---
title: MADLAD-400 Translate
emoji: 🌍
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 6.8.0
app_file: app.py
pinned: false
license: apache-2.0
short_description: Translate between 418 languages.
---

# MADLAD-400 Translate

Translate between 418 languages from Table 9 (Section A.1) of Google's [MADLAD-400](https://arxiv.org/pdf/2309.04662) 3B model.

## Requirements

- [uv](https://docs.astral.sh/uv/) (Python package manager)
- Python 3.12
- CUDA GPU (recommended) or CPU

## Setup

```bash
uv venv --python 3.12
source .venv/bin/activate
uv pip install -r requirements.txt
uv pip install -r requirements-dev.txt   # dev tools
python app.py
```

The Gradio interface launches at `http://localhost:7860`.

## Tooling

```bash
ruff check .             # lint
ruff format .            # format
ty check                 # type check
pytest -m "not slow"     # 38 fast tests
pytest                   # all 48 tests (slow require CUDA + model download)
```