example workflow

Arabic Natural Language Toolkit (ANLTK)

ANLTK is a set of Arabic natural language processing tools. developed with focus on simplicity and 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 downloaded.
C++ Compiler that supports c++17.
Python3, meson, ninja
Task (optional, for simplified build commands)

Building C++ Library

git clone https://github.com/Abdullah-AlAttar/anltk.git
cd anltk/

# Using taskfile (recommended)
task configure
task build
task test

# Or manually with meson
meson build --buildtype=release -Dbuild_tests=false
cd build
ninja

Building Python Bindings

# Complete setup (creates venv, installs deps, builds package)
task py:setup

# Or step by step:
task py:venv              # Create virtual environment
task py:deps              # Install build dependencies
task py:install           # Install in development mode

# Test the installation
task py:test              # Run quick tests

# Build wheel for distribution
task py:wheel             # Build wheel package

# Clean build artifacts
task clean                # Clean all build artifacts

Manual Python Build (without taskfile)

python3 -m venv .venv
.venv/bin/pip install --upgrade pip meson-python build pybind11 ninja patchelf
.venv/bin/pip install -e .

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

Metadata

Release files for anltk 1.0.8

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 anltk 1.0.8
File	Interpreter	ABI	Platform	Reset
anltk-1.0.8-cp314-cp314-win_amd64.whl 1.2 MB Nov 9, 2025 Without provenance	CPython 3.14	CPython 3.14	Windows x86-64	Details
anltk-1.0.8-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 277.0 kB Nov 9, 2025 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
anltk-1.0.8-cp314-cp314-macosx_10_15_x86_64.whl 256.7 kB Nov 9, 2025 Without provenance	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
anltk-1.0.8-cp313-cp313-win_amd64.whl 1.2 MB Nov 9, 2025 Without provenance	CPython 3.13	CPython 3.13	Windows x86-64	Details
anltk-1.0.8-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 276.5 kB Nov 9, 2025 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
anltk-1.0.8-cp313-cp313-macosx_10_13_x86_64.whl 257.8 kB Nov 9, 2025 Without provenance	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
anltk-1.0.8-cp312-cp312-win_amd64.whl 1.2 MB Nov 9, 2025 Without provenance	CPython 3.12	CPython 3.12	Windows x86-64	Details
anltk-1.0.8-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 277.0 kB Nov 9, 2025 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
anltk-1.0.8-cp312-cp312-macosx_10_13_x86_64.whl 257.8 kB Nov 9, 2025 Without provenance	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
anltk-1.0.8-cp311-cp311-win_amd64.whl 1.2 MB Nov 9, 2025 Without provenance	CPython 3.11	CPython 3.11	Windows x86-64	Details
anltk-1.0.8-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 275.6 kB Nov 9, 2025 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
anltk-1.0.8-cp311-cp311-macosx_10_9_x86_64.whl 252.9 kB Nov 9, 2025 Without provenance	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
anltk-1.0.8-cp310-cp310-win_amd64.whl 1.2 MB Nov 9, 2025 Without provenance	CPython 3.10	CPython 3.10	Windows x86-64	Details
anltk-1.0.8-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 274.1 kB Nov 9, 2025 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
anltk-1.0.8-cp310-cp310-macosx_10_9_x86_64.whl 251.3 kB Nov 9, 2025 Without provenance	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
anltk-1.0.8-cp39-cp39-win_amd64.whl 1.2 MB Nov 9, 2025 Without provenance	CPython 3.9	CPython 3.9	Windows x86-64	Details
anltk-1.0.8-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 274.2 kB Nov 9, 2025 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
anltk-1.0.8-cp39-cp39-macosx_10_9_x86_64.whl 251.5 kB Nov 9, 2025 Without provenance	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
anltk-1.0.8-cp38-cp38-win_amd64.whl 1.2 MB Nov 9, 2025 Without provenance	CPython 3.8	CPython 3.8	Windows x86-64	Details
anltk-1.0.8-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 274.9 kB Nov 9, 2025 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
anltk-1.0.8-cp38-cp38-macosx_10_9_x86_64.whl 251.7 kB Nov 9, 2025 Without provenance	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details

Total release size: 12.1 MB

Release files / anltk-1.0.8-cp314-cp314-win_amd64.whl

Download URL	anltk-1.0.8-cp314-cp314-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`661563b6096fd085afbed55fca86a6562479c3f56e3deb2bbd8e4a08c602ab49`
BLAKE2b-256 checksum How to use checksums	`ab718953baebb8a03a334a6b36e0bb8f24c8befeacadcfb1d6f92770b410da87`
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Release files / anltk-1.0.8-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	anltk-1.0.8-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	277.0 kB
Tags	CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`a919b1b4ef0815b04c01e9f85631d6d52091c923c215810be2734529b614701f`
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Release files / anltk-1.0.8-cp314-cp314-macosx_10_15_x86_64.whl

Download URL	anltk-1.0.8-cp314-cp314-macosx_10_15_x86_64.whl
Size	256.7 kB
Tags	CPython 3.14 macOS 10.15+ x86-64
SHA-256 checksum How to use checksums	`55072bd48f9e4230e246d80c46b5768bd28e4c611ea7823a2f937a8d8e27d956`
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Release files / anltk-1.0.8-cp313-cp313-win_amd64.whl

