:orphan:

Containerization
----------------

As a container-native orchestration tool, all Flyte tasks are executed within isolated containers. ``Flytekit``
Python SDK enables you to configure these tasks for your needs easily, be it running a raw container with arbitrary
commands, specifying multiple container images in a single workflow, injecting secrets into a container, or using
spot instances.



.. raw:: html

    <div class="sphx-glr-thumbnails">


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to use arbitrary containers in 5 different languages, all orchest...">

.. only:: html

  .. image:: /auto/core/containerization/images/thumb/sphx_glr_raw_container_thumb.png
    :alt: Using Raw Containers

  :ref:`sphx_glr_auto_core_containerization_raw_container.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Using Raw Containers</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="When working locally, it is recommended to install all requirements of your project locally (ma...">

.. only:: html

  .. image:: /auto/core/containerization/images/thumb/sphx_glr_multi_images_thumb.png
    :alt: Multiple Container Images in a Single Workflow

  :ref:`sphx_glr_auto_core_containerization_multi_images.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multiple Container Images in a Single Workflow</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Flyte supports running a variety of tasks, from containers to SQL queries and service calls. Fo...">

.. only:: html

  .. image:: /auto/core/containerization/images/thumb/sphx_glr_use_secrets_thumb.png
    :alt: Using Secrets in a Task

  :ref:`sphx_glr_auto_core_containerization_use_secrets.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Using Secrets in a Task</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Using Spot/Preemptible Instances">

.. only:: html

  .. image:: /auto/core/containerization/images/thumb/sphx_glr_spot_instances_thumb.png
    :alt: Using Spot/Preemptible Instances

  :ref:`sphx_glr_auto_core_containerization_spot_instances.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Using Spot/Preemptible Instances</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In Flyte, workflow executions are created as Kubernetes resources. These can be extended with `...">

.. only:: html

  .. image:: /auto/core/containerization/images/thumb/sphx_glr_workflow_labels_annotations_thumb.png
    :alt: Adding Workflow Labels and Annotations

  :ref:`sphx_glr_auto_core_containerization_workflow_labels_annotations.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Adding Workflow Labels and Annotations</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto/core/containerization/raw_container
   /auto/core/containerization/multi_images
   /auto/core/containerization/use_secrets
   /auto/core/containerization/spot_instances
   /auto/core/containerization/workflow_labels_annotations


.. only:: html

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

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

      :download:`Download all examples in Python source code: containerization_python.zip </auto/core/containerization/containerization_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: containerization_jupyter.zip </auto/core/containerization/containerization_jupyter.zip>`


.. only:: html

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

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