graph2mat.tools.lightning

Interface to use the matrix models with pytorch_lightning.

Pytorch lightning is a very useful to streamline the training and deployment of machine learning models. It is the primary tool that e3nn_matrix has chosen to support for this purpose. Keep in mind that you can use whatever you want, though!

In this module we implement the data and model classes, which are just interfaces to the pure e3nn_matrix classes. We also implement a CLI that is just pytorch_lightning’s CLI with some tweaks that we think make its usage smoother for matrix learning.

Modules

callbacks	Pytorch_lightning uses callbacks that can be plugged into the main loop.
cli	Implements a custom CLI that slightly tweaks pytorch_lightning's default.
data	Data loading for pytorch_lightning workflows.
model	Wrapping of raw models to use them in pytorch_lightning.