Speed lanes
===========

Progressive “how do I go faster?” helpers and the single-run array model.
See also the user guide :doc:`../going_faster`.

For a **view-API model on GPU**, prefer
``MyModel(...).gpu().run()`` with ``step_vectorized()`` (0.4.4) rather than
rewriting the step as an :class:`~ambr.lanes.ArrayKernelModel`. Use
``ArrayKernelModel`` when the state is naturally a pure array dict and you do
not need the Polars view API.

Status & recommendations
------------------------

.. autofunction:: ambr.lanes.status

.. autofunction:: ambr.lanes.print_status

.. autofunction:: ambr.lanes.recommend

Array kernel model
------------------

.. autoclass:: ambr.lanes.ArrayKernelModel
   :members:
   :undoc-members:
   :show-inheritance: