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InteractionImitation/scratch/etienne/intersimple/ppo_tspeed_random.py
2021-09-01 16:07:15 +02:00

32 lines
665 B
Python

# %%
from stable_baselines3 import PPO
from stable_baselines3.common.env_util import make_vec_env
from intersim.envs.intersimple import IntersimpleTargetSpeedRandom
model_name = "ppo_tspeed_random"
# %%
env = IntersimpleTargetSpeedRandom(target_speed=10)
# %%
model = PPO("MlpPolicy", env, verbose=1)
model.learn(total_timesteps=250000)
model.save(model_name)
print('Done training.')
del model # remove to demonstrate saving and loading
# %%
model = PPO.load(model_name)
obs = env.reset()
while True:
action, _states = model.predict(obs)
obs, rewards, done, info = env.step(action)
env.render(mode='post')
if done:
break
env.close()