]['obj'])
board.commit()
except Exception as e:
print(f"error creating new unit {e}")
continue
else:
print("invalid add command")
continue
# move - unit
elif tokens[0] == 'move':
if len(tokens) != 3:
print("must provide 2 args for move")
continue
elif board == None:
print("board must be loaded in order to move units")
continue
elif new_game:
print("can't move units until after the first turn is complete")
continue
try:
unit_name = tokens[1]
direction = tokens[2]
# TODO - make sure you implment rules to make this unique per player
unit = board.getUnitByName(unit_name)[0]
if player_name != unit.player.name:
print("can't move units belonging to other players")
continue
if unit.on_board == False:
print("can't move units not on the board")
continue
if direction == 'north':
direction = UnitType.NORTH
elif direction == 'south':
direction = UnitType.SOUTH
elif direction == 'east':
direction = UnitType.EAST
elif direction == 'west':
direction = UnitType.WEST
else:
print(f"invalid direction {direction}")
continue
unit.move(direction)
print(board.listUnits(player_obj))
except Exception as e:
print(f"error moving unit {e}")
continue
# commiting the game saves all input data to yaml for the game setup step
elif tokens[0] == 'commit':
if data.clientSave():
print("commit complete")
break
# leave
elif tokens[0] == 'exit':
sys.exit(0)
else:
print("invalid command")
def main(argv):
if DEBUG:
print(f"len(argv): {len(argv)}")
if len(argv) == 2:
player_name = '0'
gameno = argv[1]
else:
usage()
sys.exit(1)
# initialize the data object
data = GameData(gameno, player_name)
while True:
# load the gamedata
data.load()
players = data.getPlayers()
player_obj = data.getPlayerObj(player_name)
board = data.getBoard()
seen_board = data.getSeenBoard()
size_x = data.getSizeX()
size_y = data.getSizeY()
new_game = data.getNewGame()
# interactive mode
while True:
# read line from stdin + tokenize it
print(f"{argv[0]}> ", flush=True, end='')
line = sys.stdin.readline().rstrip()
tokens = line.split()
# ignore empty lines
if len(tokens) == 0:
continue
# command help
elif tokens[0] == 'help':
command_help()
continue
# show - board, units
elif tokens[0]=='show':
if DEBUG:
print(f"len(tokens): {len(tokens)}")
if len(tokens) == 1:
print("invalid show command")
continue
elif tokens[1] == 'board':
if seen_board != None:
if DEBUG:
print("showing seen board")
seen_board.print()
elif board == None:
print("must create board - set size and commit")
else:
board.print(player_obj)
elif tokens[1] == 'types':
for player in players.keys():
if 'types' in players[player].keys():
for types in players[player]['types'].keys():
for unit_name in players[player]['types'].keys():
unit_type = players[player]['types'][unit_name]
print(f"player: {player}, name: {unit_type['name']}, symbol: {unit_type['symbol']}, attack: {unit_type['attack']}, health: {unit_type['health']}, energy: {unit_type['energy']}")
elif tokens[1] == 'players':
for player in players.keys():
print(f"name: {player}, email: {players[player]['email']}")
elif tokens[1] == 'units':
if seen_board != None:
if DEBUG:
print("showing seen units")
print(seen_board.listUnits())
elif board == None:
print("must create board - set size and commit")
else:
print(board.listUnits(player_obj))
elif tokens[1] == 'pending':
for player in players.keys():
if 'moves' in players[player].keys():
print(f"player: {player}, moves: {players[player]['moves']}")
else:
print("invalid show command")
continue
# commiting the game saves all input data to yaml for the game setup step
elif tokens[0] == 'reload':
# relaod the data
print("reloading")
break
# leave
elif tokens[0] == 'exit':
sys.exit(0)
else:
print("invalid command")
