Add Native Stable Diffusion Inference Support

## Description
This issue is dedicated to implementing native stable diffusion inference into our project, drawing inspiration from the "Fooocus" project. The primary goal is to seamlessly integrate this feature into our existing UI while maintaining compatibility and ensuring a smooth user experience.

**Goals**:
- **Native Stable Diffusion Inference**: Implement stable diffusion inference natively within our project.
- **Compatibility with Current UI**: Ensure that the newly added stable diffusion inference is compatible with the existing user interface.

## Tasks
- [x] Review the "Fooocus" project (https://github.com/lllyasviel/Fooocus) for inspiration and insights.
- [ ] Design a native stable diffusion inference solution compatible with our current UI.
- [ ] Implement the stable diffusion inference feature, considering UI integration.
- [ ] Test the inference functionality within the current UI to verify compatibility and usability.
- [ ] Fine-tune the integration to provide a seamless user experience.
- [ ] Document the integration and usage of the native stable diffusion inference feature.