add brax env
This commit is contained in:
45
problem/rl_env/brax_env.py
Normal file
45
problem/rl_env/brax_env.py
Normal file
@@ -0,0 +1,45 @@
|
||||
from dataclasses import dataclass
|
||||
from typing import Callable
|
||||
|
||||
import jax.numpy as jnp
|
||||
from brax import envs
|
||||
from core import State
|
||||
from .rl_jit import RLEnv, RLEnvConfig
|
||||
|
||||
|
||||
@dataclass(frozen=True)
|
||||
class BraxConfig(RLEnvConfig):
|
||||
env_name: str = "ant"
|
||||
backend: str = "generalized"
|
||||
|
||||
def __post_init__(self):
|
||||
# TODO: Check if env_name is registered
|
||||
# assert self.env_name in gymnax.registered_envs, f"Env {self.env_name} not registered"
|
||||
pass
|
||||
|
||||
|
||||
class BraxEnv(RLEnv):
|
||||
def __init__(self, config: BraxConfig = BraxConfig()):
|
||||
super().__init__(config)
|
||||
self.config = config
|
||||
self.env = envs.create(env_name=config.env_name, backend=config.backend)
|
||||
|
||||
def env_step(self, randkey, env_state, action):
|
||||
state = self.env.step(env_state, action)
|
||||
return state.obs, state, state.reward, state.done.astype(jnp.bool_), state.info
|
||||
|
||||
def env_reset(self, randkey):
|
||||
init_state = self.env.reset(randkey)
|
||||
return init_state.obs, init_state
|
||||
|
||||
@property
|
||||
def input_shape(self):
|
||||
return (self.env.observation_size, )
|
||||
|
||||
@property
|
||||
def output_shape(self):
|
||||
return (self.env.action_size, )
|
||||
|
||||
def show(self, randkey, state: State, act_func: Callable, params):
|
||||
# TODO
|
||||
raise NotImplementedError("im busy! to de done!")
|
||||
Reference in New Issue
Block a user