Firefox Translations Models

CPU-accelerated neural machine translation models optimized for the Firefox browser's translation feature.

CommonProductProductivityTranslationMachine Learning

Firefox Translations Models is a set of CPU-optimized neural machine translation models developed by Mozilla, designed for the translation feature of the Firefox browser. The model provides fast and accurate translation services, supporting multiple language pairs, through efficient CPU acceleration technology. Its main advantages include high performance, low latency, and support for multiple languages. This model is the core technology of the Firefox browser's translation function, providing users with a seamless web translation experience.

Supports translation of multiple language pairs
including both English-to-other languages and other languages-to-English.
Uses CPU optimization technology to ensure fast operation on various devices without relying on GPU acceleration.
Manages and updates model files conveniently through Git LFS.
Automatic quality assessment function
using metrics such as BLEU and COMET to evaluate model performance.
Supports local testing and CI integration
facilitating model training and optimization for developers.
Provides detailed model training and contribution guidelines
encouraging community participation in model development.

This model is suitable for Firefox users who need fast and accurate web translation
as well as developers who want to participate in the development and optimization of translation models. For users
it provides a seamless translation experience; for developers
it provides an open platform to improve translation technology.

Firefox users use this model to quickly translate web page content when browsing foreign language websites.
Developers improve translation algorithms to support more languages through the open-source code of Firefox Translations Models.
Enterprise users leverage the open-source nature of this model to customize translation models to meet specific business needs.

1. Access the GitHub repository: https://github.com/mozilla/firefox-translations-models
2. Clone the repository locally: `git clone https://github.com/mozilla/firefox-translations-models.git`
3. Choose to use the development (dev) or production (prod) model as needed.
4. Configure environment variables (such as GCP_CREDS_PATH and AZURE_TRANSLATOR_KEY) to use the full evaluation features.
5. Run local model evaluation using `bash scripts/update-results.sh`.

Visit

Firefox Translations Models Visit Over Time

Monthly Visits

502571820

Bounce Rate

37.10%

Page per Visit

5.9

Visit Duration

00:06:29

Firefox Translations Models Visit Trend

Firefox Translations Models Visit Geography

Firefox Translations Models Traffic Sources

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