turboshtein
Background
I didn't study computer science so bitwise operations have always been a bit of a gray area for me. I finally gave in and decided to spend some time reading up on the subject and ended up implementing the Myers bit-parallel algorithm[1] for computing Levenshtein edit distance. I was fairly happy with the results so I wrapped the original C code in Python and uploaded it to PyPI. Coincidentally, it's also pretty fast.
Usage
Install via PyPI:
pip install turboshtein
Or not:
python setup.py install
Computing levenshtein edit distance between two strings:
>>> from turboshtein import levenshtein
>>> levenshtein("saturday", "sunday")
3
Note that there are several limitations, mainly:
- Max string length must be less than 64.
- ASCII characters only.
Performance
Values represent the number of string pairs processed per second.
| library | version | m=n=8 | m=n=16 | m=n=24 | m=n=32 | m=n=40 | m=n=48 | m=n=56 |
|---|---|---|---|---|---|---|---|---|
| turboshtein.levenshtein | 0.0.4 | 7,625,612 | 6,134,367 | 5,160,757 | 4,455,692 | 3,897,966 | 3,477,885 | 3,147,237 |
| Levenshtein.distance | 0.20.5 | 6,448,035 | 5,335,239 | 4,556,680 | 4,034,226 | 3,550,695 | 3,211,664 | 2,910,581 |
| rapidfuzz.distance.Levenshtein.distance | 2.11.1 | 6,446,954 | 5,268,454 | 4,560,213 | 4,027,110 | 3,540,574 | 3,215,206 | 2,912,386 |
| jellyfish.levenshtein_distance | 0.9.0 | 3,823,843 | 1,494,087 | 718,785 | 399,693 | 262,541 | 183,554 | 135,081 |
| textdistance.levenshtein | 4.5.0 | 444,305 | 413,950 | 411,441 | 401,539 | 395,777 | 389,462 | 385,233 |
Test setup:
- XPS 15 9570
- Intel i7-8750H
- Fedora Linux 36 (Workstation Edition)
References
[1]: Gene Myers. 1999. A fast bit-vector algorithm for approximate string matching based on dynamic programming. J. ACM 46, 3 (May 1999), 395-415. https://doi.org/10.1145/316542.316550
1 maintainer
Metadata
1 maintainer
Release files for turboshtein 0.0.4
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| turboshtein-0.0.4.tar.gz | 5.5 kB | Details |
Built distributions (wheels)
Total release size: 624.8 kB
Release files / turboshtein-0.0.4.tar.gz
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| Download URL | turboshtein-0.0.4-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
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| Download URL | turboshtein-0.0.4-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
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Release files / turboshtein-0.0.4-cp310-cp310-musllinux_1_1_i686.whl
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Release files / turboshtein-0.0.4-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | turboshtein-0.0.4-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 / turboshtein-0.0.4-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / turboshtein-0.0.4-cp310-cp310-macosx_10_9_x86_64.whl
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Release files / turboshtein-0.0.4-cp39-cp39-win_amd64.whl
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Release files / turboshtein-0.0.4-cp39-cp39-win32.whl
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Release files / turboshtein-0.0.4-cp39-cp39-musllinux_1_1_x86_64.whl
| Download URL | turboshtein-0.0.4-cp39-cp39-musllinux_1_1_x86_64.whl |
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| Size | 17.5 kB |
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Release files / turboshtein-0.0.4-cp39-cp39-musllinux_1_1_i686.whl
| Download URL | turboshtein-0.0.4-cp39-cp39-musllinux_1_1_i686.whl |
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Release files / turboshtein-0.0.4-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | turboshtein-0.0.4-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 / turboshtein-0.0.4-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | turboshtein-0.0.4-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
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Release files / turboshtein-0.0.4-cp39-cp39-macosx_10_9_x86_64.whl
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Release files / turboshtein-0.0.4-cp38-cp38-win_amd64.whl
| Download URL | turboshtein-0.0.4-cp38-cp38-win_amd64.whl |
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Release files / turboshtein-0.0.4-cp38-cp38-win32.whl
| Download URL | turboshtein-0.0.4-cp38-cp38-win32.whl |
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Release files / turboshtein-0.0.4-cp38-cp38-musllinux_1_1_x86_64.whl
| Download URL | turboshtein-0.0.4-cp38-cp38-musllinux_1_1_x86_64.whl |
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| Size | 17.7 kB |
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Release files / turboshtein-0.0.4-cp38-cp38-musllinux_1_1_i686.whl
