:orphan:



.. _sphx_glr_tutorials:

=================
Tutorials
=================
This page contains the tutorials about CINN.

---------
Run demo
---------
Compile ``demo.cc``::

    cd build/dist
    
    bash build_demo.sh



.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will introduce the JIT module that execute the DSL on X86 and NV GPU. ">

.. only:: html

 .. figure:: /tutorials/images/thumb/sphx_glr_jit_thumb.png
     :alt: JIT in CINN

     :ref:`sphx_glr_tutorials_jit.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /tutorials/jit

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will introduce the ways to build and run a model using CinnBuilder APIs. ">

.. only:: html

 .. figure:: /tutorials/images/thumb/sphx_glr_cinn_builder_thumb.png
     :alt: Run model by using CinnBuilder API

     :ref:`sphx_glr_tutorials_cinn_builder.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /tutorials/cinn_builder

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will show you how to load and execute a paddle model in CINN. We offer you...">

.. only:: html

 .. figure:: /tutorials/images/thumb/sphx_glr_load_paddle_model_thumb.png
     :alt: Load and Execute Paddle Model

     :ref:`sphx_glr_tutorials_load_paddle_model.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /tutorials/load_paddle_model

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will introduce the ways to build and run a model using NetBuilder APIs. ">

.. only:: html

 .. figure:: /tutorials/images/thumb/sphx_glr_net_builder_thumb.png
     :alt: Run model by using NetBuilder API

     :ref:`sphx_glr_tutorials_net_builder.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /tutorials/net_builder

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="**Note:** Docker execution environment is required, and you should use the docker image  regist...">

.. only:: html

 .. figure:: /tutorials/images/thumb/sphx_glr_train_resnet50_with_cinn_thumb.png
     :alt: Training ResNet50 using Paddle compiled with CINN

     :ref:`sphx_glr_tutorials_train_resnet50_with_cinn.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /tutorials/train_resnet50_with_cinn

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will introduce several ways to optimize the performance of the matrix mult...">

.. only:: html

 .. figure:: /tutorials/images/thumb/sphx_glr_matmul_thumb.png
     :alt: Ways to optimize Matrix Multiplication on CPU

     :ref:`sphx_glr_tutorials_matmul.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /tutorials/matmul

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will guide you through the examples of using schedule primitives. ">

.. only:: html

 .. figure:: /tutorials/images/thumb/sphx_glr_schedule_primitives_thumb.png
     :alt: Schedule Primitives in CINN

     :ref:`sphx_glr_tutorials_schedule_primitives.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /tutorials/schedule_primitives
.. 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 </tutorials/tutorials_python.zip>`



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

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


.. only:: html

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

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