ray/rllib/tests/test_eager_support.py
Michael Luo 548df014ec SAC Performance Fixes (#6295)
* SAC Performance Fixes

* Small Changes

* Update sac_model.py

* fix normalize wrapper

* Update test_eager_support.py

Co-authored-by: Eric Liang <ekhliang@gmail.com>
2019-12-20 10:51:25 -08:00

71 lines
1.8 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
})
if __name__ == "__main__":
import pytest
import sys
sys.exit(pytest.main(["-v", __file__]))