.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "checks_gallery/tabular/methodology/plot_model_inference_time.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        Click :ref:`here <sphx_glr_download_checks_gallery_tabular_methodology_plot_model_inference_time.py>`
        to download the full example code

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_checks_gallery_tabular_methodology_plot_model_inference_time.py:


Model Inference Time
********************

.. GENERATED FROM PYTHON SOURCE LINES 8-16

.. code-block:: default


    from sklearn.datasets import load_iris
    from sklearn.ensemble import AdaBoostClassifier
    from sklearn.model_selection import train_test_split

    from deepchecks.tabular import Dataset
    from deepchecks.tabular.checks.methodology import ModelInferenceTime








.. GENERATED FROM PYTHON SOURCE LINES 17-26

.. code-block:: default


    iris = load_iris(as_frame=True)
    train, test = train_test_split(iris.frame, test_size=0.33, random_state=42)

    train_ds = Dataset(train, features=iris.feature_names, label='target')
    test_ds = Dataset(test, features=iris.feature_names, label='target')

    clf = AdaBoostClassifier().fit(train_ds.data[train_ds.features], train_ds.data[train_ds.label_name])








.. GENERATED FROM PYTHON SOURCE LINES 27-31

.. code-block:: default


    check = ModelInferenceTime()
    check.run(test_ds, clf)






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">

    <script
        src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js"
        integrity="sha512-c3Nl8+7g4LMSTdrm621y7kf9v3SDPnhxLNhcjFJbKECVnmZHTdo+IRO05sNLTH/D3vA6u1X32ehoLC7WFVdheg=="
        crossorigin="anonymous"
        referrerpolicy="no-referrer">
    </script>

    <script type="text/javascript">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>
    <script type="text/javascript">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: "STIX-Web"}});}</script>
    <script type="text/javascript">
        if (typeof require !== 'undefined') {
            require.undef("plotly");
            requirejs.config({
                paths: {'plotly': ['https://cdn.plot.ly/plotly-2.8.3.min']}
            });
            require(
                ['plotly'],
                function(Plotly) {
                    window._Plotly = Plotly;
                    window.Plotly = Plotly;
                    console.log('Loaded plotly successfully');
                },
                function() {console.log('Failed to load plotly')}
            );
        } else {
            console.log('requirejs is not present');
        }
    </script>
    <h4><b>Model Inference Time</b></h4><p>Measure model average inference time (in seconds) per sample.</p><h5><b>Additional Outputs</b></h5><div>Average model inference time for one sample (in seconds): 0.00011077</div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 32-34

Instantiating check instance with condition
===========================================

.. GENERATED FROM PYTHON SOURCE LINES 34-37

.. code-block:: default


    check = ModelInferenceTime().add_condition_inference_time_is_not_greater_than(0.00001)
    check.run(test_ds, clf)





.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">

    <script
        src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js"
        integrity="sha512-c3Nl8+7g4LMSTdrm621y7kf9v3SDPnhxLNhcjFJbKECVnmZHTdo+IRO05sNLTH/D3vA6u1X32ehoLC7WFVdheg=="
        crossorigin="anonymous"
        referrerpolicy="no-referrer">
    </script>

    <script type="text/javascript">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>
    <script type="text/javascript">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: "STIX-Web"}});}</script>
    <script type="text/javascript">
        if (typeof require !== 'undefined') {
            require.undef("plotly");
            requirejs.config({
                paths: {'plotly': ['https://cdn.plot.ly/plotly-2.8.3.min']}
            });
            require(
                ['plotly'],
                function(Plotly) {
                    window._Plotly = Plotly;
                    window.Plotly = Plotly;
                    console.log('Loaded plotly successfully');
                },
                function() {console.log('Failed to load plotly')}
            );
        } else {
            console.log('requirejs is not present');
        }
    </script>
    <h4><b>Model Inference Time</b></h4><p>Measure model average inference time (in seconds) per sample.</p><h5><b>Conditions Summary</b></h5><style type="text/css">
    #T_78c43 table {
      text-align: left;
      white-space: pre-wrap;
    }
    #T_78c43 thead {
      text-align: left;
      white-space: pre-wrap;
    }
    #T_78c43 tbody {
      text-align: left;
      white-space: pre-wrap;
    }
    #T_78c43 th {
      text-align: left;
      white-space: pre-wrap;
    }
    #T_78c43 td {
      text-align: left;
      white-space: pre-wrap;
    }
    </style>
    <table id="T_78c43">
      <thead>
        <tr>
          <th id="T_78c43_level0_col0" class="col_heading level0 col0" >Status</th>
          <th id="T_78c43_level0_col1" class="col_heading level0 col1" >Condition</th>
          <th id="T_78c43_level0_col2" class="col_heading level0 col2" >More Info</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <td id="T_78c43_row0_col0" class="data row0 col0" ><div style="color: red;text-align: center">✖</div></td>
          <td id="T_78c43_row0_col1" class="data row0 col1" >Average model inference time for one sample is not greater than 1e-05</td>
          <td id="T_78c43_row0_col2" class="data row0 col2" >Found average inference time (in seconds) above threshold: 0.00011366</td>
        </tr>
      </tbody>
    </table>
    <h5><b>Additional Outputs</b></h5><div>Average model inference time for one sample (in seconds): 0.00011366</div>
    </div>
    <br />
    <br />


.. rst-class:: sphx-glr-timing

   **Total running time of the script:** ( 0 minutes  0.089 seconds)


.. _sphx_glr_download_checks_gallery_tabular_methodology_plot_model_inference_time.py:


.. only :: html

 .. container:: sphx-glr-footer
    :class: sphx-glr-footer-example



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

     :download:`Download Python source code: plot_model_inference_time.py <plot_model_inference_time.py>`



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

     :download:`Download Jupyter notebook: plot_model_inference_time.ipynb <plot_model_inference_time.ipynb>`


.. only:: html

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

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