Windy TranslateMacedonian to English translation model translate-windy-hplt-mk-en
Open machine translation from Macedonian into English, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Macedonian → English
- Languages
- Macedonian mk, English en
- Lineage
- HPLT
- Format
- CTranslate2 (INT8)
- Hugging Face
- WindyTranslate/translate-windy-hplt-mk-en
- Last updated on HF
- 2026-08-05
Quality
Not yet scored. This model was not part of the 2026-08-04 screening run.
How to run
Shell
pip install ctranslate2 sentencepiece huggingface_hubPython
import ctranslate2
import sentencepiece as spm
from huggingface_hub import snapshot_download
path = snapshot_download("WindyTranslate/translate-windy-hplt-mk-en")
sp_src = spm.SentencePieceProcessor(model_file=f"{path}/source.spm")
sp_tgt = spm.SentencePieceProcessor(model_file=f"{path}/target.spm")
translator = ctranslate2.Translator(path, device="cpu")
tokens = sp_src.encode("<Macedonian text>", out_type=str) + ["</s>"]
result = translator.translate_batch([tokens], beam_size=4)
print(sp_tgt.decode(result[0].hypotheses[0]))Tested: Pattern run on 2026-10-01 against WindyTranslate/translate-windy-hplt-af-en with ctranslate2 4.8.2 on CPU. Not run on every model individually.
Licence and attribution
- Licence
- CC-BY-4.0
- Upstream
- HPLT/translate-mk-en-v2.0-hplt_opus
- Upstream licence
- CC-BY-4.0
- Attribution
- Based on HPLT/translate-mk-en-v2.0-hplt_opus by the HPLT project (High Performance Language Technologies). Licensed CC-BY-4.0.
Copy this into your NOTICE file (or equivalent) when you ship the model:
NOTICE
This product uses the model WindyTranslate/translate-windy-hplt-mk-en
(https://huggingface.co/WindyTranslate/translate-windy-hplt-mk-en), published by Windstorm Labs (https://windstormlabs.com).
Based on HPLT/translate-mk-en-v2.0-hplt_opus by the HPLT project (High Performance Language Technologies). Licensed CC-BY-4.0.
Windstorm Labs modified the upstream weights; the model card describes what was changed.
Licensed under Creative Commons Attribution 4.0 International: https://creativecommons.org/licenses/by/4.0/This is a convenience, not legal advice. See Licensing.
Related models
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| English to Macedonian translate-en-mk | 55.1 Good | Apache-2.0 |
| English to Macedonian translate-synthetic-en-mk | not in FLORES-200 | CC-BY-4.0 |
| English to Macedonian translate-windy-hplt-en-mk | score withheld | CC-BY-4.0 |
| Macedonian to English translate-mk-en | 58.7 Good | Apache-2.0 |
| Bulgarian to English translate-tc-big-bg-en | 68.8 Excellent | CC-BY-4.0 |
| Swedish to English translate-sv-en | 67.8 Excellent | Apache-2.0 |
| Danish to English translate-da-en | 66.3 Excellent | Apache-2.0 |
| French to English translate-tc-big-fr-en | 66.2 Excellent | CC-BY-4.0 |