translate-en-ml

WindyWord.ai Translation — English → Malayalam

Part of the Windstorm Labs open model catalogue. Scores, licence and attribution for every model: https://windytranslate.com/models/translate-en-ml

Canonical copy: https://huggingface.co/WindyTranslate/translate-en-ml

Note (2026-10-04): the WindyScripture variants (herm0-scripture/, scripture-ct2-int8/) were removed from this repository's current files while the licences of their eBible source texts are reviewed. This is a precaution, not a legal conclusion. The other variants are unchanged.

Translates English → Malayalam.

Quality

No quality score is published in this repository. Current screening scores, where measured, are on the catalogue page linked above.

Available Variants

Deployment formats in this repository (subfolders):

Quick usage

Transformers (PyTorch):

from transformers import MarianMTModel, MarianTokenizer
tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-en-ml", subfolder="lora")
model = MarianMTModel.from_pretrained("WindyWord/translate-en-ml", subfolder="lora")

CTranslate2 (fast CPU inference):

import ctranslate2
translator = ctranslate2.Translator("path/to/translate-en-ml/lora-ct2-int8")

Apps

The Windy Word apps are built on this model family.

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Provenance & License

Weights derived from Helsinki-NLP/opus-mt-en-ml (OPUS-MT, Helsinki-NLP, University of Helsinki), licensed Apache-2.0. Windy variants are released under the same licence.

Licence text: LICENSE. Attribution: NOTICE.md.