def generate_training_data(self, filename=TRAINING_DATA_FILENAME):
"""
Generate training data sets. Play the 2048 game using A*-GAC, and write every move made to supplied file
:param filename: Filename to save the results to
"""
while True:
logging.info('Starting AI run')
twenty_forty_eight = TwentyFortyEight()
moves = twenty_forty_eight.run(twenty_forty_eight.make_player_move,
True)
logging.info('AI run completed. Saving to file')
with open(filename, 'a') as f:
for move in moves:
game_board = self.flatten_list(move[0])
move_made = move[1]
f.write('[%s] %d\n' %
(','.join([str(element)
for element in game_board]), move_made))
logging.info('Moves successfully saved to file %s' % filename)
def run(self):
twenty_forty_eight = TwentyFortyEight(ui=self.ui)
twenty_forty_eight.run(twenty_forty_eight.make_player_move)
try:
input('Done. Press return to continue')
except SyntaxError:
pass
def run(self):
twenty_forty_eight = TwentyFortyEight(ui=self.ui)
twenty_forty_eight.run(twenty_forty_eight.make_player_move)
try:
input('Done. Press return to continue')
except SyntaxError:
pass
def play_intelligently(self):
"""
Play 2048 using the trained neural network
:return: Highest tile achieved
"""
logging.info('Playing using the neural network')
ui = Ui()
twenty_forty_eight = TwentyFortyEight(ui=ui)
is_game_over = not twenty_forty_eight.make_computer_move()
# Makes moves as long as the game isn't lost yet
while not is_game_over:
# Makes the move
board_state = self.flatten_list(
twenty_forty_eight.game_board.get_cell_values())
next_moves = self.ann.testing_function_list([board_state])[0]
moved = False
illegal_moves = 0
while not moved:
next_move_index = next_moves.argmax()
moved = twenty_forty_eight.game_board.make_player_move(
next_move_index)
if not moved:
next_moves[next_move_index] = -1
illegal_moves += 1
if illegal_moves == 4:
break
# Updates UI, if any
if not moved and ui:
ui.update_ui(twenty_forty_eight.game_board.state)
# Spawns new value
is_game_over = not twenty_forty_eight.make_computer_move()
result = 2**twenty_forty_eight.game_board.get_max_value()
logging.info('Result: %d' % result)
# Returns final score
return result
def play_randomly():
"""
Play 2048 using only random moves
:return: Highest tile achieved
"""
twenty_forty_eight = TwentyFortyEight()
logging.info('Playing using random moves')
result = twenty_forty_eight.run(twenty_forty_eight.make_random_move)
logging.info('Result: %d' % result)
return result
def play_randomly():
"""
Play 2048 using only random moves
:return: Highest tile achieved
"""
twenty_forty_eight = TwentyFortyEight()
logging.info('Playing using random moves')
result = twenty_forty_eight.run(twenty_forty_eight.make_random_move)
logging.info('Result: %d' % result)
return result
def play_intelligently(self):
"""
Play 2048 using the trained neural network
:return: Highest tile achieved
"""
logging.info('Playing using the neural network')
ui = Ui()
twenty_forty_eight = TwentyFortyEight(ui=ui)
is_game_over = not twenty_forty_eight.make_computer_move()
# Makes moves as long as the game isn't lost yet
while not is_game_over:
# Makes the move
board_state = self.flatten_list(twenty_forty_eight.game_board.get_cell_values())
next_moves = self.ann.testing_function_list([board_state])[0]
moved = False
illegal_moves = 0
while not moved:
next_move_index = next_moves.argmax()
moved = twenty_forty_eight.game_board.make_player_move(next_move_index)
if not moved:
next_moves[next_move_index] = -1
illegal_moves += 1
if illegal_moves == 4:
break
# Updates UI, if any
if not moved and ui:
ui.update_ui(twenty_forty_eight.game_board.state)
# Spawns new value
is_game_over = not twenty_forty_eight.make_computer_move()
result = 2 ** twenty_forty_eight.game_board.get_max_value()
logging.info('Result: %d' % result)
# Returns final score
return result
def generate_training_data(self, filename=TRAINING_DATA_FILENAME):
"""
Generate training data sets. Play the 2048 game using A*-GAC, and write every move made to supplied file
:param filename: Filename to save the results to
"""
while True:
logging.info('Starting AI run')
twenty_forty_eight = TwentyFortyEight()
moves = twenty_forty_eight.run(twenty_forty_eight.make_player_move, True)
logging.info('AI run completed. Saving to file')
with open(filename, 'a') as f:
for move in moves:
game_board = self.flatten_list(move[0])
move_made = move[1]
f.write('[%s] %d\n' % (','.join([str(element) for element in game_board]), move_made))
logging.info('Moves successfully saved to file %s' % filename)
