pyxorfilter
Python bindings for C implementation of Xor Filters: Faster and Smaller Than Bloom and Cuckoo Filters and of Binary Fuse Filters: Fast and Smaller Than Xor Filters.
Installation
pip install pyxorfilter
From Source
git clone --recurse-submodules https://github.com/glitzflitz/pyxorfilter
cd pyxorfilter
python setup.py build_ext
python setup.py install
Usage
>>> from pyxorfilter import Xor8, Xor16, Fuse8, Fuse16
>>> filter = Xor8(5) #or Xor16(size)
>>> #Supports unicode strings and heterogeneous types
>>> test_str = ["あ","अ", 51, 0.0, 12.3]
>>> filter.populate(test_str)
True
>>> filter.contains("अ")
True
>>> filter[51] #You can use __getitem__ instead of contains
True
>>> filter["か"]
False
>>> filter.contains(150)
False
>>> filter.size_in_bytes()
60
You can serialize a filter with the serialize() method which returns a buffer, and you can recover the filter with the deserialize(buffer) method, which returns a filter:
> f = open('/tmp/output', 'wb')
> f.write(filter.serialize())
> f.close()
> recoverfilter = Xor8.deserialize(open('/tmp/output', 'rb').read())
Caveats
Accuracy
For more accuracy(less false positives) use larger but more accurate Xor16 for Fuse16.
For large sets (contain millions of keys), Fuse8/Fuse16 filters are faster and smaller than Xor8/Xor16.
>>> filter = Xor8(1000000)
>>> filter.size_in_bytes()
1230054
>>> filter = Fuse8(1000000)
>>> filter.size_in_bytes()
1130536
TODO
- Add unit tests
- Add CI support for distributing pyxorfilter with PyPI.
Links
- C Implementation
- Go Implementation
- Erlang bindings
- Rust Implementation: 1 and 2
- C++ Implementation
- Java Implementation
1 maintainer
Metadata
1 maintainer
Release files for pyxorfilter 1.1.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| pyxorfilter-1.1.2.tar.gz | 9.6 kB | Without provenance | Details |
Built distributions (wheels)
Total release size: 2.8 MB
Release files / pyxorfilter-1.1.2.tar.gz
| Download URL | pyxorfilter-1.1.2.tar.gz |
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| Tags | Source |
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Release files / pyxorfilter-1.1.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / pyxorfilter-1.1.2-pp310-pypy310_pp73-macosx_10_9_x86_64.whl
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Release files / pyxorfilter-1.1.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / pyxorfilter-1.1.2-pp39-pypy39_pp73-macosx_10_9_x86_64.whl
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Release files / pyxorfilter-1.1.2-cp37-cp37m-macosx_10_9_x86_64.whl
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Release files / pyxorfilter-1.1.2-cp36-cp36m-musllinux_1_1_x86_64.whl
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Release files / pyxorfilter-1.1.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / pyxorfilter-1.1.2-cp36-cp36m-macosx_10_9_x86_64.whl
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Security for pyxorfilter 1.1.2
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