Code Documentation¶

Welcome to PINA documentation! Here you can find the modules of the package divided in different sections. The high-level structure of the package is depicted in our API.

PINA application program interface

The pipeline to solve differential equations with PINA follows just five steps:

Define the Problem the user aim to solve

Generate data using built in Geometries, or load high level simulation results as LabelTensor

Choose or build one or more Models to solve the problem

Choose a solver across PINA available Solvers, or build one using the SolverInterface

Train the model with the PINA Trainer, enhance the train with Callbacks_

PINA Features¶

Solvers¶

Models¶

Layers¶

Adaptive Activation Functions¶

Equations and Operators¶

Problem¶

Geometries¶

Geometry set operations¶

Callbacks¶

Metrics and Losses¶