QuickCache is a quick to use and easy to set up cache implementation.
Project description
A quick and easy to use python caching system.
You can install quick_cache via
pip install --user quick_cache
and import it in python using:
from quick_cache import QuickCache
Create the cache object as follows:
def msg(message, *args, **kwargs):
print(message.format(*args, **kwargs), file=sys.stderr)
cache = QuickCache(base_file, quota=500, ram_quota=100, warnings=msg)
where base_file is an optional file whose content invalidates the cache (ie., when the content of the file changes the cache is invalidated; for large files it might be desirable to use the mtime in the cache object below) and msg is an optional formatting function that prints warnings (by default it’s None which doesn’t print anything; warnings are emitted when the actual computation is faster than reading the results from the cache or if other exceptional situations occur). quota and ram_quota are optional maximal cache sizes, both in RAM and on disk, in MB.
The caching functionality can then be used via:
with cache.get_hnd({
# object identifying the task to cache
# can be any combination of keys and values
"param_a": 5,
"input_file_c": os.path.getmtime(input_file_c), # for file change time
...
}) as hnd:
if not hnd.has():
res = hnd.write(do_compute()) # compute your result here
else:
res = hnd.read()
# your result is in res
The cache object used for creating the handle uniquely defines the task. The object should contain all parameters of the task and the task computation itself should be deterministic.
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