| --- |
| license: apache-2.0 |
| tags: |
| - translation |
| - marian |
| - windyword |
| - indo-aryan |
| - hindi |
| - bengali |
| - urdu |
| - gujarati |
| - marathi |
| - punjabi |
| - german-english-dutch |
| - german |
| - english |
| - dutch |
| language: |
| - inc |
| - deu |
| - eng |
| - nld |
| library_name: transformers |
| pipeline_tag: translation |
| base_model: Helsinki-NLP/opus-mt-tc-bible-big-inc-deu_eng_nld |
| --- |
| |
| # WindyWord.ai Translation — Indo-Aryan → German/English/Dutch |
|
|
| > Part of the Windstorm Labs open model catalogue. Scores, licence and attribution for every model: https://windytranslate.com/models/translate-tcbig-bible_inc-deu_eng_nld |
| > |
| > Canonical copy: https://huggingface.co/WindyTranslate/translate-tcbig-bible_inc-deu_eng_nld |
|
|
| **Translates Indo-Aryan (Hindi, Bengali, Urdu, Gujarati, Marathi, Punjabi) → German / English / Dutch.** |
|
|
| ## 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. | |
|
|
| ### Quick usage |
|
|
| **Transformers (PyTorch):** |
| ```python |
| from transformers import MarianMTModel, MarianTokenizer |
| tokenizer = MarianTokenizer.from_pretrained("WindstormLabs/translate-tcbig-bible_inc-deu_eng_nld", subfolder="lora") |
| model = MarianMTModel.from_pretrained("WindstormLabs/translate-tcbig-bible_inc-deu_eng_nld", subfolder="lora") |
| ``` |
|
|
| **CTranslate2 (fast CPU inference):** |
| ```python |
| import ctranslate2 |
| translator = ctranslate2.Translator("path/to/translate-tcbig-bible_inc-deu_eng_nld/lora-ct2-int8") |
| ``` |
|
|
| ## Apps |
|
|
| The [Windy Word](https://windyword.ai) apps are built on this model family. |
|
|
| --- |
|
|
| ## Provenance & License |
|
|
| Weights derived from [Helsinki-NLP/opus-mt-tc-bible-big-inc-deu_eng_nld](https://huggingface.co/Helsinki-NLP/opus-mt-tc-bible-big-inc-deu_eng_nld) (OPUS-MT, Helsinki-NLP, University of Helsinki), licensed Apache-2.0. Windy variants are released under the same licence. |
|
|
| Licence text: [`LICENSE`](LICENSE). Attribution: [`NOTICE.md`](NOTICE.md). |
|
|
