Support gym robotics

This commit is contained in:
Shangtong Zhang
2018-04-24 21:49:25 -06:00
parent 92f0366175
commit f2db4e8819
+27
View File
@@ -157,6 +157,33 @@ class DMControl(BasicTask):
mkdir(log_dir)
self.env = Monitor(self.env, '%s/%s' % (log_dir, uuid.uuid1()))
class GymRobotics(BasicTask):
def __init__(self, name, log_dir=None):
BasicTask.__init__(self)
self.name = name
self.env = gym.make(name)
self.action_dim = self.env.action_space.shape[0]
self.state_dim = len(self.flatten_state(self.env.reset()))
if log_dir is not None:
mkdir(log_dir)
self.env = Monitor(self.env, '%s/%s' % (log_dir, uuid.uuid1()))
def flatten_state(self, state):
flat = []
for key, value in state.items():
flat.append(state[key])
flat = np.concatenate(flat, axis=0)
return flat
def reset(self):
return self.flatten_state(self.env.reset())
def step(self, action):
next_state, reward, done, _ = self.env.step(action)
return self.flatten_state(next_state), reward, done, _
def sub_task(parent_pipe, pipe, task_fn, rank, log_dir):
np.random.seed()
seed = np.random.randint(0, sys.maxsize)