Implementation of S3-FIFO cache algorithm. FIFO queues are all you need for cache evictions.
Project description
s3fifo
Python implementation of the S3-FIFO cache algorithm.
It provides:
S3FIFOCache: low-level cache container.s3fifo_cache: sync decorator with an API similar tofunctools.lru_cache.as3fifo_cache: async decorator inspired byasync-lru.
Installation
pip install s3fifo
Quick Start
Sync decorator
from s3fifo import s3fifo_cache
@s3fifo_cache(maxsize=128)
def load_user(user_id: int) -> dict:
return {"id": user_id}
load_user(1)
load_user(1)
print(load_user.cache_info())
# CacheInfo(hits=1, misses=1, maxsize=128, currsize=1)
Async decorator
import asyncio
from s3fifo import as3fifo_cache
@as3fifo_cache(maxsize=128)
async def fetch_user(user_id: int) -> dict:
await asyncio.sleep(0.01)
return {"id": user_id}
async def main() -> None:
await asyncio.gather(fetch_user(1), fetch_user(1), fetch_user(1))
print(fetch_user.cache_info())
# CacheInfo(hits=2, misses=1, maxsize=128, currsize=1)
await fetch_user.cache_close()
asyncio.run(main())
as3fifo_cache deduplicates concurrent calls for the same key and shares one in-flight task.
Configuration
The S3-FIFO policy parameters are configurable across all entry points and default to the paper/reference values:
small_size_ratio=0.10ghost_size_ratio=0.90move_to_main_threshold=2
Example:
from s3fifo import s3fifo_cache
@s3fifo_cache(
maxsize=256,
small_size_ratio=0.20,
ghost_size_ratio=0.50,
move_to_main_threshold=3,
)
def f(x: int) -> int:
return x
You can inspect active settings via cache_parameters().
API Summary
S3FIFOCache
S3FIFOCache(
maxsize: int,
*,
small_size_ratio: float = 0.10,
ghost_size_ratio: float = 0.90,
move_to_main_threshold: int = 2,
)
Methods:
get(key, default=None)put(key, value)remove(key, include_ghost=True)clear()len(cache)key in cache
s3fifo_cache
Usage:
@s3fifo_cache@s3fifo_cache(maxsize=128, typed=False, ...)
Methods on decorated function:
cache_info()cache_clear()cache_parameters()
Notes:
maxsize=0disables storage and still counts misses.typed=Trueincludes argument types in cache keys.
as3fifo_cache
Usage:
@as3fifo_cache@as3fifo_cache(maxsize=128, typed=False, ...)
Methods on decorated function:
cache_info()cache_clear()cache_invalidate(*args, **kwargs)cache_parameters()await cache_close(wait=False)
Limitations
as3fifo_cachehas event-loop affinity: a single cache instance must be used on one event loop.- TTL and jitter policies are not implemented.
Differences from Origin
-
Capacity is measured differently. The original implementation is byte-size based, while this package is entry-count based. In practice,
maxsizemeans “maximum number of cached keys”, not memory bytes. -
The programming model is Python-first. The original design is request/object-size oriented; here you work with a plain Python cache object (
S3FIFOCache) and decorators (s3fifo_cache,as3fifo_cache). -
Overwriting an existing key is treated as an update. Calling
putwith an existing key updates the value in place and does not trigger an extra eviction cycle.
Development
make install
make check
make test
License
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