.. _sphx_glr_auto_examples_recipies:

.. _recipies:

Advanced Recipies
-----------------



.. raw:: html

    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="With the way tpcp Datasets and Algorithms are structured, we encourage users to build out their...">

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  .. image:: /auto_examples/recipies/images/thumb/sphx_glr__01_caching_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_recipies__01_caching.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Caching</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="When using tpcp you have to write a lot of classes with a lot of parameters. For each class you...">

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  .. image:: /auto_examples/recipies/images/thumb/sphx_glr__02_dataclasses_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_recipies__02_dataclasses.py`

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      <div class="sphx-glr-thumbnail-title">Dataclass and Attrs support</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Sometimes a pipeline or algorithms requires a list of parameters or nested objects. As we can n...">

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  .. image:: /auto_examples/recipies/images/thumb/sphx_glr__03_composite_objects_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_recipies__03_composite_objects.py`

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      <div class="sphx-glr-thumbnail-title">Composite-Algorithms and Pipelines</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to use the TypedIterator class, which might be helpful, when iterating o...">

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  .. image:: /auto_examples/recipies/images/thumb/sphx_glr__04_typed_iterator_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_recipies__04_typed_iterator.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">TypedIterator</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Tpcp is focused on &quot;running&quot; pipelines and less on the &quot;optimization&quot; step. This is great for t...">

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  .. image:: /auto_examples/recipies/images/thumb/sphx_glr__05_optimization_info_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_recipies__05_optimization_info.py`

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      <div class="sphx-glr-thumbnail-title">Optimization Info</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="All tpcp algorithms and pipelines store their configuration in the parameters of the class.">

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  .. image:: /auto_examples/recipies/images/thumb/sphx_glr__06_pretrained_models_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_recipies__06_pretrained_models.py`

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      <div class="sphx-glr-thumbnail-title">Pretrained models and predefined parameters</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="The warning_error_context helper adds structured context to warnings and exceptions without cha...">

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  .. image:: /auto_examples/recipies/images/thumb/sphx_glr__07_warning_error_context_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_recipies__07_warning_error_context.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Warning and Error Context</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/recipies/_01_caching
   /auto_examples/recipies/_02_dataclasses
   /auto_examples/recipies/_03_composite_objects
   /auto_examples/recipies/_04_typed_iterator
   /auto_examples/recipies/_05_optimization_info
   /auto_examples/recipies/_06_pretrained_models
   /auto_examples/recipies/_07_warning_error_context