""" Task is to reverse content over the input tape. http://arxiv.org/abs/1511.07275 """ from gym.envs.algorithmic import algorithmic_env class ReverseEnv(algorithmic_env.TapeAlgorithmicEnv): MIN_REWARD_SHORTFALL_FOR_PROMOTION = -.1 def __init__(self, base=2): super(ReverseEnv, self).__init__(base=base, chars=True, starting_min_length=1) self.last = 50 def target_from_input_data(self, input_str): return list(reversed(input_str))