class Play():
def __init__(self):
self.window = pygame.display.set_mode((270, 270))
self.game = Game(270, 270, 9, self.window, 0, 0)
self.model = self.load_model()
def load_model(self):
try:
f = torch.load("best.pth")
except:
f = None
return f
def run(self):
clock = pygame.time.Clock()
while True:
pygame.time.delay(50)
clock.tick(10)
self.window.fill((0, 0, 0))
self.game.game_loop(train=False, model=self.model)
pygame.display.update()
class Play():
def __init__(self):
self.window = pygame.display.set_mode((270, 270))
self.game = Game(270, 270, 9, self.window, 0, 0)
self.model = self.load_model()
def load_model(self):
try:
f = torch.load("best.pth")
except:
f = None
return f
def get_average(self, arr):
s = 0.0
for a in arr:
s += a
return s / len(arr)
def run(self):
clock = pygame.time.Clock()
cicles = 0
inf_loops = 0
prev = 0
while True:
pygame.time.delay(1)
clock.tick(1000000)
self.window.fill((0, 0, 0))
self.game.game_loop(train=False, model=self.model)
if self.game.reward == 0:
cicles += 1
inf_loops = 0
if inf_loops == 300 and prev == self.game.points:
self.game.restart()
cicles += 1
inf_loops = 0
if prev < self.game.points:
prev = self.game.points
inf_loops += 1
if cicles == 1000:
print(
f'Max: {max(self.game.points_ls)}, Average: {self.get_average(self.game.points_ls)}'
)
exit()
pygame.display.update()
class Play():
def __init__(self):
self.window = pygame.display.set_mode((270, 270))
self.game = Game(270, 270, 9, self.window, 0, 0)
self.model = self.load_model()
self.cnt = 0
if self.model != None:
self.game.agent.update_model(self.model)
self.game.agent.update_tgt(self.model)
def save_model(self):
print("Saving model")
torch.save(self.game.agent.tgt, "best.pth")
def load_model(self):
try:
f = torch.load("best.pth")
except:
f = None
return f
def run(self):
clock = pygame.time.Clock()
while True:
pygame.time.delay(1)
clock.tick(1000000)
self.window.fill((0, 0, 0))
self.game.game_loop(train=True)
if self.game.agent.tgt_updated:
self.cnt += 1
print(self.cnt, " Target model updated:",
self.game.get_average_reward())
self.game.agent.tgt_updated = False
self.save_model()
if self.cnt == 500:
exit()
pygame.display.update()