Advanced Topics
===============

.. toctree::
   :maxdepth: 1

   arguments
   module_lifecycle
   lift
   convert_pytorch_to_flax
   optax_update_guide
   linen_upgrade_guide
   linen_design_principles


.. toctree::
    :maxdepth: 1
    :caption: Contributing

    contributing
    philosophy
    FLIPs <https://github.com/google/flax/tree/main/docs/flip>