FIKS_Entwicklungsumgebung/reload_agent.py
steffen-illium 5668f5cb82 frame stack
2021-06-04 12:04:24 +02:00

35 lines
1016 B
Python

import pickle
import warnings
from pathlib import Path
from natsort import natsorted
from stable_baselines3 import PPO
from stable_baselines3.common.evaluation import evaluate_policy
from environments.factory.simple_factory import DirtProperties, SimpleFactory
warnings.filterwarnings('ignore', category=FutureWarning)
warnings.filterwarnings('ignore', category=UserWarning)
if __name__ == '__main__':
model_name = 'A2C_1622650432'
run_id = 0
out_path = Path(__file__).parent / 'debug_out'
model_path = out_path / model_name
with (model_path / f'env_{model_name}.pick').open('rb') as f:
env_kwargs = pickle.load(f)
env = SimpleFactory( **env_kwargs)
# Edit THIS:
model_files = list(natsorted((model_path / f'{run_id}_{model_name}').rglob('*.zip')))
this_model = model_files[0]
model = PPO.load(this_model)
evaluation_result = evaluate_policy(model, env, n_eval_episodes=100, deterministic=False, render=True)
print(evaluation_result)
env.close()