GGUF My Repo

What is GGUF My Repo ?

GGUF My Repo is a tool designed to simplify the creation and quantization of Hugging Face models. It provides a streamlined interface for developers and data scientists to work with transformer models, enabling efficient model optimization and deployment.

Features

• Model Creation: Easily create custom Hugging Face models tailored to your specific needs.
• Quantization: Optimize models for inference by converting them into quantized versions, reducing memory usage and improving performance.
• Integration with Hugging Face Ecosystem: Seamless compatibility with Hugging Face libraries and repositories.
• Customization Options: Fine-tune models by adjusting parameters, layers, and configurations.
• Deployment Support: Export models in formats ready for deployment in various environments.

How to use GGUF My Repo ?

1. Install the Tool: Run the installation command to set up GGUF My Repo on your system.
2. Initialize Your Project: Use the provided scripts to initialize a new project or integrate with an existing one.
3. Create or Import a Model: Choose from pre-built templates or import a Hugging Face model to start working.
4. Quantize Your Model: Apply quantization to optimize your model for inference.
5. Export and Deploy: Save your model in the desired format and deploy it to your target environment.

Frequently Asked Questions

What models are supported by GGUF My Repo?
GGUF My Repo supports a wide range of Hugging Face transformer models, including popular architectures like BERT, RoBERTa, and ResNet.

How do I quantize a model using GGUF My Repo?
Quantization can be done through the tool's interface or command-line scripts. Simply select your model and choose from preset quantization options.

Can I customize the quantization process?
Yes, GGUF My Repo allows you to fine-tune quantization settings, such as bit width and quantization granularity, to suit your specific requirements.