from __future__ import annotations import argparse import ast import hashlib import json import random import subprocess import sys import tempfile from collections import Counter from pathlib import Path import pyarrow.parquet as pq from .families import FAMILIES from .generate import GENERATOR_VERSION, VERIFIER_VERSION, _typed def sha256_file(path: Path) -> str: result = hashlib.sha256() with path.open("rb") as handle: for chunk in iter(lambda: handle.read(8 * 1024 * 1024), b""): result.update(chunk) return result.hexdigest() def execute_reference(code: str, cases: list[dict], timeout: int = 3) -> None: with tempfile.TemporaryDirectory(prefix="oellm-code-qa-") as directory: solution = Path(directory) / "solution.py" solution.write_text(code) for case in cases: result = subprocess.run( [sys.executable, "-I", str(solution)], input=case["input"], text=True, capture_output=True, timeout=timeout, check=False, ) if result.returncode != 0 or result.stdout.strip() != case["output"].strip(): raise ValueError(f"reference execution failed: rc={result.returncode} stdout={result.stdout!r} stderr={result.stderr!r}") def validate(root: Path, full: bool = False, execute_modulus: int = 0) -> dict: manifest = json.loads((root / "manifest.json").read_text()) errors: list[str] = [] counts, families, difficulties = Counter(), Counter(), Counter() seen_ids, seen_prompts = set(), set() regenerated = executed = 0 sample_modulus = 1 if full else 97 for split, info in manifest["files"].items(): path = root / info["path"] if not path.exists(): errors.append(f"missing file {path}") continue if sha256_file(path) != info["sha256"]: errors.append(f"checksum mismatch {path}") parquet = pq.ParquetFile(path) counts[split] = parquet.metadata.num_rows for batch in parquet.iter_batches(batch_size=2_000): for row in batch.to_pylist(): row_id = row["id"] if row_id in seen_ids: errors.append(f"duplicate id {row_id}") seen_ids.add(row_id) if row["prompt_sha256"] in seen_prompts: errors.append(f"duplicate prompt {row_id}") seen_prompts.add(row["prompt_sha256"]) if row["split"] != split: errors.append(f"split mismatch {row_id}") if row["generator_family"] not in FAMILIES: errors.append(f"unknown family {row_id}") continue if row["generator_version"] != GENERATOR_VERSION or row["verifier_version"] != VERIFIER_VERSION: errors.append(f"version mismatch {row_id}") if row["verifier_kind"] != "code_stdio" or row["programming_language"] != "python": errors.append(f"verifier contract mismatch {row_id}") prompt = row["messages"][0]["content"] if prompt != row["problem"] or hashlib.sha256(prompt.encode()).hexdigest() != row["prompt_sha256"]: errors.append(f"prompt mismatch {row_id}") if hashlib.sha256(row["reference_solution"].encode()).hexdigest() != row["reference_sha256"]: errors.append(f"reference hash mismatch {row_id}") try: ast.parse(row["reference_solution"]) except SyntaxError: errors.append(f"invalid reference syntax {row_id}") hidden = row["verification_info"]["test_cases"] if row["verification_info"]["language"] != "python" or len(hidden) != row["hidden_test_count"]: errors.append(f"test metadata mismatch {row_id}") if any(t["type"] != "stdin_stdout" or not t["input"].endswith("\n") or not t["output"].endswith("\n") for t in hidden): errors.append(f"invalid test case {row_id}") if json.loads(row["ground_truth"]) != hidden: errors.append(f"ground truth mismatch {row_id}") if row["mutation_score"] + 1e-6 < 2 / 3: errors.append(f"weak mutation score {row_id}") families[row["generator_family"]] += 1 difficulties[str(row["difficulty"])] += 1 numeric_id = int(row_id[:12], 16) if numeric_id % sample_modulus == 0: material = FAMILIES[row["generator_family"]](random.Random(row["generation_seed"]), row["difficulty"]) if ( material.statement != prompt or material.reference_solution != row["reference_solution"] or json.dumps(material.parameters, sort_keys=True, separators=(",", ":")) != row["parameters_json"] or _typed(material.hidden_tests) != hidden or _typed(material.public_tests) != row["public_tests"] ): errors.append(f"regeneration mismatch {row_id}") regenerated += 1 if execute_modulus and numeric_id % execute_modulus == 0: try: execute_reference(row["reference_solution"], row["public_tests"] + hidden) executed += 1 except (ValueError, subprocess.TimeoutExpired) as error: errors.append(f"{row_id}: {error}") if len(errors) >= 100: raise ValueError("validation failed with at least 100 errors:\n" + "\n".join(errors)) if sum(counts.values()) != manifest["rows"]: errors.append("row total mismatch") if dict(sorted(families.items())) != manifest["generator_families"]: errors.append("family counts mismatch") if dict(sorted(difficulties.items())) != manifest["difficulty"]: errors.append("difficulty counts mismatch") if errors: raise ValueError("validation failed:\n" + "\n".join(errors)) return { "rows": sum(counts.values()), "splits": dict(counts), "unique_ids": len(seen_ids), "unique_prompts": len(seen_prompts), "regenerated_rows_checked": regenerated, "reference_programs_executed": executed, } def main() -> None: parser = argparse.ArgumentParser() parser.add_argument("root", type=Path) parser.add_argument("--full", action="store_true") parser.add_argument("--execute-modulus", type=int, default=0) args = parser.parse_args() print(json.dumps(validate(args.root, args.full, args.execute_modulus), indent=2, sort_keys=True)) if __name__ == "__main__": main()