How-to guides
=============

Task-oriented recipes for users who already know the basics and need to accomplish a
specific goal.

.. toctree::
   :maxdepth: 1

   checkpoint_and_restore
   inspect_and_edit_state_graph
   filter_and_organize_states
   collective_operations
   custom_states_and_mixins
   state_hooks
   choose_parameter_transforms
   constrain_and_regularize_parameters
   interoperate_with_flax_equinox
   migrate_from_pytorch