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import functools
import json
import logging
import math
import os
import sys
import threading
import time
import urllib.request
from collections.abc import Callable
from concurrent.futures import ThreadPoolExecutor
from dataclasses import dataclass
from datetime import UTC, date, datetime, timedelta
from pathlib import Path
from typing import Any
from jsonschema import Draft202012Validator, FormatChecker
ROOT = Path(__file__).parent
SCHEMAS = ROOT / "schemas" / "v1"
LEADERBOARDS = {"release": "v1/leaderboard", "all": "v1/leaderboard/all_samples"}
TTL_SECONDS = 300
HISTORY_TTL_SECONDS = 3600
SOCKET_TIMEOUT_SECONDS = 10
READ_DEADLINE_SECONDS = 30
MAX_BYTES = 25_000_000
HISTORY_START = date(2026, 7, 1)
log = logging.getLogger(__name__)
class InvalidData(ValueError):
pass
_FORMATS = FormatChecker(formats=())
@_FORMATS.checks("date-time", raises=ValueError)
def _instant(value: object) -> bool:
return not isinstance(value, str) or 2000 <= datetime.fromisoformat(value).year <= 2200
@functools.cache
def _validator() -> Draft202012Validator:
doc = json.loads((SCHEMAS / "leaderboard.schema.json").read_text(encoding="utf-8"))
Draft202012Validator.check_schema(doc)
return Draft202012Validator(doc, format_checker=_FORMATS)
def _finite(text: str) -> str:
if not math.isfinite(float(text)):
raise InvalidData(f"number out of range: {text[:40]}")
return text
def overall_board(doc: Any) -> Any:
if isinstance(doc, dict) and isinstance(doc.get("boards"), dict) and "overall" in doc["boards"]:
return {**doc, "boards": {"overall": doc["boards"]["overall"]}}
return doc
def parse(data: bytes, select: Callable[[Any], Any] | None = None) -> dict[str, Any]:
if len(data) > MAX_BYTES:
raise InvalidData(f"larger than {MAX_BYTES} bytes")
try:
doc = json.loads(
data.decode("utf-8"),
parse_constant=_finite,
parse_float=lambda text: float(_finite(text)),
parse_int=lambda text: int(_finite(text)),
)
except InvalidData:
raise
except (ValueError, RecursionError) as exc:
raise InvalidData(str(exc)[:200]) from exc
if select:
doc = select(doc)
error = next(_validator().iter_errors(doc), None)
if error is not None:
raise InvalidData(f"{error.json_path}: {error.message[:200]}")
return doc
class _NoRedirect(urllib.request.HTTPRedirectHandler):
def redirect_request(self, *args: Any, **kwargs: Any) -> None:
return None
_OPENER = urllib.request.build_opener(_NoRedirect)
def read_url(url: str, max_bytes: int, deadline: float = READ_DEADLINE_SECONDS) -> bytes:
request = urllib.request.Request(
url, headers={"Accept": "application/json", "User-Agent": "cref-leaderboard"}
)
end = time.monotonic() + deadline
chunks, size = [], 0
with _OPENER.open(request, timeout=SOCKET_TIMEOUT_SECONDS) as response:
while size <= max_bytes and (chunk := response.read1(65_536)):
if time.monotonic() > end:
raise TimeoutError(f"{url}: not read within {deadline} s")
chunks.append(chunk)
size += len(chunk)
return b"".join(chunks)
def read(base: str, path: str, max_bytes: int = MAX_BYTES) -> bytes:
if base.startswith("https://"):
return read_url(f"{base.rstrip('/')}/{path}", max_bytes)
with open(Path(base) / path, "rb") as file:
return file.read(max_bytes + 1)
def check_base(base: str) -> str:
if "://" in base and not base.startswith("https://"):
raise ValueError(f"CREF_DATA_URL must start with https://, got {base[:80]!r}")
return base
def base_from_env() -> str:
return check_base(os.environ.get("CREF_DATA_URL", "").strip() or str(ROOT / "data"))
class Schedule:
def __init__(self) -> None:
self._lock = threading.Lock()
self._wake = threading.Event()
self._jobs: dict[object, list[Any]] = {}
self._thread: threading.Thread | None = None
def add(self, seconds: float, update: Callable[[], None]) -> Callable[[], None]:
key = object()
with self._lock:
self._jobs[key] = [time.monotonic() + seconds, seconds, update]
self._wake.set()
self.ensure_running()
def remove() -> None:
with self._lock:
self._jobs.pop(key, None)
