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# 🤗 Optimum

🤗 Optimum is an extension of [Transformers](https://huggingface.co/docs/transformers) that provides a set of performance optimization tools to train and run models on targeted hardware with maximum efficiency.
🤗 Optimum is a collection of libraries that enables you to very easily deploy and optimize your models on various cloud providers and hardware accelerators.

The AI ecosystem evolves quickly, and more and more specialized hardware along with their own optimizations are emerging every day.
As such, Optimum enables developers to efficiently use any of these platforms with the same ease inherent to Transformers.
Check out the sections below to learn more about our cloud, hardware and on-prem partners.
You can reach out to [[email protected]](mailto:[email protected]) to request more information about our current and future partnerships.

🤗 Optimum is distributed as a collection of packages - check out the links below for an in-depth look at each one.

## Cloud Partners

<div class="mt-10">
<div class="w-full flex flex-col space-y-4 md:space-y-0 md:grid md:grid-cols-2 md:gap-y-4 md:gap-x-5">
<a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://huggingface.co/amazon"
><div class="w-full text-center bg-gradient-to-br from-green-600 to-green-600 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">AWS</div>
<p class="text-gray-700">Deploy your models in a few clicks on AWS with <span class="underline" onclick="event.preventDefault(); window.open('https://huggingface.co/docs/sagemaker/index', '_blank');">SageMaker</span>.</p>
</a>
<a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://huggingface.co/docs/google-cloud/index"
><div class="w-full text-center bg-gradient-to-br from-red-600 to-red-600 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">GCP</div>
<p class="text-gray-700">Build your own AI with the latest open models from Hugging Face and the latest cloud and hardware features from Google Cloud.</p>
</a>
<a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://azure.microsoft.com/en-us/solutions/hugging-face-on-azure"
><div class="w-full text-center bg-gradient-to-br from-blue-400 to-blue-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">Azure</div>
<p class="text-gray-700">Deploy machine learning models to a dedicated endpoint with the enterprise-grade infrastructure of Azure.</p>
</a>
<a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://huggingface.co/Cloudflare"
><div class="w-full text-center bg-gradient-to-br from-orange-400 to-orange-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">Cloudflare</div>
<p class="text-gray-700">Serverless inference for AI models.</p>
</a>
</div>
</div>

## Hardware partners

The packages below enable you to get the best of the 🤗 Hugging Face ecosystem on various types of devices.
## Hardware Partners

<div class="mt-10">
<div class="w-full flex flex-col space-y-4 md:space-y-0 md:grid md:grid-cols-4 md:gap-y-4 md:gap-x-5">
Expand Down Expand Up @@ -61,6 +81,18 @@ The packages below enable you to get the best of the 🤗 Hugging Face ecosystem
> Some packages provide hardware-agnostic features (e.g. INC interface in Optimum Intel).

## On-prem Partners

<div class="mt-10">
<div class="w-full flex flex-col space-y-4 md:space-y-0 md:grid md:grid-cols-1 md:gap-y-4 md:gap-x-5">
<a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://dell.huggingface.co/"
><div class="w-full text-center bg-gradient-to-br from-green-600 to-green-600 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">Dell</div>
<p class="text-gray-700">The Dell Enterprise Hub features custom, ready-to-deploy containers and scripts that facilitate the easy, secure deployment of open-source models available on Hugging Face.</p>
</a>
</div>
</div>


## Open-source integrations

🤗 Optimum also supports a variety of open-source frameworks to make model optimization very easy.
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