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Class VecTask

unihsi/env/tasks/vec_task.py:17–64  ·  view source on GitHub ↗

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15
16# VecEnv Wrapper for RL training
17class VecTask():
18 def __init__(self, task, rl_device, clip_observations=5.0, clip_actions=1.0):
19 self.task = task
20
21 self.num_environments = task.num_envs
22 self.num_agents = 1 # used for multi-agent environments
23 self.num_observations = task.num_obs
24 self.num_states = task.num_states
25 self.num_actions = task.num_actions
26
27 self.obs_space = spaces.Box(np.ones(self.num_obs) * -np.Inf, np.ones(self.num_obs) * np.Inf)
28 self.state_space = spaces.Box(np.ones(self.num_states) * -np.Inf, np.ones(self.num_states) * np.Inf)
29 self.act_space = spaces.Box(np.ones(self.num_actions) * -1., np.ones(self.num_actions) * 1.)
30
31 self.clip_obs = clip_observations
32 self.clip_actions = clip_actions
33 self.rl_device = rl_device
34
35 print("RL device: ", rl_device)
36
37 def step(self, actions):
38 raise NotImplementedError
39
40 def reset(self):
41 raise NotImplementedError
42
43 def get_number_of_agents(self):
44 return self.num_agents
45
46 @property
47 def observation_space(self):
48 return self.obs_space
49
50 @property
51 def action_space(self):
52 return self.act_space
53
54 @property
55 def num_envs(self):
56 return self.num_environments
57
58 @property
59 def num_acts(self):
60 return self.num_actions
61
62 @property
63 def num_obs(self):
64 return self.num_observations
65
66
67# C++ CPU Class

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