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

.. only:: html

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

        :ref:`Go to the end <sphx_glr_download_auto_examples_plot_kernels.py>`
        to download the full example code

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

.. _sphx_glr_auto_examples_plot_kernels.py:


=====================
Plot kernel functions
=====================

This script requires matplotlib

.. GENERATED FROM PYTHON SOURCE LINES 8-34



.. image-sg:: /auto_examples/images/sphx_glr_plot_kernels_001.png
   :alt: uniform, triangular, gaussian, epanechnikov, quartic, triweight, tricube, cosine, exp-4
   :srcset: /auto_examples/images/sphx_glr_plot_kernels_001.png
   :class: sphx-glr-single-img





.. code-block:: python3


    import matplotlib.pyplot as plt
    import numpy as np
    from rlberry_research.agents.kernel_based.kernels import kernel_func

    kernel_types = [
        "uniform",
        "triangular",
        "gaussian",
        "epanechnikov",
        "quartic",
        "triweight",
        "tricube",
        "cosine",
        "exp-4",
    ]

    z = np.linspace(-2, 2, 100)


    fig, axes = plt.subplots(1, len(kernel_types), figsize=(15, 5))
    for ii, k_type in enumerate(kernel_types):
        kernel_vals = kernel_func(z, k_type)
        axes[ii].plot(z, kernel_vals)
        axes[ii].set_title(k_type)
    plt.show()


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

   **Total running time of the script:** (0 minutes 6.332 seconds)


.. _sphx_glr_download_auto_examples_plot_kernels.py:

.. only:: html

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




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

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

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

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


.. only:: html

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

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