SPDX-FileCopyrightText: 2024-2026 PyThaiNLP Project SPDX-License-Identifier: Apache-2.0
nlpO3 Python binding
Python binding for nlpO3, a Thai natural language processing library written in Rust.
To install:
pip install nlpo3
Table of Contents
Features
- Thai word tokenizer
segment()- use maximal-matching dictionary-based tokenization algorithm and honor Thai Character Cluster boundaries- 2.5x faster than similar pure Python implementation (PyThaiNLP's newmm)
load_dict()- load a dictionary from a plain text file (one word per line)
Use
Load a dictionary file and assign it a name (for example, dict_name).
Then tokenize text using the named dictionary:
from nlpo3 import load_dict, segment
load_dict("path/to/dict.file", "dict_name")
segment("สวัสดีครับ", "dict_name")
The function returns a list of strings, for example:
['สวัสดี', 'ครับ']
The result depends on the words included in the dictionary.
Use multithread mode using the dict_name dictionary:
segment("สวัสดีครับ", dict_name="dict_name", parallel=True)
Use safe mode to avoid long run times for inputs with many ambiguous word boundaries:
segment("สวัสดีครับ", dict_name="dict_name", safe=True)
Dictionary
- To keep the library small, nlpO3 does not include a dictionary. Users must provide a dictionary when using the dictionary-based tokenizer.
- For tokenization dictionaries, try
- words_th.txt from PyThaiNLP
- ~62,000 words
- CC0-1.0
- word break dictionary from libthai
- consists of dictionaries in different categories, with a make script
- LGPL-2.1
- words_th.txt from PyThaiNLP
Build
Requirements
- Rust 2018 Edition
- Python 3.7 or newer (PyO3's minimum supported version)
- Python Development Headers
- Ubuntu:
sudo apt-get install python3-dev - macOS: No action needed
- Ubuntu:
- PyO3 - already included in
Cargo.toml - setuptools-rust
Steps
python -m pip install --upgrade build
python -m build
This should generate a wheel file, in dist/ directory,
which can be installed by pip.
To install a wheel from a local directory:
pip install dist/nlpo3-1.3.1-cp311-cp311-macosx_12_0_x86_64.whl
Test
To run a Python unit test:
cd tests
python -m unittest
Issues
Please report issues at https://github.com/PyThaiNLP/nlpo3/issues
License
nlpO3 Python binding is copyrighted by its authors and licensed under terms of the Apache Software License 2.0 (Apache-2.0). See file LICENSE for details.
Binary wheels
Pre-built binary packages for CPython, GraalPy, and PyPy are available on PyPI for the platforms listed below. Versions with a "t" suffix indicate CPython with free threading.
| Python | OS | Architecture | Binary wheel |
|---|---|---|---|
| 3.14 | Windows | x86 | ✓ |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| musllinux | x86_64 | ✓ | |
| 3.14t | Windows | x86 | ✓ |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| musllinux | x86_64 | ✓ | |
| 3.13 | Windows | x86 | ✓ |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| musllinux | x86_64 | ✓ | |
| 3.12 | Windows | x86 | ✓ |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| musllinux | x86_64 | ✓ | |
| 3.11 | Windows | x86 | ✓ |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| musllinux | x86_64 | ✓ | |
| 3.10 | Windows | x86 | ✓ |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| musllinux | x86_64 | ✓ | |
| 3.9 | Windows | x86 | ✓ |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| musllinux | x86_64 | ✓ | |
| 3.8 | Windows | x86 | ✓ (v1.3.1) |
| AMD64 | ✓ (v1.3.1) | ||
| macOS | x86_64 | ✓ (v1.3.1) | |
| arm64 | ✓ (v1.3.1) | ||
| manylinux | x86_64 | ✓ (v1.3.1) | |
| i686 | ✓ (v1.3.1) | ||
| musllinux | x86_64 | ✓ (v1.3.1) | |
| 3.7 | Windows | x86 | ✓ (v1.3.1) |
| AMD64 | ✓ (v1.3.1) | ||
| macOS | x86_64 | ✓ (v1.3.1) | |
| arm64 | |||
| manylinux | x86_64 | ✓ (v1.3.1) | |
| i686 | ✓ (v1.3.1) | ||
| musllinux | x86_64 | ✓ (v1.3.1) | |
| GraalPy 3.12 | Windows | x86 | |
| AMD64 | |||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | |||
| GraalPy 3.11 | Windows | x86 | |
| AMD64 | |||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | |||
| PyPy 3.11 | Windows | x86 | |
| AMD64 | ✓ | ||
| macOS | x86_64 | ✓ | |
| arm64 | ✓ | ||
| manylinux | x86_64 | ✓ | |
| i686 | ✓ | ||
| PyPy 3.10 | Windows | x86 | |
| AMD64 | ✓ (v1.3.1) | ||
| macOS | x86_64 | ✓ (v1.3.1) | |
| arm64 | ✓ (v1.3.1) | ||
| manylinux | x86_64 | ✓ (v1.3.1) | |
| i686 | ✓ (v1.3.1) | ||
| PyPy 3.9 | Windows | x86 | |
| AMD64 | ✓ (v1.3.1) | ||
| macOS | x86_64 | ✓ (v1.3.1) | |
| arm64 | ✓ (v1.3.1) | ||
| manylinux | x86_64 | ✓ (v1.3.1) | |
| i686 | ✓ (v1.3.1) | ||
| PyPy 3.8 | Windows | x86 | |
| AMD64 | ✓ (v1.3.1) | ||
| macOS | x86_64 | ✓ (v1.3.1) | |
| arm64 | ✓ (v1.3.1) | ||
| manylinux | x86_64 | ✓ (v1.3.1) | |
| i686 | ✓ (v1.3.1) | ||
