ray/rllib/utils/tests/test_errors.py

85 lines
2.7 KiB
Python

import unittest
import ray
import ray.rllib.agents.impala as impala
import ray.rllib.agents.pg as pg
from ray.rllib.utils.error import EnvError
from ray.rllib.utils.test_utils import framework_iterator
class TestErrors(unittest.TestCase):
"""Tests various failure-modes, making sure we produce meaningful errmsgs.
"""
@classmethod
def setUpClass(cls) -> None:
ray.init()
@classmethod
def tearDownClass(cls) -> None:
ray.shutdown()
def test_no_gpus_error(self):
"""Tests errors related to no-GPU/too-few GPUs/etc.
This test will only work ok on a CPU-only machine.
"""
config = impala.DEFAULT_CONFIG.copy()
env = "CartPole-v0"
for _ in framework_iterator(config):
self.assertRaisesRegex(
RuntimeError,
# (?s): "dot matches all" (also newlines).
"(?s)Found 0 GPUs on your machine.+To change the config",
lambda: impala.ImpalaTrainer(config=config, env=env),
)
def test_bad_envs(self):
"""Tests different "bad env" errors.
"""
config = pg.DEFAULT_CONFIG.copy()
config["num_workers"] = 0
# Non existing/non-registered gym env string.
env = "Alien-Attack-v42"
for _ in framework_iterator(config):
self.assertRaisesRegex(
EnvError,
f"The env string you provided \\('{env}'\\) is",
lambda: pg.PGTrainer(config=config, env=env),
)
# Malformed gym env string (must have v\d at end).
env = "Alien-Attack-part-42"
for _ in framework_iterator(config):
self.assertRaisesRegex(
EnvError,
f"The env string you provided \\('{env}'\\) is",
lambda: pg.PGTrainer(config=config, env=env),
)
# Non-existing class in a full-class-path.
env = "ray.rllib.examples.env.random_env.RandomEnvThatDoesntExist"
for _ in framework_iterator(config):
self.assertRaisesRegex(
EnvError,
f"The env string you provided \\('{env}'\\) is",
lambda: pg.PGTrainer(config=config, env=env),
)
# Non-existing module inside a full-class-path.
env = "ray.rllib.examples.env.module_that_doesnt_exist.SomeEnv"
for _ in framework_iterator(config):
self.assertRaisesRegex(
EnvError,
f"The env string you provided \\('{env}'\\) is",
lambda: pg.PGTrainer(config=config, env=env),
)
if __name__ == "__main__":
import pytest
import sys
sys.exit(pytest.main(["-v", __file__]))