def start():
config = OptimizerConfig()
tf_util.update_memory(config.gpu_mem_fraction)
util.set_high_process_priority()
AIPlayer.create_if_nonexistant(config)
models = sorted(glob.glob(config.data.model_location+"*.h5"))
ai = AIPlayer(config.buffer_size, 1, model=models[-1], compile=True)
train(ai, config)
def start():
config = OptimizerConfig()
tf_util.update_memory(config.gpu_mem_fraction)
util.set_high_process_priority()
AIPlayer.create_if_nonexistant(config)
models = sorted(glob.glob(config.data.model_location + "*.h5"))
ai = AIPlayer(config.buffer_size, 1, model=models[-1], compile=True)
train(ai, config)
def run(self):
self.game_gui = Canvas(self.root, width=600, height=600, background='green')
self.game_gui.bind("<Button-1>", self.click)
self.game_gui.focus_set()
self.game_gui.bind("<Key>", self.key)
self.game_gui.pack()
for i in range(1, 8):
self.game_gui.create_line(0, i*75, 600, i*75)
self.game_gui.create_line(i*75, 0, i*75, 600)
self.pieces = []
for i in range(8):
self.pieces.append([])
for j in range(8):
self.pieces[i].append(self.game_gui.create_oval(i*75+5, j*75+5, (i+1)*75-5, (j+1)*75-5, fill="green", outline="green"))
self.root.protocol("WM_DELETE_WINDOW", self.on_closing)
self.root.resizable(0,0)
self.running = True
config = EvaluateConfig()
tf_util.update_memory(config.gpu_mem_fraction)
AIPlayer.create_if_nonexistant(config)
self.game = Othello()
if(random() > 0.5):
self.human = 1
else:
self.human = -1
ai = create_player(config.model_1, config)
#print("You are playing against", config.model_1)
#print("Playing games with %d simulations per move" % config.game.simulation_num_per_move)
self.side = -1
self.draw_board()
self.value = ai.evaluate(self.game, self.side)
while self.running and not self.game.game_over():
#play move
if self.side != self.human:
self.value = ai.evaluate(self.game, self.side)
self.root.title("Othello (Thinking of Move) Current Value: %0.2f (1 white wins, -1 black wins)" % self.value)
self.root.config(cursor="wait")
t = ai.pick_move(self.game, self.side)
self.game.play_move(t[0], t[1], self.side)
self.draw_board()
self.side *= -1
self.value = ai.evaluate(self.game, self.side)
else:
if len(self.game.possible_moves(self.side)) == 0:
self.side *= -1
continue
if self.side == -1:
color = "black"
else:
color = "white"
self.root.title("Othello (Play as %s) Current Value: %0.2f (1 white wins, -1 black wins)" % (color, self.value))
self.root.config(cursor="")
if self.update:
self.update = False
if (self.x, self.y) in self.game.possible_moves(self.side):
self.game.play_move(self.x, self.y, self.side)
self.draw_board()
self.side *= -1
time.sleep(0.01)
if self.human == self.game.get_winner():
self.root.title("Othello (You Win!)")
elif self.game.get_winner() == 0:
self.root.title("Othello (Its a draw!)")
else:
self.root.title("Othello (You Lose!)")
def start():
config = EvaluateConfig()
tf_util.update_memory(config.gpu_mem_fraction)
AIPlayer.create_if_nonexistant(config)
run_games(config)
def start():
config = EvaluateConfig()
tf_util.update_memory(config.gpu_mem_fraction)
AIPlayer.create_if_nonexistant(config)
run_games(config)
def start():
config = RankingConfig()
tf_util.update_memory(config.gpu_mem_fraction)
AIPlayer.create_if_nonexistant(config)
calc_ranking(config)
def run(self):
self.game_gui = Canvas(self.root, width=600, height=600, background='green')
self.game_gui.bind("<Button-1>", self.click)
self.game_gui.focus_set()
self.game_gui.bind("<Key>", self.key)
self.game_gui.pack()
for i in range(1, 8):
self.game_gui.create_line(0, i*75, 600, i*75)
self.game_gui.create_line(i*75, 0, i*75, 600)
self.pieces = []
for i in range(8):
self.pieces.append([])
for j in range(8):
self.pieces[i].append(self.game_gui.create_oval(i*75+5, j*75+5, (i+1)*75-5, (j+1)*75-5, fill="green", outline="green"))
self.root.protocol("WM_DELETE_WINDOW", self.on_closing)
self.root.resizable(0,0)
self.running = True
config = EvaluateConfig()
tf_util.update_memory(config.gpu_mem_fraction)
AIPlayer.create_if_nonexistant(config)
self.game = Othello()
if(random() > 0.5):
self.human = 1
else:
self.human = -1
ai = create_player(config.model_1, config)
#print("You are playing against", config.model_1)
#print("Playing games with %d simulations per move" % config.game.simulation_num_per_move)
self.side = -1
self.draw_board()
self.value = ai.evaluate(self.game, self.side)
while self.running and not self.game.game_over():
#play move
if self.side != self.human:
self.value = ai.evaluate(self.game, self.side)
self.root.title("Othello (Thinking of Move) Current Value: %0.2f (1 white wins, -1 black wins)" % self.value)
self.root.config(cursor="wait")
t = ai.pick_move(self.game, self.side)
self.game.play_move(t[0], t[1], self.side)
self.draw_board()
self.side *= -1
self.value = ai.evaluate(self.game, self.side)
else:
if len(self.game.possible_moves(self.side)) == 0:
self.side *= -1
continue
if self.side == -1:
color = "black"
else:
color = "white"
self.root.title("Othello (Play as %s) Current Value: %0.2f (1 white wins, -1 black wins)" % (color, self.value))
self.root.config(cursor="")
if self.update:
self.update = False
if (self.x, self.y) in self.game.possible_moves(self.side):
self.game.play_move(self.x, self.y, self.side)
self.draw_board()
self.side *= -1
time.sleep(0.01)
self.root.config(cursor="")
if self.human == self.game.get_winner():
self.root.title("Othello (You Win!)")
elif self.game.get_winner() == 0:
self.root.title("Othello (Its a draw!)")
else:
self.root.title("Othello (You Lose!)")
def start():
config = RankingConfig()
tf_util.update_memory(config.gpu_mem_fraction)
AIPlayer.create_if_nonexistant(config)
calc_ranking(config)
def start():
config = SelfPlayConfig()
tf_util.update_memory(config.gpu_mem_fraction)
util.set_low_process_priority()
AIPlayer.create_if_nonexistant(config)
run_games(config)