GitAuto: Feature Request: Add support for Llama-3.2-11B-vision/

[gitauto-ai]

Resolves #2

What is the feature

The feature is to add support for the Llama-3.2-11B-Vision model, which is a multimodal large language model capable of processing both text and images. This model is designed for tasks such as visual recognition, image reasoning, captioning, and answering questions about images.

Why we need the feature

The Llama-3.2-11B-Vision model introduces advanced capabilities that allow for more comprehensive AI applications, particularly in areas that require understanding and generating content based on both text and images. By integrating this model, we can enhance the functionality of our platform to support a wider range of use cases, such as visual question answering and image captioning, which are increasingly in demand in various industries.

How to implement and why

1. Model Integration:

   • Update the requirements.txt to ensure compatibility with the latest version of the transformers library that supports Llama-3.2-11B-Vision.
   • Modify app.py to include the necessary logic for loading and utilizing the Llama-3.2-11B-Vision model. This involves setting up the model and processor for handling both text and image inputs.

2. API Extension:

   • Extend the existing API endpoints in app.py to handle requests that include image data. This will involve parsing image inputs and integrating them with text inputs for processing by the model.

3. Testing and Validation:

   • Implement unit tests to ensure that the model integration works as expected. This includes testing various scenarios such as text-only, image-only, and combined text-image inputs.
   • Validate the model's performance on benchmark datasets to ensure it meets the expected accuracy and efficiency standards.

4. Documentation:

   • Update the README.md to include instructions on how to use the new model capabilities. This should cover installation, setup, and example use cases.

About backward compatibility

Backward compatibility should be maintained as the integration of the Llama-3.2-11B-Vision model will be an additional feature rather than a replacement. Existing functionalities that rely on text-only models should remain unaffected, ensuring that current users can continue using the platform without disruption.

Test these changes locally

git checkout -b gitauto/issue-#2-de5b200f-2826-4b97-b30a-62ac7e245b10
git pull origin gitauto/issue-#2-de5b200f-2826-4b97-b30a-62ac7e245b10