jaxopt.PolyakSGD
================

.. currentmodule:: jaxopt

.. autoclass:: PolyakSGD

   
   .. automethod:: __init__

   
   .. rubric:: Methods

   .. autosummary::
   
      ~PolyakSGD.__init__
      ~PolyakSGD.attribute_names
      ~PolyakSGD.attribute_values
      ~PolyakSGD.init_state
      ~PolyakSGD.l2_optimality_error
      ~PolyakSGD.optimality_fun
      ~PolyakSGD.run
      ~PolyakSGD.run_iterator
      ~PolyakSGD.update
   
   

   
   
   .. rubric:: Attributes

   .. autosummary::
   
      ~PolyakSGD.delta
      ~PolyakSGD.has_aux
      ~PolyakSGD.implicit_diff
      ~PolyakSGD.implicit_diff_solve
      ~PolyakSGD.jit
      ~PolyakSGD.max_stepsize
      ~PolyakSGD.maxiter
      ~PolyakSGD.momentum
      ~PolyakSGD.pre_update
      ~PolyakSGD.tol
      ~PolyakSGD.unroll
      ~PolyakSGD.value_and_grad
      ~PolyakSGD.verbose
      ~PolyakSGD.fun