Download URL	anltk-1.0.8-cp313-cp313-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`4c7e5f68ba5ad2bb1e99e63c6506faf2145ed52f2296d7a26d859daab633ee55`
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Release files / anltk-1.0.8-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	anltk-1.0.8-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	276.5 kB
Tags	CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`c8885a2348b18bb8cfa834d6b77f054ebb9d9a771ea7393793d950b8d3a6e35c`
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Release files / anltk-1.0.8-cp313-cp313-macosx_10_13_x86_64.whl

Download URL	anltk-1.0.8-cp313-cp313-macosx_10_13_x86_64.whl
Size	257.8 kB
Tags	CPython 3.13 macOS 10.13+ x86-64
SHA-256 checksum How to use checksums	`29a7d69305c2252a2442e644a85e212e0aa21326a81b50ec4c8d374f65ca6fc2`
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Release files / anltk-1.0.8-cp312-cp312-win_amd64.whl

Download URL	anltk-1.0.8-cp312-cp312-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`f02fb704956a70dcfac9cb2ed23fa0569c0e4db163e5c2b86e78ee427dfd3b75`
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Release files / anltk-1.0.8-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	anltk-1.0.8-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	277.0 kB
Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`6ebf6b45d8c435c91cf4d9c3851e89cf2c14827d14a72e58fca4a1cecb4284c5`
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Release files / anltk-1.0.8-cp312-cp312-macosx_10_13_x86_64.whl

Download URL	anltk-1.0.8-cp312-cp312-macosx_10_13_x86_64.whl
Size	257.8 kB
Tags	CPython 3.12 macOS 10.13+ x86-64
SHA-256 checksum How to use checksums	`39743e8cff0823d856fcb9b5255fa0dcffed9c4eff91e507bc63fd16dc5a0050`
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Release files / anltk-1.0.8-cp311-cp311-win_amd64.whl

Download URL	anltk-1.0.8-cp311-cp311-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`0bf05c32fda9b8ef72fecec6de483e34eab934f593792601a4813fc759c5a0f8`
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Release files / anltk-1.0.8-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	anltk-1.0.8-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	275.6 kB
Tags	CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`8385adfe365cdfd53b4808b9743a85ecbff56fdf614e52231b77d3ea3ff6b57c`
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Release files / anltk-1.0.8-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	anltk-1.0.8-cp311-cp311-macosx_10_9_x86_64.whl
Size	252.9 kB
Tags	CPython 3.11 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`6ed7ebb4c9b86251be69e58e3f2f35e27477ac6a8d5ba58f06e023ca2124f645`
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Release files / anltk-1.0.8-cp310-cp310-win_amd64.whl

Download URL	anltk-1.0.8-cp310-cp310-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`be502b1db75d96817572891bdde663ed6e26dafee9e77b5658b1a6deae46f6ba`
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Release files / anltk-1.0.8-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	anltk-1.0.8-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	274.1 kB
Tags	CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`5f6d6caa92ea8d2062719d13b2f515bef169b8f6a706fc38c47d00a42195a6a3`
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Release files / anltk-1.0.8-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	anltk-1.0.8-cp310-cp310-macosx_10_9_x86_64.whl
Size	251.3 kB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`b1b2c7b01da6d6244a9fde5bb5642aadd454a3e0510d8a9bd03482af85fd379f`
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Release files / anltk-1.0.8-cp39-cp39-win_amd64.whl

Download URL	anltk-1.0.8-cp39-cp39-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.9 Windows x86-64
SHA-256 checksum How to use checksums	`db715c27aa99d190f9457f4f3dac89a439f97751e90936de1b5b30fcf6a94c1d`
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Release files / anltk-1.0.8-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	anltk-1.0.8-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	274.2 kB
Tags	CPython 3.9 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`7087a0847fc77c2db8cea95f93fb72b245da7fb2caf4257dd271ae27d93c187e`
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Release files / anltk-1.0.8-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	anltk-1.0.8-cp39-cp39-macosx_10_9_x86_64.whl
Size	251.5 kB
Tags	CPython 3.9 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`570bd76078c6c059eb52be3f76864982d2baabfbed0ac030a7c1ccfdef160eac`
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Release files / anltk-1.0.8-cp38-cp38-win_amd64.whl

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Size	1.2 MB
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Uploaded via	`twine/6.2.0 CPython/3.14.0`

Release files / anltk-1.0.8-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	anltk-1.0.8-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	274.9 kB
Tags	CPython 3.8 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`36929c2637f938a81285d790bba901a62ff469b1eca61cd31a527b91a5c62329`
BLAKE2b-256 checksum How to use checksums	`ae509f3822c82d9e4e1ef7ffb523c5178e662013d833eaa734e3be2e8e352abb`
Upload date	Nov 9, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.2.0 CPython/3.14.0`

Release files / anltk-1.0.8-cp38-cp38-macosx_10_9_x86_64.whl

Download URL	anltk-1.0.8-cp38-cp38-macosx_10_9_x86_64.whl
Size	251.7 kB
Tags	CPython 3.8 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`9576300c09487572618855c95cef981d38a3f489cd9e10c5ba636b92f37f902c`
BLAKE2b-256 checksum How to use checksums	`57455c52b8d3a0025ccfea70540ff84dbd671e1c94b027331203908f8a140417`
Upload date	Nov 9, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.2.0 CPython/3.14.0`

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