WindyWord.ai Translation — Finnish → Isoko

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

Canonical copy: https://huggingface.co/WindyTranslate/translate-fi-iso

Translates Finnish → Isoko.

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):

Variant	Description
`lora/`	WindyStandard — production baseline. Transformers format for GPU inference.
`lora-ct2-int8/`	WindyStandard · CPU INT8 — CTranslate2 INT8 quantization of WindyStandard for CPU inference.
`herm0/`	WindyEnhanced — further fine-tuned on the OPUS-100, Tatoeba and WikiMatrix parallel corpora.
`herm0-ct2-int8/`	WindyEnhanced · CPU INT8 — CTranslate2 INT8 quantization of WindyEnhanced.

Quick usage

Transformers (PyTorch):

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

CTranslate2 (fast CPU inference):

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

Apps

The Windy Word apps are built on this model family.

Provenance & License

Weights derived from Helsinki-NLP/opus-mt-fi-iso (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.

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Base model

Helsinki-NLP/opus-mt-fi-iso

Finetuned

(3)

this model