Files
Gymnasium/tests/experimental/wrappers/test_rescale_observation.py
2022-12-10 22:04:14 +00:00

56 lines
1.8 KiB
Python

"""Test suite for RescaleObservationV0."""
import numpy as np
from gymnasium.experimental.wrappers import RescaleObservationV0
from gymnasium.spaces import Box
from tests.experimental.wrappers.utils import (
check_obs,
record_action_as_obs_step,
record_obs_reset,
)
from tests.testing_env import GenericTestEnv
def test_rescale_observation():
"""Test the ``RescaleObservation`` wrapper."""
env = GenericTestEnv(
observation_space=Box(
np.array([0, 1], dtype=np.float32), np.array([1, 3], dtype=np.float32)
),
reset_func=record_obs_reset,
step_func=record_action_as_obs_step,
)
wrapped_env = RescaleObservationV0(
env,
min_obs=np.array([-5, 0], dtype=np.float32),
max_obs=np.array([5, 1], dtype=np.float32),
)
assert wrapped_env.observation_space == Box(
np.array([-5, 0], dtype=np.float32), np.array([5, 1], dtype=np.float32)
)
for sample_obs, expected_obs in (
(
np.array([0.5, 2.0], dtype=np.float32),
np.array([0.0, 0.5], dtype=np.float32),
),
(
np.array([0.0, 1.0], dtype=np.float32),
np.array([-5.0, 0.0], dtype=np.float32),
),
(
np.array([1.0, 3.0], dtype=np.float32),
np.array([5.0, 1.0], dtype=np.float32),
),
):
assert sample_obs in env.observation_space
assert expected_obs in wrapped_env.observation_space
obs, info = wrapped_env.reset(options={"obs": sample_obs})
assert np.all(obs == expected_obs)
check_obs(env, wrapped_env, obs, info["obs"], strict=False)
obs, _, _, _, info = wrapped_env.step(sample_obs)
assert np.all(obs == expected_obs)
check_obs(env, wrapped_env, obs, info["obs"], strict=False)