BergamotTranslatorSharp

BergamotTranslatorSharp is a C# wrapper for Bergamot Translator. It allows .NET applications to use an offline machine translation engine.

| EN | JA |

Overview

Bergamot Translator is an offline translation engine. The official website is https://browser.mt/. This library wraps its functionality for use from C#.

Features

• Offline translation capability
• Multi-language support
• Fast processing
• Easy integration with .NET applications

Installation

Install from NuGet

Install-Package BergamotTranslatorSharp

Or:

dotnet add package BergamotTranslatorSharp

Requirements

• .NET 6.0 or later
• .NET Standard 2.1 or later
• Windows x64 or Linux x64

Usage

1. Download models

Download and extract models from Firefox Translations models.

git clone --depth 1 --branch main --single-branch https://github.com/mozilla/firefox-translations-models/
mkdir models
cp -rf firefox-translations-models/registry.json models
cp -rf firefox-translations-models/models/prod/* models
cp -rf firefox-translations-models/models/dev/* models
gunzip models/*/*

After extraction, choose the model directory for the translation direction you want to use. For example, use a deen model directory for German to English, or an enja model directory for English to Japanese.

2. Create a configuration file

Create a config.yml or config.txt file in the same directory as the model files.

Example for an English to Japanese model:

relative-paths: true
models:
- model.enja.intgemm.alphas.bin
vocabs:
- vocab.enja.spm
- vocab.enja.spm
shortlist:
- lex.50.50.enja.s2t.bin
- false
beam-size: 1
normalize: 1.0
word-penalty: 0
max-length-break: 128
mini-batch-words: 1024
workspace: 128
max-length-factor: 2.0
skip-cost: true
cpu-threads: 0
quiet: true
quiet-translation: true
gemm-precision: int8shiftAlphaAll

Notes:

• The file names in models, vocabs, and shortlist must match the files in the selected model directory.
• If the model file name contains alphas, use gemm-precision: int8shiftAlphaAll.
• Otherwise, use gemm-precision: int8shiftAll.
• When relative-paths: true is used, keep the configuration file and the model files together, or update the paths accordingly.

3. Translate text from C#

The current API uses BlockingService. Pass one or two configuration file paths to the constructor.

using BergamotTranslatorSharp;

var configPath = Path.Combine(
    AppDomain.CurrentDomain.BaseDirectory,
    "models",
    "enja",
    "config.txt");

using var service = new BlockingService(configPath);

var translated = service.Translate("Hello, world!");

Console.WriteLine(translated);

If you pass one configuration file path, BlockingService uses that model directly. If you pass two configuration file paths, the native service uses them as a pivot translation chain.

4. Run the managed sample

ManagedSample follows this argument format:

ManagedSample <config-paths>[..] <text>

All arguments except the last one are treated as configuration file paths. The last argument is treated as the source text.

Example:

dotnet run --project ManagedSample -- ./models/enja/config.txt "Hello, world!"

For pivot translation, pass two configuration files before the text:

dotnet run --project ManagedSample -- ./models/source-pivot/config.txt ./models/pivot-target/config.txt "Hello, world!"

Troubleshooting

Failed to create translator instance

This usually means the model could not be loaded. Check the following:

• The configuration file path is correct.
• The model, vocabulary, and shortlist files exist.
• The file names in the configuration file match the actual files.
• gemm-precision matches the model type.
• The native bergamot library can be loaded on your platform.

No translation or unexpected output

Check that the model direction matches the input language. For example, a deen model is intended for German to English input, while an enja model is intended for English to Japanese input.

License

This project is released under the MPL-2.0 license.

Contribution

Please report bugs and feature requests to the GitHub Issue Tracker. Pull requests are also welcome.

Acknowledgments

This project is based on browsermt/bergamot-translator.