.. _hivemind:

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Training on unreliable mixed GPUs across the internet
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**Audience:** Users who do not have access to top-tier multi-gpu/multi-node servers and want to scale training across different GPU types, or across the internet.

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.. raw:: html

    <div class="display-card-container">
        <div class="row">

.. Add callout items below this line
.. displayitem::
   :header: 1: Training across multiple machines over the internet
   :description: Quick setup to start training on multiple machines.
   :col_css: col-md-4
   :button_link: hivemind_basic.html
   :height: 200
   :tag: basic

.. displayitem::
   :header: 2: Speed up training by enabling under-the-hood optimizations
   :description: Learn which flags to use with the HivemindStrategy to speed up training.
   :col_css: col-md-4
   :button_link: hivemind_intermediate.html
   :height: 200
   :tag: intermediate

.. displayitem::
   :header: 3: Optimize Memory and Communication using compression hooks
   :description: Enable gradient buffer optimizations and communication improvements to reduce bottlenecks in communication.
   :col_css: col-md-4
   :button_link: hivemind_expert.html
   :height: 200
   :tag: expert


.. raw:: html

        </div>
    </div>
