cotengra.experimental.hyper_smac
================================

.. py:module:: cotengra.experimental.hyper_smac

.. autoapi-nested-parse::

   Hyper parameter optimization using SMAC3.

   https://automl.github.io/SMAC3/latest/



Classes
-------

.. autoapisummary::

   cotengra.experimental.hyper_smac.SMACOptLib


Functions
---------

.. autoapisummary::

   cotengra.experimental.hyper_smac.build_config_space
   cotengra.experimental.hyper_smac.config_to_params


Module Contents
---------------

.. py:function:: build_config_space(method, space)

   Build a SMAC ``ConfigurationSpace`` from a cotengra space dict.

   :param method: The method name (used as a prefix to avoid name collisions when
                  multiple methods share the same parameter name).
   :type method: str
   :param space: The search space for a single method.
   :type space: dict[str, dict]

   :returns: **cs**
   :rtype: ConfigurationSpace


.. py:function:: config_to_params(config)

   Convert a SMAC ``Configuration`` to a plain dict of parameters.


.. py:class:: SMACOptLib

   Bases: :py:obj:`cotengra.experimental.hyper.HyperOptLib`


   Hyper-optimization using SMAC3 with per-method facades and
   a Lower Confidence Bound method selector.


   .. py:method:: setup(methods, space, optimizer=None, facade='BlackBoxFacade', n_trials=10000, seed=0, method_exploration=1.0, method_temperature=1.0, **facade_opts)


   .. py:method:: get_setting()


   .. py:method:: report_result(setting, trial, score)