""" Rate limiting strategies """ from __future__ import annotations import time from abc import ABCMeta, abstractmethod from math import floor, inf from deprecated.sphinx import versionadded from limits.storage.base import SlidingWindowCounterSupport from .limits import RateLimitItem from .storage import MovingWindowSupport, Storage, StorageTypes from .typing import cast from .util import WindowStats class RateLimiter(metaclass=ABCMeta): def __init__(self, storage: StorageTypes): assert isinstance(storage, Storage) self.storage: Storage = storage @abstractmethod def hit(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Consume the rate limit :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The cost of this hit, default 1 """ raise NotImplementedError @abstractmethod def test(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Check the rate limit without consuming from it. :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The expected cost to be consumed, default 1 """ raise NotImplementedError @abstractmethod def get_window_stats(self, item: RateLimitItem, *identifiers: str) -> WindowStats: """ Query the reset time and remaining amount for the limit :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :return: (reset time, remaining) """ raise NotImplementedError def clear(self, item: RateLimitItem, *identifiers: str) -> None: return self.storage.clear(item.key_for(*identifiers)) class MovingWindowRateLimiter(RateLimiter): """ Reference: :ref:`strategies:moving window` """ def __init__(self, storage: StorageTypes): if not ( hasattr(storage, "acquire_entry") or hasattr(storage, "get_moving_window") ): raise NotImplementedError( "MovingWindowRateLimiting is not implemented for storage " f"of type {storage.__class__}" ) super().__init__(storage) def hit(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Consume the rate limit :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The cost of this hit, default 1 :return: (reset time, remaining) """ return cast(MovingWindowSupport, self.storage).acquire_entry( item.key_for(*identifiers), item.amount, item.get_expiry(), amount=cost ) def test(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Check if the rate limit can be consumed :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The expected cost to be consumed, default 1 """ return ( cast(MovingWindowSupport, self.storage).get_moving_window( item.key_for(*identifiers), item.amount, item.get_expiry(), )[1] <= item.amount - cost ) def get_window_stats(self, item: RateLimitItem, *identifiers: str) -> WindowStats: """ returns the number of requests remaining within this limit. :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :return: tuple (reset time, remaining) """ window_start, window_items = cast( MovingWindowSupport, self.storage ).get_moving_window(item.key_for(*identifiers), item.amount, item.get_expiry()) reset = window_start + item.get_expiry() return WindowStats(reset, item.amount - window_items) class FixedWindowRateLimiter(RateLimiter): """ Reference: :ref:`strategies:fixed window` """ def hit(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Consume the rate limit :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The cost of this hit, default 1 """ return ( self.storage.incr( item.key_for(*identifiers), item.get_expiry(), amount=cost, ) <= item.amount ) def test(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Check if the rate limit can be consumed :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The expected cost to be consumed, default 1 """ return self.storage.get(item.key_for(*identifiers)) < item.amount - cost + 1 def get_window_stats(self, item: RateLimitItem, *identifiers: str) -> WindowStats: """ Query the reset time and remaining amount for the limit :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :return: (reset time, remaining) """ remaining = max(0, item.amount - self.storage.get(item.key_for(*identifiers))) reset = self.storage.get_expiry(item.key_for(*identifiers)) return WindowStats(reset, remaining) @versionadded(version="4.1") class SlidingWindowCounterRateLimiter(RateLimiter): """ Reference: :ref:`strategies:sliding window counter` """ def __init__(self, storage: StorageTypes): if not hasattr(storage, "get_sliding_window") or not hasattr( storage, "acquire_sliding_window_entry" ): raise NotImplementedError( "SlidingWindowCounterRateLimiting is not implemented for storage " f"of type {storage.__class__}" ) super().__init__(storage) def _weighted_count( self, item: RateLimitItem, previous_count: int, previous_expires_in: float, current_count: int, ) -> float: """ Return the approximated by weighting the previous window count and adding the current window count. """ return previous_count * previous_expires_in / item.get_expiry() + current_count def hit(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Consume the rate limit :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The cost of this hit, default 1 """ return cast( SlidingWindowCounterSupport, self.storage ).acquire_sliding_window_entry( item.key_for(*identifiers), item.amount, item.get_expiry(), cost, ) def test(self, item: RateLimitItem, *identifiers: str, cost: int = 1) -> bool: """ Check if the rate limit can be consumed :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :param cost: The expected cost to be consumed, default 1 """ previous_count, previous_expires_in, current_count, _ = cast( SlidingWindowCounterSupport, self.storage ).get_sliding_window(item.key_for(*identifiers), item.get_expiry()) return ( self._weighted_count( item, previous_count, previous_expires_in, current_count ) < item.amount - cost + 1 ) def get_window_stats(self, item: RateLimitItem, *identifiers: str) -> WindowStats: """ Query the reset time and remaining amount for the limit. :param item: The rate limit item :param identifiers: variable list of strings to uniquely identify this instance of the limit :return: WindowStats(reset time, remaining) """ previous_count, previous_expires_in, current_count, current_expires_in = cast( SlidingWindowCounterSupport, self.storage ).get_sliding_window(item.key_for(*identifiers), item.get_expiry()) remaining = max( 0, item.amount - floor( self._weighted_count( item, previous_count, previous_expires_in, current_count ) ), ) now = time.time() if not (previous_count or current_count): return WindowStats(now, remaining) expiry = item.get_expiry() previous_reset_in, current_reset_in = inf, inf if previous_count: previous_reset_in = previous_expires_in % (expiry / previous_count) if current_count: current_reset_in = current_expires_in % expiry return WindowStats(now + min(previous_reset_in, current_reset_in), remaining) KnownStrategy = ( type[SlidingWindowCounterRateLimiter] | type[FixedWindowRateLimiter] | type[MovingWindowRateLimiter] ) STRATEGIES: dict[str, KnownStrategy] = { "sliding-window-counter": SlidingWindowCounterRateLimiter, "fixed-window": FixedWindowRateLimiter, "moving-window": MovingWindowRateLimiter, }