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app.py
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import cv2
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import streamlit as st
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import time
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from huggingface_sb3 import load_from_hub
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from stable_baselines3 import PPO
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from stable_baselines3.common.env_util import make_atari_env
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from stable_baselines3.common.vec_env import VecFrameStack
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from stable_baselines3.common.env_util import make_atari_env
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st.title("Atari Environments Live Model")
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# @st.cache This is not cachable :(
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def load_env(env_name):
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env = make_atari_env(env_name, n_envs=1)
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env = VecFrameStack(env, n_stack=4)
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return env
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# @st.cache This is not cachable :(
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def load_model(env_name):
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custom_objects = {
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"learning_rate": 0.0,
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"lr_schedule": lambda _: 0.0,
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"clip_range": lambda _: 0.0,
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}
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checkpoint = load_from_hub(
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f"ThomasSimonini/ppo-{env_name}",
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f"ppo-{env_name}.zip",
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)
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model = PPO.load(checkpoint, custom_objects=custom_objects)
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return model
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env_name = st.selectbox(
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"Select environment",
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(
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"SpaceInvadersNoFrameskip-v4",
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"PongNoFrameskip-v4",
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"SeaquestNoFrameskip-v4",
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"QbertNoFrameskip-v4",
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),
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)
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num_episodes = st.slider("Number of Episodes", 1, 20, 5)
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env = load_env(env_name)
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model = load_model(env_name)
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obs = env.reset()
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with st.empty():
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for i in range(num_episodes):
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obs = env.reset()
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done = False
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while not done:
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frame = env.render(mode="rgb_array")
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im = st.image(frame, width=400)
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action, _states = model.predict(obs)
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obs, reward, done, info = env.step([action])
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time.sleep(0.1)
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