| PyPy 3.7 | Windows | x86 | |
| AMD64 | ✓ (v1.3.1) | ||
| macOS | x86_64 | ✓ (v1.3.1) | |
| arm64 | |||
| manylinux | x86_64 | ✓ (v1.3.1) | |
| i686 | ✓ (v1.3.1) |
Metadata
Release files for nlpo3 1.4.0
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 | Actions |
|---|---|---|---|---|
| nlpo3-1.4.0.tar.gz | 11.2 kB | Without provenance | Details for nlpo3-1.4.0.tar.gz |
Built distributions (wheels)
Total release size: 69.8 MB
Release files / nlpo3-1.4.0.tar.gz
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Release files / nlpo3-1.4.0-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl
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Release files / nlpo3-1.4.0-pp311-pypy311_pp73-manylinux_2_28_i686.whl
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Release files / nlpo3-1.4.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl
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Release files / nlpo3-1.4.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl
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Release files / nlpo3-1.4.0-graalpy312-graalpy250_312_native-manylinux_2_28_x86_64.whl
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Release files / nlpo3-1.4.0-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl
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Release files / nlpo3-1.4.0-graalpy311-graalpy242_311_native-manylinux_2_28_x86_64.whl
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Release files / nlpo3-1.4.0-cp314-cp314t-win_amd64.whl
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| Tags | CPython 3.14 CPython 3.14 free-threading Windows x86-64 |
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Release files / nlpo3-1.4.0-cp314-cp314t-win32.whl
| Download URL | nlpo3-1.4.0-cp314-cp314t-win32.whl |
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| Download URL | nlpo3-1.4.0-cp314-cp314t-manylinux_2_28_x86_64.whl |
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twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp314-cp314-win_amd64.whl
| Download URL | nlpo3-1.4.0-cp314-cp314-win_amd64.whl |
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BLAKE2b-256 checksum How to use checksums |
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No |
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twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp314-cp314-win32.whl
| Download URL | nlpo3-1.4.0-cp314-cp314-win32.whl |
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| Size | 915.6 kB |
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No |
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twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | nlpo3-1.4.0-cp314-cp314-musllinux_1_2_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
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No |
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twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp314-cp314-manylinux_2_28_x86_64.whl
| Download URL | nlpo3-1.4.0-cp314-cp314-manylinux_2_28_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ x86-64 |
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No |
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twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp314-cp314-manylinux_2_28_i686.whl
| Download URL | nlpo3-1.4.0-cp314-cp314-manylinux_2_28_i686.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ x86-32 |
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No |
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twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | nlpo3-1.4.0-cp314-cp314-macosx_11_0_arm64.whl |
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| Size | 1.1 MB |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | nlpo3-1.4.0-cp314-cp314-macosx_10_15_x86_64.whl |
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| Size | 1.2 MB |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp313-cp313-win_amd64.whl
| Download URL | nlpo3-1.4.0-cp313-cp313-win_amd64.whl |
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| Size | 957.1 kB |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp313-cp313-win32.whl
| Download URL | nlpo3-1.4.0-cp313-cp313-win32.whl |
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| Size | 874.3 kB |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | nlpo3-1.4.0-cp313-cp313-musllinux_1_2_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp313-cp313-manylinux_2_28_x86_64.whl
| Download URL | nlpo3-1.4.0-cp313-cp313-manylinux_2_28_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp313-cp313-manylinux_2_28_i686.whl
