Source code for tests.environment_wrappers.test_domain_randomization

# Copyright (c) 2020, Fabio Muratore, Honda Research Institute Europe GmbH, and
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import pytest

from pyrado.domain_randomization.default_randomizers import create_default_randomizer
from pyrado.environment_wrappers.domain_randomization import DomainRandWrapperBuffer, DomainRandWrapperLive
from pyrado.environments.sim_base import SimEnv


[docs]@pytest.mark.wrapper @pytest.mark.parametrize( "env", [ "default_bob", "default_qbb", ], indirect=True, ) def test_dr_wrapper_live_bob(env): param_init = env.domain_param randomizer = create_default_randomizer(env) wrapper = DomainRandWrapperLive(env, randomizer) # So far no randomization happened, thus the parameter should be equal assert env.domain_param == param_init # Randomize 10 times 1 new parameter set for _ in range(10): param_old = wrapper.domain_param wrapper.reset() assert param_old != wrapper.domain_param
[docs]@pytest.mark.wrapper @pytest.mark.parametrize( "env", [ "default_bob", "default_qbb", ], indirect=True, ) @pytest.mark.parametrize("selection", ["cyclic", "random"]) def test_dr_wrapper_buffer_bob(env: SimEnv, selection: str): param_init = env.domain_param randomizer = create_default_randomizer(env) wrapper = DomainRandWrapperBuffer(env, randomizer, selection) # So far no randomization happened, thus the parameter should be equal assert env.domain_param == param_init assert wrapper._buffer is None # Randomize 5 times 5 new parameter sets for _ in range(5): wrapper.fill_buffer(10) for i in range(10): param_old = wrapper.domain_param if selection == "cyclic": assert wrapper._ring_idx == i else: assert 0 <= wrapper._ring_idx < len(wrapper.buffer) wrapper.reset() if selection == "cyclic": assert param_old != wrapper.domain_param