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Arabic language processing toolkit

Project description

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Arabic Natural Language Toolkit (ANLTK)

ANLTK is a set of Arabic natural language processing tools. developed with focus on performance.

ANLTK is a C++ library, with python bindings.

Installation

for python :

pip install anltk

Building

Note: Currently only tested on Linux, prebuilt python wheels are available for Linux, Windows, Macos on pypi

Dependencies:

  • utfcpp, automatically downloaded.
  • utf8proc, automatically downlaoded.
  • C++ Compiler that supports c++17.
  • Python3, meson, ninja
pip install meson
pip install ninja
git clone https://github.com/Abdullah-AlAttar/anltk.git \
    && cd anltk/ \
    && meson build --buildtype=release -Dbuild_tests=false \
    && cd build \
    && ninja \
    && cd ../ \
    && python3 setup.py install

Usage Examples:

C++ API :

#include "anltk/anltk.hpp"
#include <iostream>
#include <string>

int main()
{

    std::string ar_text = "أبجد هوز حطي كلمن سعفص قرشت ثخذ ضظغ";

    std::cout << anltk::transliterate(ar_text, anltk::CharMapping::AR2BW) << '\n';
    // >bjd hwz HTy klmn sEfS qr$t vx* DZg

    std::string text = "فَرَاشَةٌ مُلَوَّنَةٌ تَطِيْرُ في البُسْتَانِ، حُلْوَةٌ مُهَنْدَمَةٌ تُدْهِشُ الإِنْسَانَ.";

    std::cout << anltk::remove_tashkeel(text) << '\n';
    // فراشة ملونة تطير في البستان، حلوة مهندمة تدهش الإنسان.

    // Third paramters is a stop_list, charactres in this list won't be removed
    std::cout << anltk::remove_non_alpha(text, " ") << '\n';
    // فراشة ملونة تطير في البستان حلوة مهندمة تدهش الإنسان

    anltk::TafqitOptions opts;
    std::cout<< anltk::tafqit(15000120, opts) <<'\n';
    // خمسة عشر مليونًا ومائة وعشرون
}

Python API

import anltk


ar = "أبجد هوز حطي كلمن سعفص قرشت ثخذ ضظغ"
bw = anltk.transliterate(ar, anltk.AR2BW)
print(bw)
# >bjd hwz HTy klmn sEfS qr$t vx* DZg

print(anltk.remove_tashkeel("فَرَاشَةٌ مُلَوَّنَةٌ تَطِيْرُ في البُسْتَانِ، حُلْوَةٌ مُهَنْدَمَةٌ تُدْهِشُ الإِنْسَانَ."))

# فراشة ملونة تطير في البستان، حلوة مهندمة تدهش الإنسان.

print(anltk.tafqit(15000120))
# خمسة عشر مليونًا ومائة وعشرون

For list of features see Features.md

Benchmarks

Processing a file containing 500000 Line, 6787731 Word, 112704541 Character. the task is to remove diacritics / transliterate to buckwalter

Buckwatler transliteration

Method Time
anltk python-api 1.379 seconds
python camel_tools 11.46 seconds

Remove Diacritics

Method Time
anltk python-api 0.989 seconds
python camel_tools 4.892 seconds

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