:orphan:



.. _sphx_glr_getting-started_tutorials:

Tutorials
==================

Below is a gallery of tutorials for writing various basic operations with Triton. It is recommended that you read through the tutorials in order, starting with the simplest one. 


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="- The basic programming model of Triton - The triton.jit decorator, which is used to define Tri...">

.. only:: html

 .. figure:: /getting-started/tutorials/images/thumb/sphx_glr_01-vector-add_thumb.png
     :alt: Vector Addition

     :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /getting-started/tutorials/01-vector-add

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="- The benefits of kernel fusion for bandwidth-bound operations. - Reduction operators in Triton...">

.. only:: html

 .. figure:: /getting-started/tutorials/images/thumb/sphx_glr_02-fused-softmax_thumb.png
     :alt: Fused Softmax

     :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /getting-started/tutorials/02-fused-softmax

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="- Block-level matrix multiplications - Multi-dimensional pointer arithmetic - Program re-orderi...">

.. only:: html

 .. figure:: /getting-started/tutorials/images/thumb/sphx_glr_03-matrix-multiplication_thumb.png
     :alt: Matrix Multiplication

     :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /getting-started/tutorials/03-matrix-multiplication
.. raw:: html

    <div class="sphx-glr-clear"></div>



.. only :: html

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


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

    :download:`Download all examples in Python source code: tutorials_python.zip </getting-started/tutorials/tutorials_python.zip>`



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

    :download:`Download all examples in Jupyter notebooks: tutorials_jupyter.zip </getting-started/tutorials/tutorials_jupyter.zip>`


.. only:: html

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

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