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https://github.com/salahu01/flutter-codegen-finetuner

🚀 Fine-tune LLMs to generate Flutter code in your personal style! 🎯 This toolkit provides step-by-step guides, scripts, and examples for creating custom code generation models. 💻 From data preparation to deployment, transform natural language into Flutter widgets matching your unique coding patterns. 🔧
https://github.com/salahu01/flutter-codegen-finetuner

ai-tools code-assistant code-generation dart developer-tools fine-tuning-llm-codellama flutter language-model lora machine-learning nlp peft transformer

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🚀 Fine-tune LLMs to generate Flutter code in your personal style! 🎯 This toolkit provides step-by-step guides, scripts, and examples for creating custom code generation models. 💻 From data preparation to deployment, transform natural language into Flutter widgets matching your unique coding patterns. 🔧

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README

        

# Flutter CodeGen FineTuner 🚀

[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![Flutter](https://img.shields.io/badge/Flutter-%2302569B.svg?style=flat&logo=Flutter&logoColor=white)](https://flutter.dev/)
[![AI](https://img.shields.io/badge/AI-Fine--Tuning-brightgreen)](https://github.com/salahu01/flutter-codegen-finetuner)

Fine-tune language models to generate Flutter code in your personal coding style! Transform natural language descriptions into custom widgets, screens, and components that match your unique patterns and preferences.

## 🎯 Overview

This toolkit provides a complete workflow for Flutter developers to create personalized code generation models:

- 📊 **Data preparation** tools for creating training datasets from your existing Flutter code
- 🧠 **Fine-tuning scripts** optimized for code generation models (CodeLlama, StarCoder, etc.)
- 🔍 **Evaluation methods** to ensure quality and style consistency
- 🔌 **Deployment options** for integrating with your development environment

## 🛠️ Getting Started

Check out our comprehensive [Flutter Code Generation Fine-tuning Guide](GUIDE.md) for detailed instructions on each step of the process.

### Prerequisites

- 🐍 Python 3.8+
- 🔥 PyTorch
- 💙 Flutter/Dart knowledge
- 🎮 GPU access (local or cloud) for training

### Quick Start

1. Clone this repository:
```bash
git clone https://github.com/salahu01/flutter-codegen-finetuner.git
cd flutter-codegen-finetuner
```

2. Install dependencies:
```bash
pip install -r requirements.txt
```

3. Prepare your data:
```bash
python scripts/prepare_dataset.py --source your_flutter_project_path
```

4. Run fine-tuning:
```bash
python scripts/train_model.py --config configs/default.json
```

## 📚 Documentation

- [Complete Fine-tuning Guide](GUIDE.md)
- [Data Format Specification](docs/DATA_FORMAT.md)
- [Model Selection Guide](docs/MODELS.md)
- [Deployment Options](docs/DEPLOYMENT.md)
- [Troubleshooting Common Issues](docs/TROUBLESHOOTING.md)

## 🔍 Examples

```python
# Example: Generate a custom Flutter button
from flutter_codegen import FlutterCodeGenerator

generator = FlutterCodeGenerator.from_pretrained("path/to/your/model")
code = generator.generate("Create a gradient button with rounded corners and a shadow")
print(code)
```

## 🤝 Contributing

We welcome contributions! 🚀 Please follow these steps:

1. Fork the repository 🍴
2. Create a feature branch: `git checkout -b feature/amazing-feature`
3. Commit your changes: `git commit -m 'Add some amazing feature'`
4. Push to the branch: `git push origin feature/amazing-feature`
5. Open a Pull Request 📬

Please review our [Code of Conduct](CODE_OF_CONDUCT.md) before contributing.

## 📜 License

This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.

## 🙏 Acknowledgments

- [Hugging Face](https://huggingface.co/) for their transformers and PEFT libraries
- [Flutter](https://flutter.dev/) community for inspiration and support
- All contributors who help improve this toolkit

## 📊 Citation

If you use this toolkit in your research or project, please consider citing:

```
@software{flutter-codegen-finetuner,
author = {Muhammad Salahudeen},
title = {Flutter CodeGen FineTuner},
year = {2025},
url = {https://github.com/salahu01/flutter-codegen-finetuner}
}
```