from __future__ import annotations import argparse import json from pathlib import Path from datasets import load_dataset def main() -> None: parser = argparse.ArgumentParser( description="Score RoutingBench Track A predictions." ) parser.add_argument("predictions", type=Path) parser.add_argument("--split", choices=("development", "validation", "test")) parser.add_argument("--revision", default=None) args = parser.parse_args() rows = load_dataset( "TrangBui/RoutingBench-V2", "decision", split=args.split, revision=args.revision, ) gold = {row["decision_id"]: set(row["admissible_actions"]) for row in rows} predictions = {} with args.predictions.open("r", encoding="utf-8") as handle: for line in handle: item = json.loads(line) predictions[str(item["decision_id"])] = str(item["selected_action"]) missing = sorted(set(gold) - set(predictions)) unknown = sorted(set(predictions) - set(gold)) if missing or unknown: raise SystemExit( f"Prediction IDs mismatch: missing={len(missing)}, unknown={len(unknown)}" ) correct = sum(predictions[key] in actions for key, actions in gold.items()) print( json.dumps( { "split": args.split, "count": len(gold), "admissible_next_action_accuracy": correct / len(gold), }, indent=2, ) ) if __name__ == "__main__": main()