import ray ray.init(address='auto') @ray.remote(num_cpus=0.01) def check_gpu(): import subprocess, socket hostname = socket.gethostname() result = subprocess.run( "nvidia-smi --query-gpu=memory.used,memory.total --format=csv,noheader", shell=True, capture_output=True, text=True ) return f"{hostname}:\n{result.stdout}" nodes = [n for n in ray.nodes() if n['Alive']] futures = [check_gpu.remote() for _ in range(len(nodes) * 2)] for r in set(ray.get(futures)): print(r)