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https://huggingface.co/datasets/rich7421/ray-data-gpu-idle-profiles/resolve/main/repro_flush.py
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2.57 kB
| """Minimal repro for ray#60904: nsys report missing when GPU actor is profiled. | |
| A/B on process_group_cleanup_enabled. Driver stays alive; actor exits explicitly. | |
| """ | |
| import argparse, glob, os, subprocess, sys, time | |
| import ray | |
| def main(): | |
| ap = argparse.ArgumentParser() | |
| ap.add_argument("--group-cleanup", choices=("on", "off"), default="on") | |
| ap.add_argument("--teardown", choices=("wait", "immediate"), default="wait") | |
| args = ap.parse_args() | |
| cfg = {} if args.group_cleanup == "on" else {"process_group_cleanup_enabled": False} | |
| ctx = ray.init(address="local", num_gpus=1, include_dashboard=False, | |
| _system_config=cfg, logging_level="ERROR") | |
| session = ctx.address_info["session_dir"] | |
| nsight = {"t": "cuda,nvtx", "sample": "none", "cpuctxsw": "none", | |
| "stop-on-exit": "true"} | |
| class GpuActor: | |
| def work(self): | |
| import torch | |
| x = torch.randn(2048, 2048, device="cuda") | |
| for _ in range(30): | |
| x = x @ x | |
| torch.cuda.synchronize() | |
| return os.getpid() | |
| def stop(self): | |
| ray.actor.exit_actor() | |
| a = GpuActor.remote() | |
| wpid = ray.get(a.work.remote()) | |
| # process tree snapshot while alive | |
| tree = subprocess.run(["ps", "-o", "pid,ppid,pgid,stat,args", "-p", str(wpid)], | |
| capture_output=True, text=True).stdout | |
| print(f"[{args.group_cleanup}] worker python PID={wpid}") | |
| print(tree.strip()) | |
| if args.teardown == "immediate": | |
| # Mirror workload's ds.materialize() -> ray.shutdown() with no wait. | |
| del a | |
| ray.shutdown() | |
| reps = glob.glob(f"{session}/logs/nsight/*.nsys-rep") | |
| ok = reps and os.path.getsize(reps[0]) > 0 | |
| print(f"[{args.group_cleanup}/immediate] RESULT: {'REP OK' if ok else 'NO REP'}") | |
| return | |
| try: | |
| ray.get(a.stop.remote()) | |
| except Exception: | |
| pass | |
| # driver stays alive; poll for the rep for up to 20s | |
| reps = [] | |
| for _ in range(20): | |
| time.sleep(1) | |
| reps = glob.glob(f"{session}/logs/nsight/*.nsys-rep") | |
| if reps and os.path.getsize(reps[0]) > 0: | |
| break | |
| if reps and os.path.getsize(reps[0]) > 0: | |
| print(f"[{args.group_cleanup}] RESULT: REP OK ({os.path.getsize(reps[0])//1024} KB)") | |
| else: | |
| print(f"[{args.group_cleanup}] RESULT: NO REP (nsight dir: {glob.glob(session+'/logs/nsight/*')})") | |
| ray.shutdown() | |
| if __name__ == "__main__": | |
| main() | |