python-crfsuite

Python binding for CRFsuite

Project description

https://github.com/scrapinghub/python-crfsuite/actions/workflows/tests.yml/badge.svg

python-crfsuite is a python binding to CRFsuite.

Installation

Using pip:

pip install python-crfsuite

Using conda:

conda install -c conda-forge python-crfsuite

Usage

See docs and an example.

Contributing

Source code: https://github.com/scrapinghub/python-crfsuite
Issue tracker: https://github.com/scrapinghub/python-crfsuite/issues

Feel free to submit ideas, bugs reports, pull requests or regular patches.

In order to run tests, install Cython (> 0.24.1) and tox, then type

./update_cpp.sh; tox

from the source checkout.

Please don’t commit generated cpp files in the same commit as other files.

Authors and Contributors

Original authors are Terry Peng <pengtaoo@gmail.com> and Mikhail Korobov <kmike84@gmail.com>. Many other people contributed; some of them can be found at github Contributors page.

Bundled CRFSuite C/C++ library is by Naoaki Okazaki & contributors.

License

python-crfsuite is licensed under MIT license. CRFsuite library is licensed under BSD license.

Alternatives

https://github.com/chokkan/crfsuite/tree/master/swig/python - official Python wrapper, exposes C++ API using SWIG.
https://github.com/jakevdp/pyCRFsuite - uses C API instead of C++ API; allows to use scipy sparse matrices as an input. At the time of writing it is unmaintained.
https://github.com/bosondata/crfsuite-rs - uses a Rust wrapper with CFFI instead of C++ API; allows to tag with GIL released for better performance.

This package (python-crfsuite) wraps CRFsuite C++ API using Cython. It is faster than official SWIG wrapper and has a simpler codebase than a more advanced pyCRFsuite. python-crfsuite works in Python 2 and Python 3, doesn’t have external dependencies (CRFsuite is bundled, numpy/scipy stack is not needed) and workarounds some of the issues with C++ CRFsuite library.

Project details

Release history Release notifications | RSS feed

0.9.12

Dec 23, 2025

0.9.11

Oct 2, 2024

0.9.10

Dec 19, 2023

This version

0.9.9

Feb 1, 2023

0.9.8

Mar 23, 2022

0.9.7

Mar 14, 2020

0.9.6

Aug 1, 2018

0.9.5

Sep 4, 2017

0.9.4

Sep 4, 2017

0.9.2

May 3, 2017

0.9.1

Dec 19, 2016

0.9

Dec 7, 2016

0.8.4

Nov 25, 2015

0.8.3

Apr 24, 2015

0.8.2

Feb 4, 2015

0.8.1

Oct 10, 2014

0.8

Oct 10, 2014

0.7

Aug 10, 2014

0.6.1

Jun 5, 2014

0.6

May 28, 2014

0.5

May 26, 2014

0.4.1

May 18, 2014

0.4

May 15, 2014

0.3

May 14, 2014

0.2

May 13, 2014

0.1

Apr 30, 2014

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python-crfsuite 0.9.9

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MD5	`8865488c529ad347fa95883b46ce707f`
BLAKE2b-256	`bbcc3ec998200bdb7b6d08d13257358cb0f2c1c56cb05ced31b5711d2fe6dbfa`

Algorithm	Hash digest
SHA256	`92b1f5049eb2a53826f702afaff6ff44c749e69af5a4d9bfad901802992cb57b`
MD5	`9e0a8d34df6427cc68b32897d78029aa`
BLAKE2b-256	`53e1b65d8ef8c71fa9e832396708180d3afaae0182cc1dccdce7ef73030bf1f7`

Algorithm	Hash digest
SHA256	`ce6c13779bfbcf96b2407f8fa8956b2ef17487a18220d9d3b9148b791872cfa2`
MD5	`deb8ae9bf1aea697500e796d62b08684`
BLAKE2b-256	`7acfc59a710314485cab163ad54ab085365697408973036fb6cf7b4947adb385`

Algorithm	Hash digest
SHA256	`cd97cb24a273bb9abcd50974c020322838b5d910eccd663e9610aab150557cc3`
MD5	`f4348f2794953195936dfe843b72b9c0`
BLAKE2b-256	`067f74f646496f584b8e68389d4d2fd66f8e9ef63fe41e91bfbff4c99cbb8822`

Algorithm	Hash digest
SHA256	`bbf887f0bf4ebfdc5fdf5de36ff06f50d58e49ae95ae74b0028e267360155605`
MD5	`fc191b84e5d6ab0e93fb42d7e152e4cb`
BLAKE2b-256	`90534777ebc502e6dc668a058b4a91505aa5e4de72aee57fbf456cbacfc62c4a`

Algorithm	Hash digest
SHA256	`7d32c2992adac6607d391232d3859f67d989510ce2d7f6cc04692e7c7ecbded1`
MD5	`71bf9a687fa7cacb137825cadb6bd1f5`
BLAKE2b-256	`77e9b11a1bf8b945b77c838fe6dd9815aedc7c0517f7d8dbffd9fd9c2006e463`

Algorithm	Hash digest
SHA256	`a1333e9019f23521aa90c68aa3f80f6f42945df427a350577d61c67b767597bc`
MD5	`30bbe071713743949acc74d5752a65f5`
BLAKE2b-256	`bd11d6f09acba0f9f5db47d08b8b7d06e7136c69847ca1a9dce56e7ea0ae76d4`

Algorithm	Hash digest
SHA256	`4a8471b32b9f25750b0fd305ed3859a87b017870da07eea51ecb1130f433cc1e`
MD5	`e31f0d59ede11555a8777d713e332010`
BLAKE2b-256	`fab628927f055f6c5ffbe3abbec907d1413c0821038edf31bc68d90c81420a97`