This repository provides an organized template for building PyTorch-Lightning projects. It addresses the heavy coupling issues in Lightning by further abstracting model, dataset, and training logic into reusable components. The template includes specialized versions for classification and super-resolution tasks, with the underlying code patterns shared across templates to reduce bugs and speed up development.