Files
Gymnasium/tests/wrappers/utils.py
2024-06-10 17:07:47 +01:00

95 lines
3.0 KiB
Python

"""Utility functions for testing the wrappers."""
from __future__ import annotations
import gymnasium as gym
from tests.spaces.utils import TESTING_SPACES, TESTING_SPACES_IDS
from tests.testing_env import GenericTestEnv
SEED = 42
ENV_ID = "CartPole-v1"
DISCRETE_ACTION = 0
NUM_ENVS = 3
NUM_STEPS = 20
def record_obs_reset(self: gym.Env, seed=None, options: dict = None):
"""Records and uses an observation passed through options."""
return options["obs"], {"obs": options["obs"]}
def record_random_obs_reset(self: gym.Env, seed=None, options=None):
"""Records random observation generated by the environment."""
obs = self.observation_space.sample()
return obs, {"obs": obs}
def record_action_step(self: gym.Env, action):
"""Records the actions passed to the environment."""
return 0, 0, False, False, {"action": action}
def record_random_obs_step(self: gym.Env, action):
"""Records the observation generated by the environment."""
obs = self.observation_space.sample()
return obs, 0, False, False, {"obs": obs}
def record_action_as_obs_step(self: gym.Env, action):
"""Uses the action as the observation."""
return action, 0, False, False, {"obs": action}
def record_action_as_record_step(self: gym.Env, action):
"""Uses the action as the reward."""
return 0, action, False, False, {"reward": action}
def check_obs(
env: gym.Env,
wrapped_env: gym.Wrapper,
transformed_obs,
original_obs,
strict: bool = True,
):
"""Checks that the original and transformed observations using the environment and wrapped environment.
Args:
env: The base environment
wrapped_env: The wrapped environment
transformed_obs: The transformed observation by the wrapped environment
original_obs: The original observation by the base environment.
strict: If to check that the observations aren't contained in the other environment.
"""
assert (
transformed_obs in wrapped_env.observation_space
), f"{transformed_obs}, {wrapped_env.observation_space}"
assert (
original_obs in env.observation_space
), f"{original_obs}, {env.observation_space}"
if strict:
assert (
transformed_obs not in env.observation_space
), f"{transformed_obs}, {env.observation_space}"
assert (
original_obs not in wrapped_env.observation_space
), f"{original_obs}, {wrapped_env.observation_space}"
TESTING_OBS_ENVS = [GenericTestEnv(observation_space=space) for space in TESTING_SPACES]
TESTING_OBS_ENVS_IDS = TESTING_SPACES_IDS
TESTING_ACTION_ENVS = [GenericTestEnv(action_space=space) for space in TESTING_SPACES]
TESTING_ACTION_ENVS_IDS = TESTING_SPACES_IDS
def has_wrapper(wrapped_env: gym.Env, wrapper_type: type[gym.Wrapper]) -> bool:
"""Checks if the wrapper type is within the wrapped environment stack."""
while isinstance(wrapped_env, gym.Wrapper):
if isinstance(wrapped_env, wrapper_type):
return True
wrapped_env = wrapped_env.env
return False