# Physics-Informed Machine Learning (PIML)

This module implements Physics-Informed Neural Networks (PINNs) and their variants tailored for plasma physics.

## Geometry

```{eval-rst}
.. automodule:: ai4plasma.piml.geo
   :members:
   :undoc-members:
   :show-inheritance:
```

## PINN

```{eval-rst}
.. automodule:: ai4plasma.piml.pinn
   :members:
   :undoc-members:
   :show-inheritance:
```

## CS-PINN (Conservative PINN)

```{eval-rst}
.. automodule:: ai4plasma.piml.cs_pinn
   :members:
   :undoc-members:
   :show-inheritance:
```

## RK-PINN (Runge-Kutta PINN)

```{eval-rst}
.. automodule:: ai4plasma.piml.rk_pinn
   :members:
   :undoc-members:
   :show-inheritance:
```

## Meta-PINN (Meta-Learning PINN)

```{eval-rst}
.. automodule:: ai4plasma.piml.meta_pinn
   :members:
   :undoc-members:
   :show-inheritance:
```

## NAS-PINN (Neural Architecture Search for PINN)

```{eval-rst}
.. automodule:: ai4plasma.piml.nas_pinn
   :members:
   :undoc-members:
   :show-inheritance:
```