.. _responses-mixed_gradients-dakota:

""""""
dakota
""""""


(Default) Use internal Dakota finite differences algorithm


.. toctree::
   :hidden:
   :maxdepth: 1

   responses-mixed_gradients-dakota-ignore_bounds
   responses-mixed_gradients-dakota-relative
   responses-mixed_gradients-dakota-absolute
   responses-mixed_gradients-dakota-bounds


**Specification**

- *Alias:* None

- *Arguments:* None

- *Default:* relative


**Child Keywords:**

+-------------------------+--------------------+--------------------+-----------------------------------------------+
| Required/Optional       | Description of     | Dakota Keyword     | Dakota Keyword Description                    |
|                         | Group              |                    |                                               |
+=========================+====================+====================+===============================================+
| Optional                                     | `ignore_bounds`__  | Do not respect bounds when computing          |
|                                              |                    | gradients or Hessians                         |
+-------------------------+--------------------+--------------------+-----------------------------------------------+
| Optional (Choose One)   | Step Scaling       | `relative`__       | (Default) Scale step size by the parameter    |
|                         |                    |                    | value                                         |
|                         |                    +--------------------+-----------------------------------------------+
|                         |                    | `absolute`__       | Do not scale step-size                        |
|                         |                    +--------------------+-----------------------------------------------+
|                         |                    | `bounds`__         | Scale step-size by the domain of the          |
|                         |                    |                    | parameter                                     |
+-------------------------+--------------------+--------------------+-----------------------------------------------+

.. __: responses-mixed_gradients-dakota-ignore_bounds.html
__ responses-mixed_gradients-dakota-relative.html
__ responses-mixed_gradients-dakota-absolute.html
__ responses-mixed_gradients-dakota-bounds.html



**Description**


The ``dakota`` routine is the default since it can execute
in parallel and exploit the concurrency in finite difference
evaluations (see the discussion on :ref:`exploiting parallelism <parallel:overview:cat>`).

When the ``method_source`` is ``dakota``, the user may also specify the
type of scaling desired when determining the finite difference step
size. The choices are ``absolute``, ``bounds``, and ``relative``. For
``absolute``, the step size will be applied as is. For ``bounds``, it
will be scaled by the range of each parameter. For ``relative``, it
will be scaled by the parameter value.