Integration Examples
====================

The following examples demonstrate how to integrate **BenchmarkFcns** with popular optimization and AI libraries.

SciPy
-----

Using vectorized evaluation with SciPy's Differential Evolution.

.. literalinclude:: ../../examples/scipy_integration.py
   :language: python

Nevergrad
---------

Integration with Meta AI's Nevergrad meta-optimizer.

.. literalinclude:: ../../examples/nevergrad_integration.py
   :language: python

Optuna
------

Testing Bayesian optimization performance.

.. literalinclude:: ../../examples/optuna_integration.py
   :language: python

Pymoo
-----

Multi-objective optimization using NSGA-II.

.. literalinclude:: ../../examples/pymoo_integration.py
   :language: python

CMA-ES
------

Continuous black-box optimization.

.. literalinclude:: ../../examples/cmaes_integration.py
   :language: python