:orphan:



.. _sphx_glr_examples_apps:

Application Examples
====================

This contains the example applications and component definitions for TorchX.
These components and apps can be launched by themselves or part of a pipeline.

See the Pipelines Examples for how to use the components in a pipeline.


.. raw:: html

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



.. _sphx_glr_examples_apps_datapreproc:

Data Preprocessing Example
##########################

This is a simple TorchX app that downloads some data via HTTP, normalizes the
images via torchvision and then reuploads it via fsspec.

This examples has two Python files: the app which actually does the
preprocessing and the component definition which can be used with TorchX to
launch the app.



.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is a component definition that runs the example datapreproc app.">

.. only:: html

 .. figure:: /examples_apps/datapreproc/images/thumb/sphx_glr_component_thumb.png
     :alt: Data Preprocessing Example Components

     :ref:`sphx_glr_examples_apps_datapreproc_component.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/datapreproc/component

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is a simple TorchX app that downloads some data via HTTP, normalizes the images via torchv...">

.. only:: html

 .. figure:: /examples_apps/datapreproc/images/thumb/sphx_glr_datapreproc_thumb.png
     :alt: Data Preprocessing App Example

     :ref:`sphx_glr_examples_apps_datapreproc_datapreproc.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/datapreproc/datapreproc
.. raw:: html

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



.. _sphx_glr_examples_apps_lightning_classy_vision:

Lightning + Classy Vision Trainer Example
#########################################

This example consists of model training and interpretability apps that uses
PyTorch Lightning and ClassyVision. The apps have shared logic so are split
across several files.

You can see the different component definitions for the apps in the components
file.





.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is a simple profiler that&#x27;s used as part of the trainer app example. This logs the Lightni...">

.. only:: html

 .. figure:: /examples_apps/lightning_classy_vision/images/thumb/sphx_glr_profiler_thumb.png
     :alt: Simple Logging Profiler

     :ref:`sphx_glr_examples_apps_lightning_classy_vision_profiler.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/lightning_classy_vision/profiler

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is a toy model for doing regression on the tiny imagenet dataset. It&#x27;s used by the apps in...">

.. only:: html

 .. figure:: /examples_apps/lightning_classy_vision/images/thumb/sphx_glr_model_thumb.png
     :alt: Tiny ImageNet Model

     :ref:`sphx_glr_examples_apps_lightning_classy_vision_model.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/lightning_classy_vision/model

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is an example TorchX app that uses captum to analyze inputs to for model interpretability ...">

.. only:: html

 .. figure:: /examples_apps/lightning_classy_vision/images/thumb/sphx_glr_interpret_thumb.png
     :alt: Model Interpretability App Example

     :ref:`sphx_glr_examples_apps_lightning_classy_vision_interpret.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/lightning_classy_vision/interpret

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is an example TorchX app that uses PyTorch Lightning and ClassyVision to train a model.">

.. only:: html

 .. figure:: /examples_apps/lightning_classy_vision/images/thumb/sphx_glr_train_thumb.png
     :alt: Trainer App Example

     :ref:`sphx_glr_examples_apps_lightning_classy_vision_train.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/lightning_classy_vision/train

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is the datasets used for the training example. It&#x27;s using stock Pytorch Lightning + Classy...">

.. only:: html

 .. figure:: /examples_apps/lightning_classy_vision/images/thumb/sphx_glr_data_thumb.png
     :alt: Trainer Datasets Example

     :ref:`sphx_glr_examples_apps_lightning_classy_vision_data.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/lightning_classy_vision/data

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Component definitions that run the example lightning_classy_vision app in a single or distribut...">

.. only:: html

 .. figure:: /examples_apps/lightning_classy_vision/images/thumb/sphx_glr_component_thumb.png
     :alt: Trainer Examples Components

     :ref:`sphx_glr_examples_apps_lightning_classy_vision_component.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples_apps/lightning_classy_vision/component
.. 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: examples_apps_python.zip <//home/runner/work/torchx/torchx/docs/source/examples_apps/examples_apps_python.zip>`



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

    :download:`Download all examples in Jupyter notebooks: examples_apps_jupyter.zip <//home/runner/work/torchx/torchx/docs/source/examples_apps/examples_apps_jupyter.zip>`


.. only:: html

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

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