Windy TranslateTonga (Zambia) to Finnish translation model translate-toi-fi
Open machine translation from Tonga (Zambia) into Finnish, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Tonga (Zambia) → Finnish
- Languages
- Tonga (Zambia) toi, Finnish fi
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-toi-fi
- Last updated on HF
- 2026-08-04
Quality
Not yet scored. FLORES-200 has no test set for Tonga (Zambia) → Finnish, so this pair is outside the screening run.
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-toi-fi"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Tonga (Zambia) 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-toi-fi
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-toi-fi 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-toi-fi
(https://huggingface.co/WindyTranslate/translate-toi-fi), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-toi-fi 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 |
|---|---|---|
| Finnish to Tonga (Zambia) translate-fi-toi | not in FLORES-200 | Apache-2.0 |
| English to Finnish translate-tc-big-en-fi | 57.1 Good | CC-BY-4.0 |
| English to Finnish translate-en-fi | 53.0 Good | Apache-2.0 |
| Swedish to Finnish translate-sv-fi | 50.5 Good | Apache-2.0 |
| Danish to Finnish translate-da-fi | 48.9 Good | Apache-2.0 |
| German to Finnish translate-de-fi | 47.3 Good | Apache-2.0 |
| Estonian to Finnish translate-et-fi | 46.5 Good | Apache-2.0 |
| Croatian to Finnish translate-hr-fi | 46.5 Good | Apache-2.0 |