| Download URL | turboshtein-0.0.4-cp38-cp38-musllinux_1_1_i686.whl |
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Release files / turboshtein-0.0.4-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | turboshtein-0.0.4-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 / turboshtein-0.0.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | turboshtein-0.0.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
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Release files / turboshtein-0.0.4-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | turboshtein-0.0.4-cp38-cp38-macosx_10_9_x86_64.whl |
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Release files / turboshtein-0.0.4-cp37-cp37m-win_amd64.whl
| Download URL | turboshtein-0.0.4-cp37-cp37m-win_amd64.whl |
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| Size | 9.3 kB |
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twine/4.0.1 CPython/3.9.14
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Release files / turboshtein-0.0.4-cp37-cp37m-win32.whl
| Download URL | turboshtein-0.0.4-cp37-cp37m-win32.whl |
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| Size | 9.0 kB |
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Release files / turboshtein-0.0.4-cp37-cp37m-musllinux_1_1_x86_64.whl
| Download URL | turboshtein-0.0.4-cp37-cp37m-musllinux_1_1_x86_64.whl |
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| Size | 18.8 kB |
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Release files / turboshtein-0.0.4-cp37-cp37m-musllinux_1_1_i686.whl
| Download URL | turboshtein-0.0.4-cp37-cp37m-musllinux_1_1_i686.whl |
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| Size | 19.4 kB |
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Release files / turboshtein-0.0.4-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | turboshtein-0.0.4-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 / turboshtein-0.0.4-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | turboshtein-0.0.4-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
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Release files / turboshtein-0.0.4-cp37-cp37m-macosx_10_9_x86_64.whl
| Download URL | turboshtein-0.0.4-cp37-cp37m-macosx_10_9_x86_64.whl |
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| Size | 5.8 kB |
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Release files / turboshtein-0.0.4-cp36-cp36m-win_amd64.whl
| Download URL | turboshtein-0.0.4-cp36-cp36m-win_amd64.whl |
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| Size | 9.3 kB |
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twine/4.0.1 CPython/3.9.14
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Release files / turboshtein-0.0.4-cp36-cp36m-win32.whl
| Download URL | turboshtein-0.0.4-cp36-cp36m-win32.whl |
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| Size | 8.9 kB |
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Release files / turboshtein-0.0.4-cp36-cp36m-musllinux_1_1_x86_64.whl
| Download URL | turboshtein-0.0.4-cp36-cp36m-musllinux_1_1_x86_64.whl |
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| Size | 17.9 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-64 |
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twine/4.0.1 CPython/3.9.14
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Release files / turboshtein-0.0.4-cp36-cp36m-musllinux_1_1_i686.whl
| Download URL | turboshtein-0.0.4-cp36-cp36m-musllinux_1_1_i686.whl |
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| Size | 18.5 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-32 |
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Release files / turboshtein-0.0.4-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | turboshtein-0.0.4-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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twine/4.0.1 CPython/3.9.14
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Release files / turboshtein-0.0.4-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | turboshtein-0.0.4-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
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twine/4.0.1 CPython/3.9.14
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Release files / turboshtein-0.0.4-cp36-cp36m-macosx_10_9_x86_64.whl
| Download URL | turboshtein-0.0.4-cp36-cp36m-macosx_10_9_x86_64.whl |
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| Size | 5.9 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc macOS 10.9+ x86-64 |
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twine/4.0.1 CPython/3.9.14
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