round4-sft-eval / scripts /lcb_grading.py
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SFT eval: frozen 657-problem holdout + shardable checker-aware eval framework
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#!/usr/bin/env python3
"""P5 grading hardening: shared subprocess-exec wrapper with a PERSISTENT code-hash→verdict cache and
best-of-N retry on timeout-category failures.
Why: hidden grading uses per-test SIGALRM; candidates near the limit flip pass/fail with machine load
(observed ±1–2 problems per pass on 126). Retrying ONLY timeout-category failures removes load flakes
(a candidate that times out on every attempt stays failed); the cache makes repeated passes consistent
and fast. Defaults keep the historical TLE (6 s/test) so numbers stay comparable; pass tle=10.0 for
hardened reruns. The canonical score_se_subset.py pipeline is intentionally NOT modified (cross-node
comparability) — use this in probes/ad-hoc graders.
Usage:
from lcb_grading import GradingCache, run_harness_cached
cache = GradingCache("outputs/grading_cache/hidden.jsonl")
v = run_harness_cached(HARNESS, code, tests_json, n_tests, cache=cache) # {"passed":bool,...}
"""
from __future__ import annotations
import hashlib, json, os, subprocess, sys, tempfile, threading
from pathlib import Path
_TIMEOUT_MARKERS = ("timeout", "tle", "timeouterror", "timeoutexpired")
def _is_timeout_verdict(v: dict | None) -> bool:
if v is None:
return True # parent-level harness timeout
err = str(v.get("error", "")) + str(v.get("category", ""))
return any(m in err.lower() for m in _TIMEOUT_MARKERS)
class GradingCache:
"""Append-only JSONL cache: key -> verdict dict. Thread-safe; survives across passes/scripts."""
def __init__(self, path: str | os.PathLike):
self.path = Path(path)
self.path.parent.mkdir(parents=True, exist_ok=True)
self._lock = threading.Lock()
self._d: dict[str, dict] = {}
if self.path.exists():
for line in self.path.open():
try:
r = json.loads(line)
self._d[r["k"]] = r["v"]
except Exception: # noqa: BLE001
continue
def get(self, k):
return self._d.get(k)
def put(self, k, v):
with self._lock:
if k in self._d:
return
self._d[k] = v
with self.path.open("a") as f:
f.write(json.dumps({"k": k, "v": v}, ensure_ascii=False) + "\n")
def __len__(self):
return len(self._d)
def cache_key(harness, code: str, tests_json: str, tl: float) -> str:
h = hashlib.md5()
for part in (str(harness), code or "", tests_json, f"{tl}"):
h.update(part.encode("utf-8", "ignore")); h.update(b"\x00")
return h.hexdigest()
def _run_once(harness, code: str, tests_json: str, n_tests: int, tl: float) -> dict | None:
with tempfile.NamedTemporaryFile("w", suffix=".py", delete=False) as cf:
cf.write(code); cp = cf.name
with tempfile.NamedTemporaryFile("w", suffix=".json", delete=False) as tf:
tf.write(tests_json); tp = tf.name
try:
p = subprocess.run([sys.executable, str(harness), cp, tp], capture_output=True, text=True,
timeout=min(n_tests * tl + 20, 300))
out = p.stdout.strip().splitlines()
r = json.loads(out[-1]) if out else None
return r if isinstance(r, dict) else None # ignore non-dict last line (e.g. candidate stdout leaking an int)
except Exception: # noqa: BLE001 (incl. parent TimeoutExpired)
return None
finally:
Path(cp).unlink(missing_ok=True); Path(tp).unlink(missing_ok=True)
def run_harness_cached(harness, code: str, tests_json: str, n_tests: int, *,
tl: float = 6.0, retries_on_timeout: int = 1,
cache: GradingCache | None = None) -> dict | None:
"""Run a candidate through a harness with caching + timeout-only retry.
Retry rule: a non-timeout verdict (pass OR deterministic fail) is final on first attempt.
A timeout-category failure is retried up to `retries_on_timeout` times; passing any attempt
counts as pass (load flake), timing out every attempt stays a timeout failure.
"""
if not code:
return {"passed": False, "error": "no_code", "category": "no_code"}
k = cache_key(harness, code, tests_json, tl) if cache is not None else None
if cache is not None:
hit = cache.get(k)
if hit is not None:
return hit
v = _run_once(harness, code, tests_json, n_tests, tl)
attempts = 0
while _is_timeout_verdict(v) and not (v or {}).get("passed") and attempts < retries_on_timeout:
attempts += 1
v2 = _run_once(harness, code, tests_json, n_tests, tl)
if v2 is not None and (v2.get("passed") or not _is_timeout_verdict(v2)):
v = v2 # flake resolved (pass, or a deterministic non-timeout failure)
break
v = v2 or v
if v is None:
v = {"passed": False, "error": "harness_timeout", "category": "timeout"}
if cache is not None:
cache.put(k, v)
return v