#!/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, default_end_date, default_start_date, 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=None, ) parser.add_argument("--season", type=int, default=2025) parser.add_argument("--start-date", default=None) parser.add_argument("--end-date", default=None) 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() parquet_path = args.parquet or Path( f"data/processed/mlb_{args.season}_chatml_matchups.parquet" ) if not parquet_path.exists(): raise SystemExit(f"missing parquet file: {parquet_path}") table = pq.read_table(parquet_path) rows = table.to_pylist() client = MlbApiClient(cache_dir=args.cache_dir, max_rps=args.max_rps) start_date = args.start_date or default_start_date(args.season) end_date = args.end_date or default_end_date(args.season) games = load_schedule(client, args.season, start_date, end_date) 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} seasons = {row["season"] 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, "season_matches": seasons == {args.season}, "chatml_roles_valid": not bad_messages, "pitching_fields_present": not missing_pitching, } print( json.dumps( { "parquet": str(parquet_path), "season": args.season, "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()