:orphan:

.. _examples-gallery:

Gallery of examples
===================




.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Simple example which shows how to predict with a logistic regression using a code implemented i...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_logistic_regression_thumb.png
    :alt: Conversion of a logistic regression into C

  :ref:`sphx_glr_gyexamples_plot_logistic_regression.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Conversion of a logistic regression into C</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to use the command line to compare one or two runtimes with sci...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_onnx_benchmark_thumb.png
    :alt: Measure ONNX runtime performances

  :ref:`sphx_glr_gyexamples_plot_onnx_benchmark.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Measure ONNX runtime performances</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="There is no easy way to convert a sklearn.preprocessing.FunctionTransformer or a sklearn.compos...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_converters_thumb.png
    :alt: A converter for a TransformedTargetRegressor

  :ref:`sphx_glr_gyexamples_plot_converters.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">A converter for a TransformedTargetRegressor</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="An ONNX model can be exported into many formats (see l-api-export-onnx). This example checks th...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_export_onnx_tests_thumb.png
    :alt: Walk through all methods to export an ONNX model

  :ref:`sphx_glr_gyexamples_plot_export_onnx_tests.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Walk through all methods to export an ONNX model</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to profile the execution of a model with different runtime.">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_profile_thumb.png
    :alt: Profile the execution of a runtime

  :ref:`sphx_glr_gyexamples_plot_profile.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Profile the execution of a runtime</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example uses *OnnxTransformer* to freeze a model. Many preprocessing are fitted, converted...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_grid_search_thumb.png
    :alt: Grid search ONNX models

  :ref:`sphx_glr_gyexamples_plot_grid_search.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid search ONNX models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This script merges benchmark from l-b-reducesummax, l-b-reducesummean, l-b-reducesum.">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_merge_benchmark_thumb.png
    :alt: Merges benchmarks

  :ref:`sphx_glr_gyexamples_plot_op_merge_benchmark.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Is it possible to make scikit-learn faster with ONNX? That&#x27;s question this example tries to ans...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_speedup_pca_thumb.png
    :alt: Speed up scikit-learn inference with ONNX

  :ref:`sphx_glr_gyexamples_plot_speedup_pca.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Speed up scikit-learn inference with ONNX</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The following script benchmarks different libraries implementing random forests and boosting tr...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_time_tree_ensemble_thumb.png
    :alt: Benchmark Random Forests, Tree Ensemble

  :ref:`sphx_glr_gyexamples_plot_time_tree_ensemble.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Benchmark Random Forests, Tree Ensemble</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The following benchmark is inspired from `bench_arrayexprs.py &lt;https://github.com/numba/numba-b...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_numba_thumb.png
    :alt: Compares numba, numpy, onnxruntime for simple functions

  :ref:`sphx_glr_gyexamples_plot_numba.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares numba, numpy, onnxruntime for simple functions</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares the addition of *numpy* to onnxruntime implementation. Function numpy:add...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_add_thumb.png
    :alt: Compares implementations of Add

  :ref:`sphx_glr_gyexamples_plot_op_add.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of Add</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares the *numpy* for the operator *ReduceMax* to onnxruntime implementation. I...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_reducemax_thumb.png
    :alt: Compares implementations of ReduceMax

  :ref:`sphx_glr_gyexamples_plot_op_reducemax.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of ReduceMax</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares the *numpy* for the operator *ReduceSumSquare* to onnxruntime implementat...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_reducesumsquare_thumb.png
    :alt: Compares implementations of ReduceSumSquare

  :ref:`sphx_glr_gyexamples_plot_op_reducesumsquare.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of ReduceSumSquare</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares the *numpy* for the operator *ReduceMean* to onnxruntime implementation. ...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_reducemean_thumb.png
    :alt: Compares implementations of ReduceMean

  :ref:`sphx_glr_gyexamples_plot_op_reducemean.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of ReduceMean</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares the numpy:transpose from numpy, to onnxruntime implementation. If availab...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_transpose_thumb.png
    :alt: Compares implementations of Tranpose

  :ref:`sphx_glr_gyexamples_plot_op_transpose.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of Tranpose</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="That is the question. Parallize computation takes some time to set up, it is not the right solu...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_parallelism_thumb.png
    :alt: When to parallelize?

