Cuckoo Filter

Overview

Cuckoo filter is a Bloom filter replacement for approximated set-membership queries. While Bloom filters are well-known space-efficient data structures to serve queries like "if item x is in a set?", they do not support deletion. Their variances to enable deletion (like counting Bloom filters) usually require much more space.

Cuckoo filters provide the flexibility to add and remove items dynamically. A cuckoo filter is based on cuckoo hashing (and therefore named as cuckoo filter). It is essentially a cuckoo hash table storing each key's fingerprint. Cuckoo hash tables can be highly compact, thus a cuckoo filter could use less space than conventional Bloom filters, for applications that require low false positive rates (< 3%).

For details about the algorithm and citations please use:

"Cuckoo Filter: Practically Better Than Bloom" in proceedings of ACM CoNEXT 2014 by Bin Fan, Dave Andersen and Michael Kaminsky

API

The filter is wrapped in a Python extension and packaged for cross-platform installation. CuckooFilter objects support the following operations:

  • f.add(item) -> int: insert an item to the filter
  • f.contains(item) -> int: return if item is already in the filter. Note that this method may return false positive results like Bloom filters
  • f.remove(item) -> int: delete the given item from the filter. Note that to use this method, it must be ensured that this item is in the filter (e.g., based on records on external storage); otherwise, a false item may be deleted.
  • f.item_count -> int: return the total number of items currently in the filter
  • f.memory_size -> int: return the filter size in bytes
  • f.victim -> Optional[tuple[int, int]]: return metadata about any victim

Filter implementation authors

Project links

Key dates

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Latest release

2 maintainers

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Credits

Author: Roger Taylor

License

Apache License v2.0

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Metadata

Project links

Key dates

PyPI data
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  • Released:
Latest release

2 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for AustEcon from gravatar.com AustEcon Avatar for rt121212121 from gravatar.com rt121212121

