Non-convex optimization
=======================

.. contents::
   :depth: 1
   :local:


Gradient Descent
----------------
.. autofunction:: PEPit.examples.nonconvex_optimization.wc_gradient_descent


No Lips 1
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.. autofunction:: PEPit.examples.nonconvex_optimization.wc_no_lips_1


No Lips 2
---------
.. autofunction:: PEPit.examples.nonconvex_optimization.wc_no_lips_2


Gradient descent on smooth function satisfying quadratic Lojasiewicz inequality (naive version)
-----------------------------------------------------------------------------------------------
.. autofunction:: PEPit.examples.nonconvex_optimization.wc_gradient_descent_quadratic_lojasiewicz_naive


Gradient descent on smooth function satisfying quadratic Lojasiewicz inequality (intermediate)
----------------------------------------------------------------------------------------------
.. autofunction:: PEPit.examples.nonconvex_optimization.wc_gradient_descent_quadratic_lojasiewicz_intermediate


Gradient descent on smooth function satisfying quadratic Lojasiewicz inequality (expensive version)
---------------------------------------------------------------------------------------------------
.. autofunction:: PEPit.examples.nonconvex_optimization.wc_gradient_descent_quadratic_lojasiewicz_expensive


Difference-of-convex algorithm (DCA)
------------------------------------
.. autofunction:: PEPit.examples.nonconvex_optimization.wc_difference_of_convex_algorithm