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Gymnasium/gym/spaces/dict_space.py

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2017-09-05 08:49:43 -07:00
from gym import Space
from collections import OrderedDict
class Dict(Space):
"""
A dictionary of simpler spaces
Example usage:
self.observation_space = spaces.Dict({"position": spaces.Discrete(2), "velocity": spaces.Discrete(3)})
"""
def __init__(self, spaces):
if isinstance(spaces, dict):
spaces = OrderedDict(sorted(list(spaces.items())))
if isinstance(spaces, list):
spaces = OrderedDict(spaces)
2017-09-05 08:49:43 -07:00
self.spaces = spaces
def sample(self):
return OrderedDict([(k, space.sample()) for k, space in self.spaces.items()])
def contains(self, x):
if not isinstance(x, dict) or len(x) != len(self.spaces):
return False
for k, space in self.spaces.items():
if k not in x:
return False
if not space.contains(x[k]):
return False
return True
def __repr__(self):
return "Dict(" + ", ". join([k + ":" + str(s) for k, s in self.spaces.items()]) + ")"
def to_jsonable(self, sample_n):
# serialize as dict-repr of vectors
return {key: space.to_jsonable([sample[key] for sample in sample_n]) \
for key, space in self.spaces.items()}
def from_jsonable(self, sample_n):
dict_of_list = {}
for key, space in self.spaces.items():
dict_of_list[key] = space.from_jsonable(sample_n[key])
ret = []
for i, _ in enumerate(dict_of_list[key]):
entry = {}
for key, value in dict_of_list.items():
entry[key] = value[i]
ret.append(entry)
return ret