Simple LRU cache for asyncio
Project description
- info:
Simple lru cache for asyncio
Installation
pip install async-lru
Usage
This package is a port of Python’s built-in functools.lru_cache function for asyncio. To better handle async behaviour, it also ensures multiple concurrent calls will only result in 1 call to the wrapped function, with all awaits receiving the result of that call when it completes.
import asyncio
import aiohttp
from async_lru import alru_cache
@alru_cache(maxsize=32)
async def get_pep(num):
resource = 'http://www.python.org/dev/peps/pep-%04d/' % num
async with aiohttp.ClientSession() as session:
try:
async with session.get(resource) as s:
return await s.read()
except aiohttp.ClientError:
return 'Not Found'
async def main():
for n in 8, 290, 308, 320, 8, 218, 320, 279, 289, 320, 9991:
pep = await get_pep(n)
print(n, len(pep))
print(get_pep.cache_info())
# CacheInfo(hits=3, misses=8, maxsize=32, currsize=8)
# closing is optional, but highly recommended
await get_pep.cache_close()
asyncio.run(main())
TTL (time-to-live in seconds, expiration on timeout) is supported by accepting ttl configuration parameter (off by default):
@alru_cache(ttl=5)
async def func(arg):
return arg * 2
To prevent thundering herd issues when many cache entries expire simultaneously, you can add jitter to randomize the TTL for each entry:
@alru_cache(ttl=3600, jitter=1800)
async def func(arg):
return arg * 2
With ttl=3600, jitter=1800, each cache entry will have a random TTL between 3600 and 5400 seconds, spreading out invalidations over time.
The library supports explicit invalidation for specific function call by cache_invalidate():
@alru_cache(ttl=5)
async def func(arg1, arg2):
return arg1 + arg2
func.cache_invalidate(1, arg2=2)
The method returns True if corresponding arguments set was cached already, False otherwise.
Limitations
Event Loop Affinity: alru_cache enforces that a cache instance is used with only one event loop. If you attempt to use a cached function from a different event loop than where it was first called, a RuntimeError will be raised:
RuntimeError: alru_cache is not safe to use across event loops: this cache
instance was first used with a different event loop.
Use separate cache instances per event loop.
For typical asyncio applications using a single event loop, this is automatic and requires no configuration. If your application uses multiple event loops, create separate cache instances per loop:
import threading
_local = threading.local()
def get_cached_fetcher():
if not hasattr(_local, 'fetcher'):
@alru_cache(maxsize=100)
async def fetch_data(key):
...
_local.fetcher = fetch_data
return _local.fetcher
You can also reuse the logic of an already decorated function in a new loop by accessing __wrapped__:
@alru_cache(maxsize=32)
async def my_task(x):
...
# In Loop 1:
# my_task() uses the default global cache instance
# In Loop 2 (or a new thread):
# Create a fresh cache instance for the same logic
cached_task_loop2 = alru_cache(maxsize=32)(my_task.__wrapped__)
await cached_task_loop2(x)
Benchmarks
async-lru uses CodSpeed for performance regression testing.
To run the benchmarks locally:
pip install -r requirements-dev.txt
pytest --codspeed benchmark.py
The benchmark suite covers both bounded (with maxsize) and unbounded (no maxsize) cache configurations. Scenarios include:
Cache hit
Cache miss
Cache fill/eviction (cycling through more keys than maxsize)
Cache clear
TTL expiry
Cache invalidation
Cache info retrieval
Concurrent cache hits
Baseline (uncached async function)
On CI, benchmarks are run automatically via GitHub Actions on Python 3.13, and results are uploaded to CodSpeed (if a CODSPEED_TOKEN is configured). You can view performance history and detect regressions on the CodSpeed dashboard.
Thanks
The library was donated by Ocean S.A.
Thanks to the company for contribution.
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