#!/usr/bin/env python3 from __future__ import annotations import argparse import json from pathlib import Path import pyarrow.parquet as pq from build_dataset import MlbApiClient, load_schedule def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser(description="Verify the generated MLB ChatML parquet dataset.") parser.add_argument( "--parquet", type=Path, default=Path("data/processed/mlb_2025_chatml_matchups.parquet"), ) parser.add_argument("--cache-dir", type=Path, default=Path(".cache/mlb_api")) parser.add_argument("--max-rps", type=float, default=4.0) return parser.parse_args() def main() -> None: args = parse_args() if not args.parquet.exists(): raise SystemExit(f"missing parquet file: {args.parquet}") table = pq.read_table(args.parquet) rows = table.to_pylist() client = MlbApiClient(cache_dir=args.cache_dir, max_rps=args.max_rps) games = load_schedule(client, "2025-03-01", "2025-11-30") expected_rows = len(games) * 2 row_ids = [row["row_id"] for row in rows] game_pks = {row["game_pk"] for row in rows} team_ids = {row["team_id"] for row in rows} bad_messages = [ row["row_id"] for row in rows if [message["role"] for message in row["messages"]] != ["system", "user", "assistant"] ] missing_pitching = [ row["row_id"] for row in rows if not json.loads(row["team_game_pitching_json"]) or not json.loads(row["team_season_pitching_json"]) or not json.loads(row["opponent_game_pitching_json"]) ] checks = { "rows_match_schedule_x2": len(rows) == expected_rows, "unique_row_ids": len(row_ids) == len(set(row_ids)), "all_games_present": len(game_pks) == len(games), "all_30_teams_present": len(team_ids) == 30, "chatml_roles_valid": not bad_messages, "pitching_fields_present": not missing_pitching, } print( json.dumps( { "parquet": str(args.parquet), "rows": len(rows), "expected_rows": expected_rows, "games": len(games), "teams": len(team_ids), "checks": checks, "api_metrics": client.metrics.__dict__, }, indent=2, sort_keys=True, ) ) failed = [name for name, passed in checks.items() if not passed] if failed: raise SystemExit(f"verification failed: {failed}") if __name__ == "__main__": main()