ray/rllib/tests/test_eager_support.py
Eric Liang a0dcb45dc3
[rllib] Fix APEX priorities returning zero all the time (#5980)
* fix

* move example tests to end

* level err

* guard against none

* no trace test

* ignore thumbs

* np

* fix multi node

* fix
2019-10-26 13:23:42 -07:00

76 lines
1.9 KiB
Python

import unittest
import ray
from ray import tune
from ray.rllib.agents.registry import get_agent_class
def check_support(alg, config, test_trace=True):
config["eager"] = True
if alg in ["APEX_DDPG", "TD3", "DDPG", "SAC"]:
config["env"] = "Pendulum-v0"
else:
config["env"] = "CartPole-v0"
a = get_agent_class(alg)
config["log_level"] = "ERROR"
config["eager_tracing"] = False
tune.run(a, config=config, stop={"training_iteration": 0})
if test_trace:
config["eager_tracing"] = True
tune.run(a, config=config, stop={"training_iteration": 0})
class TestEagerSupport(unittest.TestCase):
def setUp(self):
ray.init(num_cpus=4)
def tearDown(self):
ray.shutdown()
def testSimpleQ(self):
check_support("SimpleQ", {"num_workers": 0, "learning_starts": 0})
def testDQN(self):
check_support("DQN", {"num_workers": 0, "learning_starts": 0})
def testA2C(self):
check_support("A2C", {"num_workers": 0})
def testA3C(self):
# TODO(ekl) trace on is flaky
check_support("A3C", {"num_workers": 1}, test_trace=False)
def testPG(self):
check_support("PG", {"num_workers": 0})
def testPPO(self):
check_support("PPO", {"num_workers": 0})
def testAPPO(self):
check_support("APPO", {"num_workers": 1, "num_gpus": 0})
def testIMPALA(self):
check_support("IMPALA", {"num_workers": 1, "num_gpus": 0})
def testAPEX_DQN(self):
check_support(
"APEX", {
"num_workers": 2,
"learning_starts": 0,
"num_gpus": 0,
"min_iter_time_s": 1,
"timesteps_per_iteration": 100
})
def testSAC(self):
check_support("SAC", {
"num_workers": 0,
"learning_starts": 0,
"timesteps_per_iteration": 100
})
if __name__ == "__main__":
unittest.main(verbosity=2)