"""体检测试集:标准 SQL 能不能跑、结果是不是空的、有没有并列导致的结果不唯一、有没有重复题。 python scripts/check_testset.py data/test_hard.jsonl 加题之后跑一遍,全部 OK 再用。查的东西: - 报错:标准 SQL 在现生成的 5 份数据上跑不通 - 空结果:一半以上的数据上结果为空 / 全是 0 或 NULL,这种题分不出对错 - 并列:ORDER BY 碰上并列值时结果不唯一(LIMIT 截到一半、排序比顺序、ROW_NUMBER 取第一), 写对的 SQL 也可能被判错。查法:给最外层 ORDER BY 和 ROW_NUMBER/NTILE/LAG/LEAD 的 ORDER BY 末尾加一个 random() 再跑几遍,结果会变就是有并列;另外把扫描顺序反过来(没 ORDER BY 的 LIMIT)。 题目里要说清楚并列怎么处理 - 重复:问题或 SQL 和别的题一样 """ import argparse import json import re import sys from collections import Counter from pathlib import Path from eval import load_dbs, ordered_by, rows_of, same_result from seed_suite import make_suite def trivial(rows) -> bool: return not rows or all(all(v in (None, 0) for v in r) for r in rows) def depths(sql: str) -> list[int]: """每个字符所在的括号深度,字符串字面量里的括号不算。""" out, depth, quoted = [], 0, False for ch in sql: if ch == "'": quoted = not quoted elif not quoted and ch == "(": depth += 1 elif not quoted and ch == ")": depth -= 1 out.append(depth) return out def random_tiebreak(sql: str) -> str: """在会受并列影响的 ORDER BY 末尾加 random()。""" # 窗口函数:RANK/DENSE_RANK/SUM OVER 对并列本来就有定义,只动这几个 for m in reversed(list(re.finditer(r"(?i)\b(row_number|ntile|lag|lead)\s*\([^)]*\)\s*over\s*\(", sql))): d = depths(sql) start = m.end() # OVER ( 之后 end = next(i for i in range(start, len(sql)) if sql[i] == ")" and d[i] == d[start - 1] - 1) body = sql[start:end] body += ", random()" if re.search(r"(?i)\border\s+by\b", body) else " ORDER BY random()" sql = sql[:start] + body + sql[end:] d = depths(sql) tops = [m for m in re.finditer(r"(?i)\border\s+by\b", sql) if d[m.start()] == 0] if tops: lim = [m for m in re.finditer(r"(?i)\blimit\b", sql) if d[m.start()] == 0 and m.start() > tops[-1].start()] cut = lim[0].start() if lim else len(sql.rstrip().rstrip(";")) sql = sql[:cut].rstrip() + ", random() " + sql[cut:] return sql def check(items: list[dict], suite: int = 5) -> tuple[list[str], list[str]]: """返回 (问题, 提示)。问题:报错、空结果、并列、重复问题;提示:同一条 SQL 换个问法出现多次。""" suites = {db: make_suite(db, [it["sql"] for it in items if it["db"] == db], suite) for db in {it["db"] for it in items}} problems, notes = [], [] for n, it in enumerate(items, 1): _, conns = load_dbs(it["db"], suites[it["db"]]) _, flipped = load_dbs(it["db"], suites[it["db"]]) for c in flipped: c.execute("PRAGMA reverse_unordered_selects = ON") issues = [] try: res = [rows_of(c, it["sql"]) for c in conns] res_flipped = [rows_of(c, it["sql"]) for c in flipped] shaken = random_tiebreak(it["sql"]) res_shaken = [[rows_of(c, shaken) for c in conns] for _ in range(3)] except Exception as exc: # noqa: BLE001 issues.append(f"报错:{exc}") else: empty = sum(trivial(r) for r in res) if empty * 2 > len(res): issues.append(f"空结果:{empty}/{len(res)} 份数据上为空或全 0") ordered = ordered_by(it["sql"]) if not all(same_result(a, b, ordered) for a, b in zip(res, res_flipped)) or not all( same_result(a, b, ordered) for run in res_shaken for a, b in zip(res, run)): issues.append("并列:并列值的先后一变结果就变,题目要说清楚并列怎么处理") if issues: problems.append(f"#{n} {it['question']}\n " + "\n ".join(issues)) norm = Counter(re.sub(r"\s+", " ", it["sql"].strip().lower()) for it in items) qs = Counter(it["question"].strip() for it in items) # 同一条 SQL 换个问法,算测改写的鲁棒性,只提醒不算问题 notes += [f"提示:同一条 SQL 出现多次(换了问法):{s[:100]}" for s, v in norm.items() if v > 1] problems += [f"重复问题:{q}" for q, v in qs.items() if v > 1] return problems, notes def main() -> None: ap = argparse.ArgumentParser() ap.add_argument("data") ap.add_argument("--suite", type=int, default=5) args = ap.parse_args() items = [json.loads(l) for l in Path(args.data).read_text(encoding="utf-8").splitlines() if l.strip()] problems, notes = check(items, args.suite) for line in problems + notes: print(line) print(f"\n{len(items)} 题,{len(problems)} 个问题" if problems else f"\n{len(items)} 题,全部 OK") sys.exit(1 if problems else 0) if __name__ == "__main__": main()