transformers safetensors llama feature-extraction license:llama2 endpoints_compatible text-generation-inference region:us
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license: llama2
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# Marvinmw/13b_reasoner

Welcome to the repository of Marvinmw/13b_reasoner, a custom 13-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_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_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_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.

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We hope you find Marvinmw/13b_reasoner useful for your smart contract security needs. Enjoy using it!