return remove
# Called on every page view: cheap while the thread runs, and restarts it if it has died.
def ensure_running(self) -> None:
if self._thread is not None and self._thread.is_alive():
return
with self._lock:
if self._thread is None or not self._thread.is_alive():
self._thread = threading.Thread(target=self._run, name="cref-reads", daemon=True)
self._thread.start()
def _run(self) -> None:
while True:
with self._lock:
jobs = list(self._jobs.values())
for job in jobs:
if job[0] <= time.monotonic():
job[0] = time.monotonic() + job[1]
try:
job[2]()
except Exception:
log.exception("scheduled read failed")
due = min((job[0] for job in jobs), default=None)
self._wake.wait(None if due is None else max(0, due - time.monotonic()))
self._wake.clear()
SCHEDULE = Schedule()
@dataclass(frozen=True)
class Snapshot:
board: dict[str, Any] | None
stale: bool
class Source:
def __init__(
self, base: str, prefix: str = LEADERBOARDS["release"], ttl: float = TTL_SECONDS
) -> None:
self.base = check_base(base)
self._path = f"{prefix}/latest.json"
self._ttl = ttl
self._lock = threading.Lock()
self._snapshot = Snapshot(None, stale=False)
self._remove: Callable[[], None] | None = None
@classmethod
def from_env(cls, variant: str = "release") -> Source:
return cls(base_from_env(), LEADERBOARDS[variant])
def get(self) -> Snapshot:
# Only the first read waits for a page view; later ones run on the schedule, never on demand.
if self._remove is None:
with self._lock:
if self._remove is None:
self._refresh()
self._remove = SCHEDULE.add(self._ttl, self._refresh)
SCHEDULE.ensure_running()
return self._snapshot
def close(self) -> None:
if self._remove is not None:
self._remove()
def _refresh(self) -> None:
try:
self._snapshot = Snapshot(parse(read(self.base, self._path)), stale=False)
except Exception as exc:
# Logged once per outage, not on every scheduled read.
report = log.debug if self._snapshot.stale else log.warning
report("leaderboard read failed: %s: %s", type(exc).__name__, exc)
self._snapshot = Snapshot(self._snapshot.board, stale=True)
class History:
def __init__(
self,
base: str,
start: date,
prefix: str = LEADERBOARDS["release"],
ttl: float = HISTORY_TTL_SECONDS,
today: Callable[[], date] = lambda: datetime.now(UTC).date(),
) -> None:
self.base = check_base(base)
self._start = start
self._prefix = prefix
self._ttl = ttl
self._today = today
self._lock = threading.Lock()
self._days: dict[str, list[dict[str, Any]]] = {}
self._remove: Callable[[], None] | None = None
@classmethod
def from_env(cls, variant: str = "release") -> History:
return cls(base_from_env(), HISTORY_START, LEADERBOARDS[variant])
def _read(self, day: str) -> list[dict[str, Any]] | None:
try:
data = read(self.base, f"{self._prefix}/history/{day}.json")
board = parse(data, select=overall_board)
except InvalidData as exc:
log.warning("history %s rejected: %s", day, exc)
return None
except Exception as exc:
log.debug("history %s not available: %s", day, type(exc).__name__)
return None
overall = board["boards"].get("overall", {"sample_count": 0, "rankings": []})
samples = overall["sample_count"]
return [
{
"date": day,
"model_id": row["model_id"],
**{
f"{m}_{k}": row["metrics"][m][k]
for m in ("mase", "sql")
for k in ("skill_score", "win_rate")
},
"coverage_samples": 1 - row["missing_samples"] / samples if samples else None,
"coverage_weight": None
if row["missing_weight"] is None
else 1 - row["missing_weight"],
}
for row in overall["rankings"]
]
def rows(self) -> list[dict[str, Any]]:
if self._remove is None:
with self._lock:
if self._remove is None:
self._update()
self._remove = SCHEDULE.add(self._ttl, self._update)
SCHEDULE.ensure_running()
days = self._days
return [row for day in sorted(days) for row in days[day]]
def close(self) -> None:
if self._remove is not None:
self._remove()
def _update(self) -> None:
days = range((self._today() - self._start).days + 1)
due = [
d
for d in ((self._start + timedelta(n)).isoformat() for n in days)
if d not in self._days
]
if not due:
return
with ThreadPoolExecutor(16) as pool:
read = zip(due, pool.map(self._read, due), strict=True)
found = {day: rows for day, rows in read if rows is not None}
self._days = {**self._days, **found}
def main(paths: list[str]) -> int:
status = 0
for path in paths:
try:
board = parse(Path(path).read_bytes())
except (OSError, InvalidData) as exc:
print(f"{path}: INVALID: {exc}")
status = 1
else:
print(f"{path}: OK, {board['timestamp']}, {len(board['boards'])} boards")
return status
if __name__ == "__main__":
sys.exit(main(sys.argv[1:]))
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