Source code for toil.lib.memoize

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# Licensed under the Apache License, Version 2.0 (the "License");
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# 5.14.2018: copied into Toil from
import datetime
import re
from functools import lru_cache, wraps
from threading import Lock
from typing import Any, Callable, Dict, Tuple, TypeVar

memoize = lru_cache(maxsize=None)
Memoize a function result based on its parameters using this decorator.

For example, this can be used in place of lazy initialization. If the decorating
function is invoked by multiple threads, the decorated function may be called
more than once with the same arguments.

MAT = TypeVar("MAT")
MRT = TypeVar("MRT")

[docs] def sync_memoize(f: Callable[[MAT], MRT]) -> Callable[[MAT], MRT]: """ Like memoize, but guarantees that decorated function is only called once, even when multiple threads are calling the decorating function with multiple parameters. """ # TODO: Think about an f that is recursive memory: Dict[Tuple[Any, ...], Any] = {} lock = Lock() @wraps(f) def new_f(*args: Any) -> Any: try: return memory[args] except KeyError: # on cache misses, retry with lock held with lock: try: return memory[args] except KeyError: r = f(*args) memory[args] = r return r return new_f
[docs] def parse_iso_utc(s: str) -> datetime.datetime: """ Parses an ISO time with a hard-coded Z for zulu-time (UTC) at the end. Other timezones are not supported. Returns a timezone-naive datetime object. :param s: The ISO-formatted time :return: A timezone-naive datetime object >>> parse_iso_utc('2016-04-27T00:28:04.000Z') datetime.datetime(2016, 4, 27, 0, 28, 4) >>> parse_iso_utc('2016-04-27T00:28:04Z') datetime.datetime(2016, 4, 27, 0, 28, 4) >>> parse_iso_utc('2016-04-27T00:28:04X') Traceback (most recent call last): ... ValueError: Not a valid ISO datetime in UTC: 2016-04-27T00:28:04X """ rfc3339_datetime = re.compile(r'^(\d{4})-(\d{2})-(\d{2})T(\d{2}):(\d{2}):(\d{2})(?:\.(\d+))?(Z|[+-]\d{2}:\d{2})$') m = rfc3339_datetime.match(s) if not m: raise ValueError(f'Not a valid ISO datetime in UTC: {s}') else: fmt = '%Y-%m-%dT%H:%M:%S' + ('.%f' if else '') + 'Z' return datetime.datetime.strptime(s, fmt)
[docs] def strict_bool(s: str) -> bool: """Variant of bool() that only accepts two possible string values.""" if s == 'True': return True elif s == 'False': return False else: raise ValueError(s)