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Offline neural machine translation library and GUI.

Project description

Argos Translate

Docs | Website | Video intro

Open-source offline translation library written in Python. Uses OpenNMT for translations, SentencePiece for tokenization, Stanza for sentence boundary detection, and PyQt for GUI. Designed to be used as either a Python library, command-line, or GUI application. LibreTranslate is an API and web-app built on top of Argos Translate.

Argos Translate supports installing model files which are a zip archive with an ".argosmodel" extension that contains an OpenNMT CTranslate2 model, a SentencePiece tokenization model, a Stanza tokenizer model for sentence boundary detection, and metadata about the model. Pretrained models can be downloaded here.

Argos Translate also manages automatically pivoting through intermediate languages to translate between languages that don't have a direct translation between them installed. For example, if you have a es ➔ en and en ➔ fr translation installed you are able to translate from es ➔ fr as if you had that translation installed. This allows for translating between a wide variety of languages at the cost of some loss of translation quality.

Models

Supported languages

Arabic, Chinese, Dutch, English, Finnish, French, German, Hindi, Hungarian, Indonesian, Irish, Italian, Japanese, Korean, Polish, Portuguese, Russian, Spanish, Swedish, Turkish, Ukranian, Vietnamese

Examples

Python

from argostranslate import package, translate
package.install_from_path('en_es.argosmodel')
installed_languages = translate.get_installed_languages()

>>> [str(lang) for lang in installed_languages]
>>> ['English', 'Spanish']

translation_en_es = installed_languages[0].get_translation(installed_languages[1])
translation_en_es.translate("Hello World!")

>>> '¡Hola Mundo!'

Command Line

argos-translate --from-lang en --to-lang es "Hello World"
Hola Mundo

echo "Text to translate" | argos-translate --from-lang en --to-lang es
Texto para traducir

LibreTranslate Web App (Demo)

Web App Screenshot

LibreTranslate API

const res = await fetch("https://libretranslate.com/translate", {
	method: "POST",
	body: JSON.stringify({
		q: "Hello!",
		source: "en",
		target: "es"
	}),
	headers: {
		"Content-Type": "application/json"}
	});

console.log(await res.json());

{
    "translatedText": "¡Hola!"
}

GUI

Screenshot Screenshot2

HTML Translation

The translate-html library is built on top of Argos Translate and Beautiful Soup and parses and translates HTML. The LibreTranslate API also has support for translating HTML.

Installation

Install from PyPI

Argos Translate is available from PyPI and can be installed with pip.

python3 -m pip install --upgrade pip
python3 -m pip install argostranslate

macOS

Argos Translate macOS Screenshot

Install from Snap Store

Argos Translate is available from the Snap Store and auto installs a content snap to support translation between Arabic, Chinese, English, French, Russian, and Spanish. Additional languages can be installed from supplementary content snaps.

With snapd installed:

sudo snap install argos-translate

Get it from the Snap Store

Automatically installs and connects to argos-translate-base-langs snap to support translations between Arabic, Chinese, English, French, Russian, and Spanish.

Additional languages can be installed from *.argosmodel files or from supplementary content snaps:

  • argos-translate-de-en - German - English
  • argos-translate-en-it - English - Italian
  • argos-translate-en-pt - English - Portuguese

To connect automatically: sudo snap connect argos-translate:argos-packages argos-translate-en-it:argos-packages

To run command line interface on Snapcraft:

argos-translate.cli --help

Installation for Windows

CTranslate2, the inference engine for Argos Translate, currently only distributes binaries for Linux and MacOS so to install Argos Translate on Windows you will need to build CTranslate2 from source.

Python source installation

Dependencies

Requires Python3, pip (which should come with Python3), and optionally virtualenv to keep Argos Translate's dependencies separate from other Python programs you have installed.

Python Installation Instructions

On Ubuntu:

sudo apt-get update
sudo apt-get install -y python3

Install

  1. Download a copy of this repo (this requires either installing git or downloading a zip from GitHub):
git clone https://github.com/argosopentech/argos-translate.git
cd argos-translate
  1. Make a virtual environment to install into (optional):
python3 -m pip install --upgrade virtualenv # If virtualenv not already installed
virtualenv env
source env/bin/activate
  1. Install this package with pip:
python3 -m pip install --upgrade pip
python3 -m pip install .

GPU Acceleration

To enable GPU support, you need to set the ARGOS_DEVICE_TYPE env variable to cuda or auto.

$ ARGOS_DEVICE_TYPE=cuda argos-translate --from-lang en --to-lang es "Hello World"
Hola Mundo

The above env variable instructs CTranslate2 to use cuda. if you encounter any issues with GPU, please consider reading CTranslate2 documentation.

Build and install snap package

  1. Install snapd if it isn't already installed.
  2. Using snapd install snapcraft and its dependency multipass:
sudo snap install multipass
sudo snap install snapcraft
  1. Clone this repo:
git clone https://github.com/argosopentech/argos-translate.git
cd argos-translate
  1. From the root directory of this project build the snap package:
SNAPCRAFT_BUILD_ENVIRONMENT_MEMORY=4G snapcraft

Any unzipped package files in package/ will be automatically included in the snap archive (and won't be able to be deleted by users of the snap).

Note, the build won't run with Snapcraft's default build memory of 2GB so you need to set the SNAPCRAFT_BUILD_ENVIRONMENT environment variable. More on Snapcraft forum.

  1. Install the snap package:
sudo snap install --devmode argos-translate_<version information>.snap

Run Argos Translate!

argos-translate
argos-translate-gui

When installing with snap a .desktop file should also be installed which will make Argos Translate available from the desktop menu.

Uninstall

If you want to uninstall Argos Translate, you may choose the applicable method.

Uninstall PYPI/pip package

If you installed Argos Translate via pip you can uninstall it using

python3 -m pip uninstall argostranslate

You may choose to also delete temporary and cached files:

rm -r ~/.local/cache/argos-translate
rm -r ~/.local/share/argos-translate

Uninstall Snap

The following command will uninstall the snap package.

sudo snap remove argos-translate argos-translate-base-langs

If you installed additional language packs, you might want to remove them as well, e.g.

sudo snap remove argos-translate-de-en

Contributing

Awesome Humane Tech

Contributions are welcome! Available issues are on the GitHub issues page.

Support

For support use GitHub Issues, Github Discussions, or the LibreTranslate Forum.

Custom models

Custom models trained on your own data are available for $1000/each (negotiable).

Donations

If you find this software useful donations are appreciated.

  • GitHub Sponsor
  • PayPal
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Paid supporters receive priority support.

License

Dual licensed under either the MIT License or CC0.

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