Begin an episode of a game instance. We can play the game for a maximum of
            `max_episode_step` and after that, we are forced to restart

def begin_episode(self, max_episode_step=DEFAULT_MAX_EPISODE_STEP):
        """
            Begin an episode of a game instance. We can play the game for a maximum of
            `max_episode_step` and after that, we are forced to restart
        """
        if self.episode_step > self.max_episode_step or self.ale.game_over():
            self.start()
        else:
            for i in range(self.screen_buffer_length):
                self.ale.act(0)
                self.ale.getScreenGrayscale(self.screen_buffer[i % self.screen_buffer_length, :, :])
        self.max_episode_step = max_episode_step
        self.start_lives = self.ale.lives()
        self.episode_reward = 0
        self.episode_step = 0