geometric_kernels
=================

.. py:module:: geometric_kernels

.. autoapi-nested-parse::

   The library root. The kernel classes are contained within the
   :py:mod:`kernels <geometric_kernels.kernels>` package. They need to be paired
   with one of the space classes from the
   :py:mod:`spaces <geometric_kernels.spaces>` package.

   The :py:mod:`frontends <geometric_kernels.frontends>` package contains kernel
   wrapper classes compatible with Gaussian process libraries like
   `GPFlow <https://www.gpflow.org/>`_, `GPyTorch <https://gpytorch.ai/>`_,
   and `GPJax <https://jaxgaussianprocesses.com/>`_.

   The :py:mod:`feature_maps <geometric_kernels.feature_maps>` package provides
   (approximate) finite-dimensional feature maps for various geometric kernels.

   The :py:mod:`sampling <geometric_kernels.sampling>` package contains routines
   that allow efficient (approximate) sampling of functions from geometric Gaussian
   process priors.

   The :py:mod:`utils <geometric_kernels.utils>` package provides (relatively)
   general purpose utility code used throughout the library. This is an internal
   part of the library.

   The :py:mod:`resources <geometric_kernels.resources>` package contains static
   resources, such as results of symbolic algebra computations. This is an
   internal part of the library.

   The :py:mod:`lab_extras <geometric_kernels.lab_extras>` package contains our
   custom additions to `LAB <https://github.com/wesselb/lab>`_, the framework that
   allows our library to be backend-independent. This is an internal part of the
   library.



Submodules
----------

.. toctree::
   :maxdepth: 1

   /autoapi/geometric_kernels/feature_maps/index
   /autoapi/geometric_kernels/frontends/index
   /autoapi/geometric_kernels/jax/index
   /autoapi/geometric_kernels/kernels/index
   /autoapi/geometric_kernels/lab_extras/index
   /autoapi/geometric_kernels/sampling/index
   /autoapi/geometric_kernels/spaces/index
   /autoapi/geometric_kernels/tensorflow/index
   /autoapi/geometric_kernels/torch/index
   /autoapi/geometric_kernels/utils/index
   /autoapi/geometric_kernels/version/index