---
license: cc-by-4.0
tags:
- translation
- marian
- windyword
- english
- portuguese-based-creole
- portuguese-based-creoles
language:
- en
- cpp
library_name: transformers
pipeline_tag: translation
---

# WindyWord.ai Translation — English → Portuguese-based Creole

**Translates English → Portuguese-based Creole (Portuguese-based Creoles).**

**Quality Rating: ⭐⭐⭐⭐½  (4.5★ Premium)**

Part of the [WindyWord.ai](https://windyword.ai) translation fleet — 1,800+ proprietary language pairs.

## Quality & Pricing Tier

- **5-star rating:** 4.5★ ⭐⭐⭐⭐½
- **Tier:** Premium
- **Composite score:** 75.9 / 100
- **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)

## Available Variants

This repository contains multiple deployment formats. Pick the one that matches your use case:

| Variant | Description |
|---|---|
| `lora/` | **WindyStandard** — our proprietary production baseline. Stable, reliable, optimized for GPU inference. |
| `lora-ct2-int8/` | **WindyStandard · CPU INT8** — CTranslate2 quantized version of WindyStandard. ~25% of the size, 2–4× faster on CPU, no measurable quality loss. |

### Quick usage

**Transformers (PyTorch):**
```python
from transformers import MarianMTModel, MarianTokenizer
tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-en-cpp", subfolder="lora")
model = MarianMTModel.from_pretrained("WindyWord/translate-en-cpp", subfolder="lora")
```

**CTranslate2 (fast CPU inference):**
```python
import ctranslate2
translator = ctranslate2.Translator("path/to/translate-en-cpp/lora-ct2-int8")
```

## Commercial Use

The WindyWord.ai platform provides:
- **Mobile apps** (iOS, Android — coming soon)
- **Real-time voice-to-text-to-translation** pipeline
- **API access** with premium model quality
- **Offline deployment** support

Visit [windyword.ai](https://windyword.ai) for apps and commercial API access.

---

## Provenance & License

Weights derived from the OPUS-MT project ([Helsinki-NLP/opus-mt-en-cpp](https://huggingface.co/Helsinki-NLP/opus-mt-en-cpp)) 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.

Licensed CC-BY-4.0 — attribution preserved as required.

*Certified by Opus 4.6 Opus-Claw (Dr. C) on Veron-1 (RTX 5090).*
*Patient file: [clinic record](https://github.com/sneakyfree/Windy-Clinic/blob/main/translation-pairs/en-cpp.json)*