Windy TranslateItalian to Malay translation model translate-it-ms
Open machine translation from Italian into Malay, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Italian → Malay
- Languages
- Italian it, Malay ms
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-it-ms
- Last updated on HF
- 2026-07-30
Quality
Not yet scored. FLORES-200 has no test set for Italian → Malay, 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-it-ms"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Italian 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-it-ms
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-it-ms 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-it-ms
(https://huggingface.co/WindyTranslate/translate-it-ms), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-it-ms 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 |
|---|---|---|
| Malay to Italian translate-ms-it | not in FLORES-200 | Apache-2.0 |
| Italian to English translate-it-en | 57.9 Good | Apache-2.0 |
| Italian to French translate-it-fr | 57.7 Good | Apache-2.0 |
| Italian to German translate-it-de | 51.5 Good | Apache-2.0 |
| Italian to Swedish translate-it-sv | 50.6 Good | Apache-2.0 |
| Italian to Spanish translate-it-es | 49.9 Good | Apache-2.0 |
| Italian to Catalan translate-it-ca | 49.8 Good | Apache-2.0 |
| Italian to Bulgarian translate-it-bg | 48.0 Good | Apache-2.0 |