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Automatic1111 is one gui (software) that is popular nowadays to generate stable diffusion images locally, using your own GPU - it's what you need to install, just follow some youtube guide (recommended) or just go to their page https://github.com/AUTOMATIC1111/stable-diffusion-webui and follow the instructions, having pyton installed is a prerequisite but not a big deal, you don't need to know programming. If you don't have a compatible GPU, you can forget about automatic1111 installation and watch videos on how to use websites and cloud options.
automatic1111 is a web UI to interact and generate images with stable diffusion. It's something that needs a modern GPU to run, so no, not just a mobile app. (See further down for more info)
I think you are referring to the models by that name. Apart from the standard current 1.5 model, people have trained several (hundred) others. You can browse most of them on https://civitai.com
All that being said, you there are solutions to using "stable diffusion" elsewhere, not on your local PC. The easiest, brain dead and non-flexible solution would be a phone app that acts as a frontend to your query and generates the images on a server (the cloud). If you want more flexibility and use the auto1111 web UI in the cloud, you can run it on Google colab (free). The easiest way to do that, is go here: https://github.com/camenduru/stable-diffusion-webui-colab and choose one of the models to load. For example...