Credits

Author: Roger Taylor

License

Apache License v2.0

Report project as malware

Release files for refcuckoo 1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for refcuckoo 1.0
File
refcuckoo-1.0-pp38-pypy38_pp73-win_amd64.whl 19.2 kB PyPy 3.8 PyPy 3.8 7.3 Windows x86-64 Details
refcuckoo-1.0-pp38-pypy38_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 66.4 kB PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.5+ x86-64, Linux glibc 2.17+ x86-64 Details
refcuckoo-1.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 68.7 kB PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
refcuckoo-1.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl 16.0 kB PyPy 3.8 PyPy 3.8 7.3 macOS 10.9+ x86-64 Details
refcuckoo-1.0-pp37-pypy37_pp73-win_amd64.whl 19.1 kB PyPy 3.7 PyPy 3.7 7.3 Windows x86-64 Details
refcuckoo-1.0-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 65.9 kB PyPy 3.7 PyPy 3.7 7.3 Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64 Details
refcuckoo-1.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 68.3 kB PyPy 3.7 PyPy 3.7 7.3 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
refcuckoo-1.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl 9.2 kB PyPy 3.7 PyPy 3.7 7.3 macOS 10.9+ x86-64 Details
refcuckoo-1.0-cp310-cp310-win_amd64.whl 11.1 kB CPython 3.10 CPython 3.10 Windows x86-64 Details
refcuckoo-1.0-cp310-cp310-win32.whl 10.4 kB CPython 3.10 CPython 3.10 Windows x86-32 Details
refcuckoo-1.0-cp310-cp310-musllinux_1_1_x86_64.whl 613.0 kB CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-64 Details
refcuckoo-1.0-cp310-cp310-musllinux_1_1_i686.whl 666.8 kB CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-32 Details
refcuckoo-1.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 59.5 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64 Details
refcuckoo-1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 59.3 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
refcuckoo-1.0-cp310-cp310-macosx_10_9_x86_64.whl 9.9 kB CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
refcuckoo-1.0-cp39-cp39-win_amd64.whl 11.1 kB CPython 3.9 CPython 3.9 Windows x86-64 Details
refcuckoo-1.0-cp39-cp39-win32.whl 10.4 kB CPython 3.9 CPython 3.9 Windows x86-32 Details
refcuckoo-1.0-cp39-cp39-musllinux_1_1_x86_64.whl 612.7 kB CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-64 Details
refcuckoo-1.0-cp39-cp39-musllinux_1_1_i686.whl 666.5 kB CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-32 Details
refcuckoo-1.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 59.2 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64 Details
refcuckoo-1.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 59.1 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
refcuckoo-1.0-cp39-cp39-macosx_10_9_x86_64.whl 9.9 kB CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details
refcuckoo-1.0-cp38-cp38-win_amd64.whl 11.1 kB CPython 3.8 CPython 3.8 Windows x86-64 Details
refcuckoo-1.0-cp38-cp38-win32.whl 10.5 kB CPython 3.8 CPython 3.8 Windows x86-32 Details
refcuckoo-1.0-cp38-cp38-musllinux_1_1_x86_64.whl 611.8 kB CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-64 Details
refcuckoo-1.0-cp38-cp38-musllinux_1_1_i686.whl 665.8 kB CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-32 Details
refcuckoo-1.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 58.4 kB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64 Details
refcuckoo-1.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 58.9 kB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
refcuckoo-1.0-cp38-cp38-macosx_10_9_x86_64.whl 9.9 kB CPython 3.8 CPython 3.8 macOS 10.9+ x86-64 Details
refcuckoo-1.0-cp37-cp37m-win_amd64.whl 11.1 kB CPython 3.7 CPython 3.7 pymalloc Windows x86-64 Details
refcuckoo-1.0-cp37-cp37m-win32.whl 10.4 kB CPython 3.7 CPython 3.7 pymalloc Windows x86-32 Details
refcuckoo-1.0-cp37-cp37m-musllinux_1_1_x86_64.whl 612.4 kB CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-64 Details
refcuckoo-1.0-cp37-cp37m-musllinux_1_1_i686.whl 666.4 kB CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-32 Details
refcuckoo-1.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 57.9 kB CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.5+ x86-64, Linux glibc 2.17+ x86-64 Details
refcuckoo-1.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 58.5 kB CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
refcuckoo-1.0-cp37-cp37m-macosx_10_9_x86_64.whl 9.8 kB CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64 Details
refcuckoo-1.0-cp36-cp36m-win_amd64.whl 11.1 kB CPython 3.6 CPython 3.6 pymalloc Windows x86-64 Details
refcuckoo-1.0-cp36-cp36m-win32.whl 10.4 kB CPython 3.6 CPython 3.6 pymalloc Windows x86-32 Details
refcuckoo-1.0-cp36-cp36m-musllinux_1_1_x86_64.whl 611.4 kB CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-64 Details
refcuckoo-1.0-cp36-cp36m-musllinux_1_1_i686.whl 665.4 kB CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-32 Details
refcuckoo-1.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 57.9 kB CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64 Details
refcuckoo-1.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 58.5 kB CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
refcuckoo-1.0-cp36-cp36m-macosx_10_9_x86_64.whl 9.8 kB CPython 3.6 CPython 3.6 pymalloc macOS 10.9+ x86-64 Details

Total release size: 7.5 MB

Release files / refcuckoo-1.0-pp38-pypy38_pp73-win_amd64.whl

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Release files / refcuckoo-1.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / refcuckoo-1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / refcuckoo-1.0-cp310-cp310-macosx_10_9_x86_64.whl

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Release files / refcuckoo-1.0-cp39-cp39-win_amd64.whl

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Release files / refcuckoo-1.0-cp39-cp39-win32.whl

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Release files / refcuckoo-1.0-cp39-cp39-musllinux_1_1_x86_64.whl

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Release files / refcuckoo-1.0-cp39-cp39-musllinux_1_1_i686.whl

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Release files / refcuckoo-1.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / refcuckoo-1.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / refcuckoo-1.0-cp39-cp39-macosx_10_9_x86_64.whl

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Release files / refcuckoo-1.0-cp38-cp38-win_amd64.whl

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Release files / refcuckoo-1.0-cp38-cp38-win32.whl

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Release files / refcuckoo-1.0-cp38-cp38-musllinux_1_1_x86_64.whl

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Release files / refcuckoo-1.0-cp38-cp38-musllinux_1_1_i686.whl

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Release files / refcuckoo-1.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / refcuckoo-1.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / refcuckoo-1.0-cp38-cp38-macosx_10_9_x86_64.whl

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Release files / refcuckoo-1.0-cp37-cp37m-win_amd64.whl

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Release files / refcuckoo-1.0-cp37-cp37m-win32.whl

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Release files / refcuckoo-1.0-cp37-cp37m-musllinux_1_1_x86_64.whl

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Release files / refcuckoo-1.0-cp37-cp37m-musllinux_1_1_i686.whl

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Release files / refcuckoo-1.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / refcuckoo-1.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / refcuckoo-1.0-cp37-cp37m-macosx_10_9_x86_64.whl

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Release files / refcuckoo-1.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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