:orphan:

.. _kernel-examples-gallery:

Kernel examples
===============

A gallery of runnable examples showing how to use the SIMD-accelerated CPU
kernels provided by ``onnx-light-cpu`` from Python.


.. raw:: html

  <div id='sg-tag-list' class='sphx-glr-tag-list'></div>


.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example reports the SIMD level selected by onnx-light-cpu. The Python extension exposes only status helpers here; optimized ONNX operators are used through onnx-light registration in integration builds.">

.. only:: html

  .. image:: /auto_examples/kernels/images/thumb/sphx_glr_plot_abs_simd_thumb.png
    :alt:

  :doc:`/auto_examples/kernels/plot_abs_simd`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Runtime SIMD detection</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example registers the portable CDist, BiasGelu, and LinearAttention CPU kernels and runs one model containing the three operators through onnx-light.">

.. only:: html

  .. image:: /auto_examples/kernels/images/thumb/sphx_glr_plot_custom_operators_thumb.png
    :alt:

  :doc:`/auto_examples/kernels/plot_custom_operators`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Run com.microsoft custom operators</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/kernels/plot_abs_simd
   /auto_examples/kernels/plot_custom_operators


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: kernels_python.zip </auto_examples/kernels/kernels_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: kernels_jupyter.zip </auto_examples/kernels/kernels_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_