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Download scripts/check_testset.py from YukiKaze1337/cn-sqlite-sft: direct link, hf CLI and curl.
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https://huggingface.co/datasets/YukiKaze1337/cn-sqlite-sft/resolve/main/scripts/check_testset.py
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5.26 kB
| """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() | |