Translation
Transformers
Safetensors
Basque
marian
windyword
north-european
swedish
danish
norwegian
finnish
estonian
latvian
lithuanian
basque
Instructions to use WindyTranslate/translate-NORTH_EU-NORTH_EU with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use WindyTranslate/translate-NORTH_EU-NORTH_EU with Transformers:
# Use a pipeline as a high-level helper # Warning: Pipeline type "translation" is no longer supported in transformers v5. # You must load the model directly (see below) or downgrade to v4.x with: # pip install "transformers<5.0.0" from transformers import pipeline pipe = pipeline("translation", model="WindyTranslate/translate-NORTH_EU-NORTH_EU")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("WindyTranslate/translate-NORTH_EU-NORTH_EU", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit ·
0cd8e01
0
Parent(s):
Duplicate from WindstormLabs/translate-NORTH_EU-NORTH_EU
Browse files- .gitattributes +37 -0
- README.md +80 -0
- lora-ct2-int8/config.json +10 -0
- lora-ct2-int8/model.bin +3 -0
- lora-ct2-int8/shared_vocabulary.json +0 -0
- lora/config.json +55 -0
- lora/generation_config.json +16 -0
- lora/model.safetensors +3 -0
- lora/source.spm +3 -0
- lora/special_tokens_map.json +5 -0
- lora/target.spm +3 -0
- lora/tokenizer_config.json +38 -0
- lora/vocab.json +0 -0
.gitattributes
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README.md
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---
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license: cc-by-4.0
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tags:
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- translation
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- marian
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- windyword
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- north-european
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- swedish
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- danish
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- norwegian
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- finnish
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- estonian
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- latvian
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- lithuanian
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- basque
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language:
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- eu
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library_name: transformers
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pipeline_tag: translation
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---
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# WindyWord.ai Translation — North-European → North-European
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**Translates North-European (Swedish, Danish, Norwegian, Finnish, Estonian, Latvian, Lithuanian) → North-European (Swedish, Danish, Norwegian, Finnish, Estonian, Latvian, Lithuanian).**
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**Quality Rating: ⭐⭐⭐⭐⭐ (5.0★ Premium)**
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Part of the [WindyWord.ai](https://windyword.ai) translation fleet — 1,800+ proprietary language pairs.
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## Quality & Pricing Tier
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- **5-star rating:** 5.0★ ⭐⭐⭐⭐⭐
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- **Tier:** Premium
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- **Composite score:** 88.6 / 100
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- **Rated via:** Grand Rounds v2 — an 8-test stress battery (paragraphs, multi-paragraph, native input, domain stress, edge cases, round-trip fidelity, speed, and consistency checks)
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## Available Variants
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This repository contains multiple deployment formats. Pick the one that matches your use case:
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| Variant | Description |
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|---|---|
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| `lora/` | **WindyStandard** — our proprietary production baseline. Stable, reliable, optimized for GPU inference. |
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| `lora-ct2-int8/` | **WindyStandard · CPU INT8** — CTranslate2 quantized version of WindyStandard. ~25% of the size, 2–4× faster on CPU, no measurable quality loss. |
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### Quick usage
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**Transformers (PyTorch):**
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```python
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from transformers import MarianMTModel, MarianTokenizer
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tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-NORTH_EU-NORTH_EU", subfolder="lora")
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model = MarianMTModel.from_pretrained("WindyWord/translate-NORTH_EU-NORTH_EU", subfolder="lora")
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```
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**CTranslate2 (fast CPU inference):**
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```python
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import ctranslate2
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translator = ctranslate2.Translator("path/to/translate-NORTH_EU-NORTH_EU/lora-ct2-int8")
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```
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## Commercial Use
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The WindyWord.ai platform provides:
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- **Mobile apps** (iOS, Android — coming soon)
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- **Real-time voice-to-text-to-translation** pipeline
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- **API access** with premium model quality
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- **Offline deployment** support
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Visit [windyword.ai](https://windyword.ai) for apps and commercial API access.
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---
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## Provenance & License
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Weights derived from the OPUS-MT project ([Helsinki-NLP/opus-mt-NORTH_EU-NORTH_EU](https://huggingface.co/Helsinki-NLP/opus-mt-NORTH_EU-NORTH_EU)) under CC-BY-4.0. WindyStandard, WindyEnhanced, and WindyScripture variants are proprietary to WindyWord.ai, independently trained and quality-certified via our Grand Rounds v2 test battery.
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Licensed CC-BY-4.0 — attribution preserved as required.
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*Certified by Opus 4.6 Opus-Claw (Dr. C) on Veron-1 (RTX 5090).*
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*Patient file: [clinic record](https://github.com/sneakyfree/Windy-Clinic/blob/main/translation-pairs/NORTH_EU-NORTH_EU.json)*
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lora-ct2-int8/config.json
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{
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"add_source_bos": false,
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"add_source_eos": false,
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"bos_token": "<s>",
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"decoder_start_token": "</s>",
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"eos_token": "</s>",
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"layer_norm_epsilon": null,
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"multi_query_attention": false,
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"unk_token": "<unk>"
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}
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lora-ct2-int8/model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:35912b7aa79c83972b3597672fd9d17ec31d53a1e48a67e0e464de131ebbbff5
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size 75933355
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lora-ct2-int8/shared_vocabulary.json
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The diff for this file is too large to render.
See raw diff
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lora/config.json
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{
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"_name_or_path": "Helsinki-NLP/opus-mt-NORTH_EU-NORTH_EU",
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"activation_dropout": 0.0,
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"activation_function": "swish",
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"add_bias_logits": false,
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"add_final_layer_norm": false,
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"architectures": [
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"MarianMTModel"
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],
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"bos_token_id": 0,
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"d_model": 512,
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"decoder_attention_heads": 8,
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"decoder_ffn_dim": 2048,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 6,
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"decoder_start_token_id": 58011,
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"dropout": 0.1,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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},
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"label2id": {
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"max_length": null,
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"max_position_embeddings": 512,
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"model_type": "marian",
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"normalize_before": false,
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"normalize_embedding": false,
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"num_beams": null,
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"num_hidden_layers": 6,
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"pad_token_id": 58011,
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"scale_embedding": true,
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"share_encoder_decoder_embeddings": true,
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"static_position_embeddings": true,
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"torch_dtype": "float32",
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"transformers_version": "4.45.1",
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"use_cache": true,
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"vocab_size": 58012
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}
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lora/generation_config.json
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{
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"bad_words_ids": [
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58011
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}
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lora/model.safetensors
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lora/source.spm
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lora/special_tokens_map.json
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lora/tokenizer_config.json
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| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "</s>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "<unk>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"58011": {
|
| 20 |
+
"content": "<pad>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
}
|
| 27 |
+
},
|
| 28 |
+
"clean_up_tokenization_spaces": false,
|
| 29 |
+
"eos_token": "</s>",
|
| 30 |
+
"model_max_length": 512,
|
| 31 |
+
"pad_token": "<pad>",
|
| 32 |
+
"separate_vocabs": false,
|
| 33 |
+
"source_lang": "de+nl+fy+af+da+fo+is+no+nb+nn+sv",
|
| 34 |
+
"sp_model_kwargs": {},
|
| 35 |
+
"target_lang": "de+nl+fy+af+da+fo+is+no+nb+nn+sv",
|
| 36 |
+
"tokenizer_class": "MarianTokenizer",
|
| 37 |
+
"unk_token": "<unk>"
|
| 38 |
+
}
|
lora/vocab.json
ADDED
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