from gym import Space class Tuple(Space): """ A tuple (i.e., product) of simpler spaces Example usage: self.observation_space = spaces.Tuple((spaces.Discrete(2), spaces.Discrete(3))) """ def __init__(self, spaces): self.spaces = spaces Space.__init__(self, None, None) def sample(self): return tuple([space.sample() for space in self.spaces]) def contains(self, x): if isinstance(x, list): x = tuple(x) # Promote list to tuple for contains check return isinstance(x, tuple) and len(x) == len(self.spaces) and all( space.contains(part) for (space,part) in zip(self.spaces,x)) def __repr__(self): return "Tuple(" + ", ". join([str(s) for s in self.spaces]) + ")" def to_jsonable(self, sample_n): # serialize as list-repr of tuple of vectors return [space.to_jsonable([sample[i] for sample in sample_n]) \ for i, space in enumerate(self.spaces)] def from_jsonable(self, sample_n): return [sample for sample in zip(*[space.from_jsonable(sample_n[i]) for i, space in enumerate(self.spaces)])]