ostris/ai-toolkit ? reverse-engineered prompt

I want to build an all-in-one toolkit for fine-tuning AI diffusion models. It should be easy enough for a non-expert to use on their own consumer-grade Nvidia hardware. The tool needs to support a wide variety of the latest image and video models, like FLUX, SDXL, and others you can find on Hugging Face.

The main part should be a web-based GUI that lets me easily start, stop, and monitor my training jobs. Let's also include a way to secure the UI with an auth token. For simpler tasks, please also include a separate Gradio UI specifically for training a LoRA, where a user can just upload their images and go. The training process itself should be configured by editing simple YAML files. Make sure the setup is straightforward for different operating systems, handling both the Python environment and the dependencies for the web UI.