:orphan:

Examples
========

This is a collection of examples in Earth2Studio that demonstrate various functionality
and commonly used workflows.



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

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    <div class="sphx-glr-thumbcontainer" tooltip="Basic deterministic inference workflow.">

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  .. image:: /examples/images/thumb/sphx_glr_01_deterministic_workflow_thumb.png
    :alt:

  :ref:`sphx_glr_examples_01_deterministic_workflow.py`

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      <div class="sphx-glr-thumbnail-title">Running Deterministic Inference</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Basic prognostic + diagnostic inference workflow.">

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  .. image:: /examples/images/thumb/sphx_glr_02_diagnostic_workflow_thumb.png
    :alt:

  :ref:`sphx_glr_examples_02_diagnostic_workflow.py`

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      <div class="sphx-glr-thumbnail-title">Running Diagnostic Inference</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Simple ensemble inference workflow.">

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  .. image:: /examples/images/thumb/sphx_glr_03_ensemble_workflow_thumb.png
    :alt:

  :ref:`sphx_glr_examples_03_ensemble_workflow.py`

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      <div class="sphx-glr-thumbnail-title">Running Ensemble Inference</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Generative downscaling over Taiwan using CorrDiff diffusion model.">

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  .. image:: /examples/images/thumb/sphx_glr_04_corrdiff_inference_thumb.png
    :alt:

  :ref:`sphx_glr_examples_04_corrdiff_inference.py`

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      <div class="sphx-glr-thumbnail-title">Generative Downscaling</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Intermediate ensemble inference using a custom perturbation method.">

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  .. image:: /examples/images/thumb/sphx_glr_05_ensemble_workflow_extend_thumb.png
    :alt:

  :ref:`sphx_glr_examples_05_ensemble_workflow_extend.py`

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      <div class="sphx-glr-thumbnail-title">Single Variable Perturbation Method</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Adding model noise by using custom hooks.">

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  .. image:: /examples/images/thumb/sphx_glr_06_model_perturbation_hook_thumb.png
    :alt:

  :ref:`sphx_glr_examples_06_model_perturbation_hook.py`

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      <div class="sphx-glr-thumbnail-title">Model Hook Injection: Perturbation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example will demonstrate how to run a simple inference workflow to generate a forecast and then to save a statistic of that data. There are a handful of built-in statistics available in earth2studio.statistics, but here we will demonstrate how to define a custom statistic and run inference.">

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  .. image:: /examples/images/thumb/sphx_glr_07_seasonal_statistics_thumb.png
    :alt:

  :ref:`sphx_glr_examples_07_seasonal_statistics.py`

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      <div class="sphx-glr-thumbnail-title">Statistical Inference</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Setting up distributed manager for parallel inference">

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  .. image:: /examples/images/thumb/sphx_glr_08_distributed_manager_thumb.png
    :alt:

  :ref:`sphx_glr_examples_08_distributed_manager.py`

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      <div class="sphx-glr-thumbnail-title">Distributed Manager Inference</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Basic StormCast inference workflow.">

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  .. image:: /examples/images/thumb/sphx_glr_09_stormcast_example_thumb.png
    :alt:

  :ref:`sphx_glr_examples_09_stormcast_example.py`

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      <div class="sphx-glr-thumbnail-title">Running StormCast Inference</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Ensemble StormCast inference workflow.">

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  .. image:: /examples/images/thumb/sphx_glr_10_stormcast_ensemble_example_thumb.png
    :alt:

  :ref:`sphx_glr_examples_10_stormcast_ensemble_example.py`

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      <div class="sphx-glr-thumbnail-title">Running StormCast Ensemble Inference</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /examples/01_deterministic_workflow
   /examples/02_diagnostic_workflow
   /examples/03_ensemble_workflow
   /examples/04_corrdiff_inference
   /examples/05_ensemble_workflow_extend
   /examples/06_model_perturbation_hook
   /examples/07_seasonal_statistics
   /examples/08_distributed_manager
   /examples/09_stormcast_example
   /examples/10_stormcast_ensemble_example


Extending Earth2Studio
----------------------

Examples focused on demonstrating how to extend Earth2Studio with user-defined
components.



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    <div class="sphx-glr-thumbcontainer" tooltip="Implementing a custom prognostic model">

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  .. image:: /examples/extend/images/thumb/sphx_glr_01_custom_prognostic_thumb.png
    :alt:

  :ref:`sphx_glr_examples_extend_01_custom_prognostic.py`

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      <div class="sphx-glr-thumbnail-title">Extending Prognostic Models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Implementing a custom diagnostic model">

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  .. image:: /examples/extend/images/thumb/sphx_glr_02_custom_diagnostic_thumb.png
    :alt:

  :ref:`sphx_glr_examples_extend_02_custom_diagnostic.py`

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      <div class="sphx-glr-thumbnail-title">Extending Diagnostic Models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Implementing a custom data source">

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  .. image:: /examples/extend/images/thumb/sphx_glr_03_custom_datasource_thumb.png
    :alt:

  :ref:`sphx_glr_examples_extend_03_custom_datasource.py`

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      <div class="sphx-glr-thumbnail-title">Extending Data Sources</div>
    </div>


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    </div>


.. toctree::
   :hidden:
   :includehidden:


   /examples/extend/index.rst


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

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

      :download:`Download all examples in Python source code: examples_python.zip </examples/examples_python.zip>`

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

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


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

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