import gym import numpy as np class MultiBinary(gym.Space): def __init__(self, n): self.n = n gym.Space.__init__(self, (self.n,), np.int8) def sample(self): return gym.spaces.np_random.randint(low=0, high=2, size=self.n).astype(self.dtype) def contains(self, x): return ((x==0) | (x==1)).all() def to_jsonable(self, sample_n): return np.array(sample_n).tolist() def from_jsonable(self, sample_n): return [np.asarray(sample) for sample in sample_n] def __repr__(self): return "MultiBinary({})".format(self.n) def __eq__(self, other): return self.n == other.n