def start(self):
'''
Start a game for AI model
'''
n_mcts = 1000
if self.verbose:
starttime = time.time()
print("Self-playing...", end="")
gameengine = GameEngine(Nx=self.Nx,
Ny=self.Ny,
player=self.player,
timeperiod=0.5,
is_selfplay=True)
gameengine.start()
while gameengine.update():
pass
if self.verbose:
endtime = time.time()
print("End: Run Time {0:.2f}s".format(endtime - starttime))
data = gameengine.get_data()
data = self.__geometry_operators(data)
return data
def evaluate(self, n_playout):
'''
Evaluate AI model
'''
player = EvaluationPlayer(ai=self.ai)
if self.verbose:
starttime = time.time()
print("Evaluating...", end="")
scores = list()
for i in range(n_playout):
gameengine = GameEngine(Nx=self.Nx,
Ny=self.Ny,
player=player,
timeperiod=0.5,
is_selfplay=False)
gameengine.start()
while gameengine.update():
pass
score = gameengine.get_score()
scores.append(score)
score = np.mean(scores)
if self.verbose:
endtime = time.time()
print("End: Run Time {0:.2f}s".format(endtime - starttime))
return score