from __future__ import annotations import argparse import csv from collections import Counter from pathlib import Path EXPECTED_COLUMNS = [ "id", "input_text", "normalized_text", "task_type", "style", "domain", "source", "license", "split", ] EXPECTED_SPLITS = { "data/train.csv": "train", "data/test.csv": "test", } def read_rows(path: Path) -> tuple[list[str], list[dict[str, str]]]: with path.open("r", encoding="utf-8", newline="") as handle: reader = csv.DictReader(handle) return list(reader.fieldnames or []), list(reader) def validate_file(path: Path, expected_split: str | None) -> list[str]: errors: list[str] = [] fieldnames, rows = read_rows(path) if fieldnames != EXPECTED_COLUMNS: errors.append(f"{path}: unexpected columns: {fieldnames}") if not rows: errors.append(f"{path}: file has no rows") seen_ids: set[str] = set() for index, row in enumerate(rows, start=2): row_id = row.get("id", "") if not row_id: errors.append(f"{path}:{index}: missing id") elif row_id in seen_ids: errors.append(f"{path}:{index}: duplicate id {row_id}") seen_ids.add(row_id) for column in EXPECTED_COLUMNS: if not row.get(column): errors.append(f"{path}:{index}: missing value in {column}") if expected_split and row.get("split") != expected_split: errors.append(f"{path}:{index}: expected split {expected_split}, got {row.get('split')}") if row.get("input_text", "").strip() == row.get("normalized_text", "").strip(): errors.append(f"{path}:{index}: input_text equals normalized_text") return errors def print_summary(path: Path) -> None: _, rows = read_rows(path) print(f"{path}: {len(rows):,} rows") for column in ("task_type", "style", "domain", "source"): counts = Counter(row[column] for row in rows) formatted = ", ".join(f"{key}={value}" for key, value in sorted(counts.items())) print(f" {column}: {formatted}") def main() -> int: parser = argparse.ArgumentParser(description="Validate Turkish Chat Normalization Mini CSV files.") parser.add_argument("paths", nargs="*", type=Path, default=[Path("data/train.csv"), Path("data/test.csv")]) args = parser.parse_args() all_errors: list[str] = [] for path in args.paths: expected_split = EXPECTED_SPLITS.get(path.as_posix().replace("\\", "/")) all_errors.extend(validate_file(path, expected_split)) print_summary(path) if all_errors: print("\nValidation failed:") for error in all_errors[:50]: print(f" {error}") if len(all_errors) > 50: print(f" ... {len(all_errors) - 50} more") return 1 print("\nValidation passed.") return 0 if __name__ == "__main__": raise SystemExit(main())