  :ref:`sphx_glr_gyexamples_plot_parallelism.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">When to parallelize?</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares the numpy:sum from numpy, to onnxruntime implementation. If available, te...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_reducesum_thumb.png
    :alt: Compares implementations of ReduceSum

  :ref:`sphx_glr_gyexamples_plot_op_reducesum.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of ReduceSum</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares implementations of function numpy:where from numpy, onnxruntime. tensorfl...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_where_thumb.png
    :alt: Compares implementations of Where

  :ref:`sphx_glr_gyexamples_plot_op_where.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of Where</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares different equations for function numpy:einsum. It compares *numpy* implem...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_einsum_thumb.png
    :alt: Compares implementations of Einsum

  :ref:`sphx_glr_gyexamples_plot_op_einsum.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compares implementations of Einsum</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example compares onnxruntime and mlprodict for an implementation of operator `TopK &lt;https:...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_op_onnx_topk_thumb.png
    :alt: TopK benchmark

  :ref:`sphx_glr_gyexamples_plot_op_onnx_topk.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The script compares different implementations for the operator LinearRegression.">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_opml_linear_regression_thumb.png
    :alt: Benchmark Linear Regression

  :ref:`sphx_glr_gyexamples_plot_opml_linear_regression.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Benchmark Linear Regression</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The script compares different implementations for the operator TreeEnsembleRegressor.">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_opml_random_forest_reg_thumb.png
    :alt: Benchmark Random Forests, Tree Ensemble, (AoS and SoA)

  :ref:`sphx_glr_gyexamples_plot_opml_random_forest_reg.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Benchmark Random Forests, Tree Ensemble, (AoS and SoA)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The script compares different implementations for the operator TreeEnsembleRegressor for a mult...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_opml_random_forest_cls_multi_thumb.png
    :alt: Benchmark Random Forests, Tree Ensemble, Multi-Classification

  :ref:`sphx_glr_gyexamples_plot_opml_random_forest_cls_multi.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Benchmark Random Forests, Tree Ensemble, Multi-Classification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The operator `TreeEnsembleClassifier &lt;https://github.com/onnx/onnx/blob/master/docs/Operators-m...">

.. only:: html

  .. image:: /gyexamples/images/thumb/sphx_glr_plot_onnx_tree_ensemble_parallel_thumb.png
    :alt: TreeEnsembleRegressor and parallelisation

  :ref:`sphx_glr_gyexamples_plot_onnx_tree_ensemble_parallel.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">TreeEnsembleRegressor and parallelisation</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /gyexamples/plot_logistic_regression
   /gyexamples/plot_onnx_benchmark
   /gyexamples/plot_converters
   /gyexamples/plot_export_onnx_tests
   /gyexamples/plot_profile
   /gyexamples/plot_grid_search
   /gyexamples/plot_op_merge_benchmark
   /gyexamples/plot_speedup_pca
   /gyexamples/plot_time_tree_ensemble
   /gyexamples/plot_numba
   /gyexamples/plot_op_add
   /gyexamples/plot_op_reducemax
   /gyexamples/plot_op_reducesumsquare
   /gyexamples/plot_op_reducemean
   /gyexamples/plot_op_transpose
   /gyexamples/plot_parallelism
   /gyexamples/plot_op_reducesum
   /gyexamples/plot_op_where
   /gyexamples/plot_op_einsum
   /gyexamples/plot_op_onnx_topk
   /gyexamples/plot_opml_linear_regression
   /gyexamples/plot_opml_random_forest_reg
   /gyexamples/plot_opml_random_forest_cls_multi
   /gyexamples/plot_onnx_tree_ensemble_parallel


.. 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: gyexamples_python.zip </gyexamples/gyexamples_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: gyexamples_jupyter.zip </gyexamples/gyexamples_jupyter.zip>`


.. only:: html

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

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