Skip to main content

Cuckoo Filter implementation using Python

Project description

cuckoofilter
=========
Cuckoofilter is an implementation of Cuckoo Filter using Python, which is thread-safe.
Besides, the package can both be used in python2.x and python3.x.

Cuckoo Filter
---------
Cuckoo filter first appeared in the paper
`Cuckoo Filter: Practically Better Than Bloom <https://www.cs.cmu.edu/~dga/papers/cuckoo-conext2014.pdf>`_
by Bin Fan,David G. Andersen, Michael Kaminsky and Michael D. Mitzenmacher, which is used to
replace Bloom filters for approximate set membership tests. Cuckoo filters support
adding and removing items dynamically while achieving even higher performance than
Bloom filters. For applications that store many items and target moderately low
false positive rates, cuckoo filters have lower space overhead than space-optimized
Bloom filters.

To know more details of Cuckoo Filter, please read the paper.

Installation
---------
Install cuckoofilter:

.. code-block::

$ pip install cuckoopy
Or

.. code-block::

$ pip3 install cuckoopy

Usage
---------
.. code-block:: python

>>> import cuckoofilter
>>> cf = cuckoofilter.CuckooFilter(capacity=100, fingerprint_size=1)

>>> cf.insert('test')
True

>>> cf.contains('test')
True

>>> cf.delete('test')
True


Testing
---------
To test the package and generate a test coverage report, you should run
.. code-block::

$ pip install pytest coverage pytest-cov
$ pytest -v -cov=cuckoofilter --cov-report html

Or
.. code-block::

$ pip3 install pytest coverage pytest-cov
$ python3 -m pytest .

License
---------
`GPL-3.0 License <https://github.com/shenaishiren/cuckoofilter/blob/master/LICENSE>`_


Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cuckoofilter-0.0.0.1.tar.gz (4.0 kB view hashes)

Uploaded Source

Built Distribution

cuckoofilter-0.0.0.1-py2.py3-none-any.whl (6.7 kB view hashes)

Uploaded Python 2 Python 3

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page