Windy TranslateGerman to Hausa translation model translate-de-ha
Open machine translation from German into Hausa, published by Windstorm Labs on Hugging Face.
- Task
- Translation: German → Hausa
- Languages
- German de, Hausa ha
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-de-ha
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 23.04 | 2.84 | Limited | 2026-08-04 |
A screening score on 48 sentences, not a publication result. Bands: Excellent ≥ 60, Good 45–60, Usable 30–45, Limited 15–30, Not recommended < 15. Method and caveats.
Recorded output (sentence 1, first 110 characters)
- Source
- Am Montag haben die Wisenschaftler der Stanford University School of Medicine die Erfindung eines neuen Diagno…
- Reference
- A ranar Litinin, masana kimiyya daga Kwalejin Kimiyya ta Jami'ar Stanford suka sanar da kirkirar sabon kayan a…
- This model
- A ranar Talata, masu bincike sun gano sababbin ƙwayoyin halitta da aka yi amfani da su wajen ƙera sababbin ƙwa
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-de-ha"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<German text>"], return_tensors="pt", padding=True)
print(tok.batch_decode(model.generate(**batch), skip_special_tokens=True)[0])Tested: Pattern run on 2026-10-01 against WindyTranslate/translate-tc-big-en-fr with transformers 4.57.6 and 5.18.0 on CPU ("Où se trouve la gare ?"); multi-target token prefix run against translate-tc-bible-big-mul-deu_eng_nld. Not run on every model individually.
Licence and attribution
- Licence
- Apache-2.0
- Upstream
- Helsinki-NLP/opus-mt-de-ha
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-de-ha by Helsinki-NLP (Language Technology Research Group, University of Helsinki). Licensed Apache-2.0.
Copy this into your NOTICE file (or equivalent) when you ship the model:
NOTICE
This product uses the model WindyTranslate/translate-de-ha
(https://huggingface.co/WindyTranslate/translate-de-ha), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-de-ha by Helsinki-NLP (Language Technology Research Group, University of Helsinki). Licensed Apache-2.0.
Windstorm Labs modified the upstream weights; the model card describes what was changed.
Licensed under the Apache License, Version 2.0: https://www.apache.org/licenses/LICENSE-2.0This is a convenience, not legal advice. See Licensing.
Related models
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| German to English translate-de-en | 65.4 Excellent | Apache-2.0 |
| German to Danish translate-de-da | 61.4 Excellent | Apache-2.0 |
| German to French translate-de-fr | 56.7 Good | Apache-2.0 |
| German to Dutch translate-de-nl | 54.8 Good | Apache-2.0 |
| German to Italian translate-de-it | 52.3 Good | Apache-2.0 |
| German to Spanish translate-tc-big-de-es | 52.3 Good | CC-BY-4.0 |
| German to Bulgarian translate-de-bg | 52.0 Good | Apache-2.0 |
| German to Spanish translate-de-es | 50.3 Good | Apache-2.0 |