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
Last synced: 3 months ago
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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. 🔧
- Host: GitHub
- URL: https://github.com/salahu01/flutter-codegen-finetuner
- Owner: salahu01
- License: mit
- Created: 2025-03-20T02:18:34.000Z (3 months ago)
- Default Branch: main
- Last Pushed: 2025-03-20T02:43:55.000Z (3 months ago)
- Last Synced: 2025-03-20T03:33:30.189Z (3 months ago)
- Topics: ai-tools, code-assistant, code-generation, dart, developer-tools, fine-tuning-llm-codellama, flutter, language-model, lora, machine-learning, nlp, peft, transformer
- Homepage:
- Size: 25.4 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
Awesome Lists containing this project
README
# Flutter CodeGen FineTuner 🚀
[](https://opensource.org/licenses/MIT)
[](https://flutter.dev/)
[](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}
}
```