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title: README
emoji: ⚡
colorFrom: blue
colorTo: gray
sdk: static
pinned: false
---
---
license: llama2
---
# Marvinmw/{13b,34b}_reasoner
Welcome to the repository of Marvinmw/{13b,34b}_reasoner, a custom 13-billion and 34-billion parameter model built upon the Llama 2 architecture, tailored for reasoning and code analysis, especially in the domain of smart contract audits.
## Model Description
Marvinmw/{13b,34b}_reasoner is based on the powerful Llama 2 model and has been fine-tuned with a significant dataset from Solodit and Code4rena. This includes over 10,000 findings from smart contract audits, making it uniquely suited for reasoning over complex smart contract code and security vulnerabilities.
### Features
- **Base Model**: Llama 2, known for its robust handling of language and code.
- **Fine-tuning Dataset**: Over 10,000 smart contract audit findings from platforms such as Solodit and Code4rena.
- **Use Case**: Designed primarily for developers, auditors, and researchers engaged in the security analysis of blockchain technologies and smart contracts.
## Getting Started
To use Marvinmw/{13b,34b}_reasoner, follow these steps:
### Prerequisites
- Python 3.8 or newer
- pip or conda
### Installation
Install the necessary packages using pip:
```bash
pip install -r requirements.txt
```
### Usage
You can load and use the model as follows:
```python
from transformers import AutoModel, AutoTokenizer
model = AutoModel.from_pretrained("MetaTrustSig/13b_reasoner")
tokenizer = AutoTokenizer.from_pretrained("MetaTrustSig/13b_reasoner")
# Example usage
text = "Insert your smart contract code or query here"
inputs = tokenizer(text, return_tensors="pt")
outputs = model(**inputs)
```
## Contributing
Contributions to Marvinmw/{13b,34b}_reasoner are welcome! Here's how you can contribute:
1. **Issues**: For bugs or feature requests, open an issue.
2. **Pull Requests**: Submit a PR to contribute with code changes or documentation updates.
Please see `CONTRIBUTING.md` for more details on our code of conduct and the process for submitting pull requests to us.
## License
This project is licensed under the MIT License - see the `LICENSE` file for details.
## Acknowledgments
- Thanks to the Llama 2 team for the base model.
- Solodit and Code4rena for providing the dataset for fine-tuning.
## Contact
For any further questions or partnership inquiries, please contact us via email at [info@metatrust.io].
## Additional Information
- **Model Performance Metrics**: If available, include details about the model's performance metrics and benchmarks.
- **Updates and Maintenance**: Information about how the model will be updated and maintained.
---
We hope you find Marvinmw/{13b,34b}_reasoner useful for your smart contract security needs. Enjoy using it!
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