"""Replay example actions over /ws and assert every episode ends done=True with reward 0.5. Usage: python replay.py ws://127.0.0.1:8000/ws [log.json] """ import asyncio import json import sys from datetime import datetime, timezone import websockets TASK_IDS = ["null"] ACTIONS = [ {"answer": "done"}, # example action (submission example_actions[0]) {}, # empty object {"answer": "42", "tool": "calc", "x": 1}, # stray keys a policy may emit {"answer": 0}, # non-string answer {"answer": None}, # null answer ] # Replies that fail the schema never reach step(): the arena ends the episode and # scores it through finish_action (guide, "How the model sees your environment"). REWARD = 0.5 async def episode(url, task_id, action): async with websockets.connect(url) as ws: await ws.send(json.dumps({"type": "reset", "data": {"task_id": task_id}})) reset = json.loads(await ws.recv()) await ws.send(json.dumps({"type": "step", "data": action})) step = json.loads(await ws.recv()) await ws.send(json.dumps({"type": "close"})) return {"task_id": task_id, "action": action, "reset": reset, "step": step} async def main(url, log_path): results = [] for task_id in TASK_IDS: for action in ACTIONS: r = await episode(url, task_id, action) data = r["step"].get("data", {}) r["ok"] = (r["reset"].get("type") == "observation" and r["step"].get("type") == "observation" and data.get("done") is True and data.get("reward") == REWARD) results.append(r) print(("OK " if r["ok"] else "FAIL"), task_id, json.dumps(action), "->", json.dumps(data)) # One GRPO group: 5 rollouts of the same task in parallel sessions. group = await asyncio.gather(*(episode(url, TASK_IDS[0], ACTIONS[0]) for _ in range(5))) rewards = [g["step"].get("data", {}).get("reward") for g in group] group_ok = all(g["step"].get("data", {}).get("done") is True for g in group) and rewards == [REWARD] * 5 print(("OK " if group_ok else "FAIL"), "concurrent group of 5 rewards", rewards) results.append({"task_id": TASK_IDS[0], "concurrent_group_rewards": rewards, "ok": group_ok}) log = {"url": url, "at_utc": datetime.now(timezone.utc).isoformat(timespec="seconds"), "episodes": results, "all_ok": all(r["ok"] for r in results)} if log_path: with open(log_path, "w") as f: json.dump(log, f, indent=1) f.write("\n") return 0 if log["all_ok"] else 1 if __name__ == "__main__": sys.exit(asyncio.run(main(sys.argv[1], sys.argv[2] if len(sys.argv) > 2 else None)))