| Download URL | nlpo3-1.4.0-cp313-cp313-manylinux_2_28_i686.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ x86-32 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | nlpo3-1.4.0-cp313-cp313-macosx_11_0_arm64.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | nlpo3-1.4.0-cp313-cp313-macosx_10_13_x86_64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp312-cp312-win_amd64.whl
| Download URL | nlpo3-1.4.0-cp312-cp312-win_amd64.whl |
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| Size | 957.3 kB |
| Tags | CPython 3.12 Windows x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp312-cp312-win32.whl
| Download URL | nlpo3-1.4.0-cp312-cp312-win32.whl |
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| Size | 874.4 kB |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | nlpo3-1.4.0-cp312-cp312-musllinux_1_2_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp312-cp312-manylinux_2_28_x86_64.whl
| Download URL | nlpo3-1.4.0-cp312-cp312-manylinux_2_28_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp312-cp312-manylinux_2_28_i686.whl
| Download URL | nlpo3-1.4.0-cp312-cp312-manylinux_2_28_i686.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | nlpo3-1.4.0-cp312-cp312-macosx_11_0_arm64.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | nlpo3-1.4.0-cp312-cp312-macosx_10_13_x86_64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp311-cp311-win_amd64.whl
| Download URL | nlpo3-1.4.0-cp311-cp311-win_amd64.whl |
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| Size | 958.4 kB |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp311-cp311-win32.whl
| Download URL | nlpo3-1.4.0-cp311-cp311-win32.whl |
|---|---|
| Size | 875.5 kB |
| Tags | CPython 3.11 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | nlpo3-1.4.0-cp311-cp311-musllinux_1_2_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp311-cp311-manylinux_2_28_x86_64.whl
| Download URL | nlpo3-1.4.0-cp311-cp311-manylinux_2_28_x86_64.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp311-cp311-manylinux_2_28_i686.whl
| Download URL | nlpo3-1.4.0-cp311-cp311-manylinux_2_28_i686.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | nlpo3-1.4.0-cp311-cp311-macosx_11_0_arm64.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | nlpo3-1.4.0-cp311-cp311-macosx_10_12_x86_64.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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Release files / nlpo3-1.4.0-cp310-cp310-win32.whl
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Release files / nlpo3-1.4.0-cp310-cp310-musllinux_1_2_x86_64.whl
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Release files / nlpo3-1.4.0-cp310-cp310-manylinux_2_28_x86_64.whl
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Release files / nlpo3-1.4.0-cp310-cp310-manylinux_2_28_i686.whl
| Download URL | nlpo3-1.4.0-cp310-cp310-manylinux_2_28_i686.whl |
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Release files / nlpo3-1.4.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | nlpo3-1.4.0-cp310-cp310-macosx_11_0_arm64.whl |
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Release files / nlpo3-1.4.0-cp310-cp310-macosx_10_12_x86_64.whl
| Download URL | nlpo3-1.4.0-cp310-cp310-macosx_10_12_x86_64.whl |
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No |
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twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp39-cp39-win_amd64.whl
| Download URL | nlpo3-1.4.0-cp39-cp39-win_amd64.whl |
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| Size | 958.0 kB |
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No |
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Release files / nlpo3-1.4.0-cp39-cp39-win32.whl
| Download URL | nlpo3-1.4.0-cp39-cp39-win32.whl |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | nlpo3-1.4.0-cp39-cp39-musllinux_1_2_x86_64.whl |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp39-cp39-manylinux_2_28_x86_64.whl
| Download URL | nlpo3-1.4.0-cp39-cp39-manylinux_2_28_x86_64.whl |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp39-cp39-manylinux_2_28_i686.whl
| Download URL | nlpo3-1.4.0-cp39-cp39-manylinux_2_28_i686.whl |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / nlpo3-1.4.0-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | nlpo3-1.4.0-cp39-cp39-macosx_11_0_arm64.whl |
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No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / nlpo3-1.4.0-cp39-cp39-macosx_10_12_x86_64.whl
| Download URL | nlpo3-1.4.0-cp39-cp39-macosx_10_12_x86_64.whl |
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| Size | 1.2 MB |
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| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Security for nlpo3 1.4.0
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