stable-baselines3/stable_baselines3/common/vec_env/__init__.py
2020-05-08 15:10:46 +02:00

48 lines
1.8 KiB
Python

# flake8: noqa F401
import typing
from typing import Optional, Union
from copy import deepcopy
from stable_baselines3.common.vec_env.base_vec_env import (AlreadySteppingError, NotSteppingError,
VecEnv, VecEnvWrapper, CloudpickleWrapper)
from stable_baselines3.common.vec_env.dummy_vec_env import DummyVecEnv
from stable_baselines3.common.vec_env.subproc_vec_env import SubprocVecEnv
from stable_baselines3.common.vec_env.vec_frame_stack import VecFrameStack
from stable_baselines3.common.vec_env.vec_normalize import VecNormalize
from stable_baselines3.common.vec_env.vec_transpose import VecTransposeImage
from stable_baselines3.common.vec_env.vec_video_recorder import VecVideoRecorder
from stable_baselines3.common.vec_env.vec_check_nan import VecCheckNan
# Avoid circular import
if typing.TYPE_CHECKING:
from stable_baselines3.common.type_aliases import GymEnv
def unwrap_vec_normalize(env: Union['GymEnv', VecEnv]) -> Optional[VecNormalize]:
"""
:param env: (gym.Env)
:return: (VecNormalize)
"""
env_tmp = env
while isinstance(env_tmp, VecEnvWrapper):
if isinstance(env_tmp, VecNormalize):
return env_tmp
env_tmp = env_tmp.venv
return None
# Define here to avoid circular import
def sync_envs_normalization(env: 'GymEnv', eval_env: 'GymEnv') -> None:
"""
Sync eval env and train env when using VecNormalize
:param env: (GymEnv)
:param eval_env: (GymEnv)
"""
env_tmp, eval_env_tmp = env, eval_env
while isinstance(env_tmp, VecEnvWrapper):
if isinstance(env_tmp, VecNormalize):
eval_env_tmp.obs_rms = deepcopy(env_tmp.obs_rms)
eval_env_tmp.ret_rms = deepcopy(env_tmp.ret_rms)
env_tmp = env_tmp.venv
eval_env_tmp = eval_env_tmp.venv