MLB-2023-ChatML-Matchups / scripts /verify_dataset.py
clarkkitchen22's picture
Add MLB 2023 ChatML matchup dataset
07ddf7f verified
#!/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()