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Afrikaans to Russian translation model translate-af-ru

Open machine translation from Afrikaans into Russian, published by Windstorm Labs on Hugging Face.

Task
Translation: Afrikaans → Russian
Languages
Afrikaans af, Russian ru
Lineage
OPUS-MT
Format
transformers (Marian), safetensors in subfolder lora/
Hugging Face
WindyTranslate/translate-af-ru
Last updated on HF
2026-10-01

Quality

BenchmarkchrF++BLEUBandMeasured
FLORES-200 dev, 48 sentences33.799.38Usable2026-08-04

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
Op Maandag het wetenskaplikes vanaf die Stanford Universiteit Medieseskool aangekondig dat die uitvinding van …
Reference
В понедельник ученые из Медицинской школы Стэнфордского университета объявили об изобретении нового диагностич…
This model
В понедельник ученые из Станфордского медицинского университета объявили, что при изобретении „метической диаг

How to run

Shell
pip install transformers sentencepiece torch
Python
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

# This repository keeps its weights in a subfolder.
repo, sub = "WindyTranslate/translate-af-ru", "lora"
tok = AutoTokenizer.from_pretrained(repo, subfolder=sub)
model = AutoModelForSeq2SeqLM.from_pretrained(repo, subfolder=sub)

batch = tok(["<Afrikaans 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-af-de (subfolder "lora") with transformers 5.18.0 on CPU. Not run on every model individually.

Licence and attribution

Licence
Apache-2.0
Upstream
Helsinki-NLP/opus-mt-af-ru
Upstream licence
Apache-2.0
Attribution
Based on OPUS-MT model Helsinki-NLP/opus-mt-af-ru 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-af-ru
(https://huggingface.co/WindyTranslate/translate-af-ru), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-af-ru 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-2.0

This is a convenience, not legal advice. See Licensing.

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