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74 changes: 74 additions & 0 deletions tests/test_examples/test_train_atari.py
Original file line number Diff line number Diff line change
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""""""

import os
import sys

import numpy as np
import pytest

from openrl.configs.config import create_config_parser
from openrl.envs.common import make
from openrl.envs.wrappers.atari_wrappers import (
ClipRewardEnv,
FireResetEnv,
NoopResetEnv,
WarpFrame,
)
from openrl.envs.wrappers.image_wrappers import TransposeImage
from openrl.envs.wrappers.monitor import Monitor
from openrl.modules.common import PPONet as Net
from openrl.runners.common import PPOAgent as Agent

env_wrappers = [
Monitor,
NoopResetEnv,
FireResetEnv,
WarpFrame,
ClipRewardEnv,
TransposeImage,
]


@pytest.fixture(
scope="module",
params=[
"--episode_length 5 --use_recurrent_policy false --vec_info_class.id"
" EPS_RewardInfo --use_valuenorm true --use_adv_normalize true"
" --use_share_model True --entropy_coef 0.01"
],
)
def config(request):
cfg_parser = create_config_parser()
cfg = cfg_parser.parse_args(request.param.split())
return cfg


@pytest.mark.unittest
def test_train_atari(config):
env_num = 2
env = make(
"ALE/Pong-v5",
env_num=env_num,
cfg=config,
asynchronous=True,
env_wrappers=env_wrappers,
)
net = Net(env, cfg=config)
agent = Agent(net)
agent.train(total_time_steps=30)
agent.save("./ppo_agent/")
agent.load("./ppo_agent/")
agent.set_env(env)
obs, info = env.reset(seed=0)
step = 0
while step < 5:
action, _ = agent.act(obs, deterministic=True)
obs, r, done, info = env.step(action)
if np.any(done):
break
step += 1
env.close()


if __name__ == "__main__":
sys.exit(pytest.main(["-sv", os.path.basename(__file__)]))