index.html

---
layout: default
background-class: home-page-background
body-class: homepage
display-news-banner: true
---

<div class="jumbotron jumbotron-fluid on-dark-background">
  <div class="container">
    <h1><strong>Join us in San Francisco</strong><br/>September 18-19</h1>
    <img src="{{ site.baseurl }}/assets/images/pytconf24-color-whitetext.svg" width="275px" alt="PyTorch Conference logo"/>
    <p class="mt-4">
    <a href="https://events.linuxfoundation.org/pytorch-conference/register/?utm_source=www&utm_medium=homepage&utm_campaign=Pytorch-Conference-2024&utm_content=hero" class="btn btn-lg with-right-arrow" data-cta="join">
      Register Now
    </a>
    </p>
  </div>
</div>

<div class="main-content-wrapper">

  <div class="container homepage-box-module">
    <div class="row">
      <div class="col-md">
        <h3>Get Started</h3>
        <p>
          Choose your path: install PyTorch locally or launch instantly on supported cloud platforms
        </p>
        <p>
          <a href="https://pytorch.org/get-started">Get Started</a>
        </p>
      </div>
      <div class="col-md">
        <h3>PyTorch 2.4</h3>
        <p>
          PyTorch 2.4 adds Python 3.12 support for torch.compile, FSDP2, custom ops API, and optimizations for AWS Graviton and GenAI workloads on CPUs. 
        </p>
        <p>
          <a href="/blog/pytorch2-4/">Learn More</a>
        </p>
      </div>
      <div class="col-md">
        <h3>Membership Available</h3>
        <p>
          Become an integral part of the PyTorch Foundation, to build and shape the future of AI.
        </p>
        <p>
          <a href="/join">Join</a>
        </p>
      </div>
    </div>
  </div>

  <div class="container">
    <div class="row">
      <div class="col-md-12">
        <a href="{{ site.baseurl }}/get-started" class="btn btn-lg with-right-arrow module-button">
          Get Started
        </a>
      </div>
    </div>
  </div>


  <div class="container homepage-feature-module key-features-module">

    <div class="row">
      <div class="col-md-12">
        <div class="row">
          <div class="col-md-12">
            <h2>Key Features &amp;<br />Capabilities</h2>

            <a href="{{ site.baseurl }}/features" class="btn btn-lg with-right-arrow module-button">
              See all Features
            </a>
          </div>
        </div>

        <div class="row key-features-boxes">
          {% assign features = site.features | where: "featured-home", true | sort: 'order' %}

          {% for feature in features %}
            <div class="col-md-3 key-feature-box">
              <h5>{{ feature.title }}</h5>
              <p>{{ feature.summary-home }}</p>
            </div>
          {% endfor %}
        </div>
      </div>
    </div>
  </div>

  {% include quick_start_module.html %}

  <div class="homepage-feature-module community-module container-fluid">
      <div class="container">
      <div class="row">
        <div class="col-md-12">
          <h2>Ecosystem </h2>
          <h5>Feature Projects</h5>

          <a href="{{ site.baseurl }}/ecosystem" class="btn btn-lg with-right-arrow module-button">
            See all Projects
          </a>

        </div>
        <div class="col-md-8">
          <p class="h2-subheadline">Explore a rich ecosystem of libraries, tools, and more to support development.</p>
        </div>
      </div>

      <div class="row ecosystem-row">
        {% assign ecosystems = site.ecosystem | where: "featured-home", true | sort: 'order' %}
        {% for item in ecosystems %}
        <div class="col-md-4">
          <div class="card ecosystem-card">
            {% if item.external %}
              <a href="{{ item.link }}" target="_blank">
            {% else %}
              <a href="{{ site.baseurl }}{{ item.url }}">
            {% endif %}
              <div class="card-body {{ item.logo-class }} {% if item.external %}external{% endif %}">
                <h4>{{ item.title }}</h4>
                <p class="card-summary">{{ item.summary-home }}</p>
              </div>
            </a>
          </div>
        </div>
        {% endfor %}
      </div>

      <div id="community-module" class="row">
        <div class="col-md-12 community-heading">
          <h2>Community</h2>

        </div>
        <div class="col-md-8">
          <p class="h2-subheadline">Join the PyTorch developer community to contribute, learn, and get your questions answered.</p>
        </div>
      </div>

      <div class="row resources">
        {% assign resources = site.resources | where: "featured-home",true | sort: 'order' %}

        {% for resource in resources %}
          {% assign card_title = resource.title | split: ' ' %}
          <div class="col-md-4">
          <div class="card resource-card {{ resource.class }}">
            <!-- Cards with the pytorch-resource class also have a pytorch-discuss class.
                These two classes along with the discuss class allow us to stylize the second word in the card header so that it features orange text.
               -->
            {% if resource.class == "pytorch-resource" %}
              {% if resource.external %}
                <a href="{{ resource.link }}" class="pytorch-discuss" target="_blank">
              {% else %}
                <a href="{{ resource.link }}" class="pytorch-discuss">
              {% endif %}
              <div class="card-body">
                <h4>{{ card_title[0] }}<span class="discuss">{{ card_title[1] }}</span></h4>
            {% else %}
              {% if resource.external %}
                <a href="{{ resource.link }}" target="_blank">
              {% else %}
                <a href="{{ resource.link }}">
              {% endif %}
              <div class="card-body">
                <h4>{{ card_title }}</h4>
            {% endif %}
                <p class="card-summary">{{ resource.summary-home }}</p>
                </div>
              </a>
            </div>
          </div>
        {% endfor %}
      </div>


    </div>
  </div>
</div>

  <div class="homepage-bottom-wrapper">
    <div class="homepage-feature-module pytorch-users-module container">
    <div class="row">
      <div class="col-md-12 university-testimonials">
        <h2>Companies &amp; Universities<br />Using PyTorch</h2>

        <!-- Temporarily hiding button since there isn't a 'Stories' page
        <a href="{{ site.baseurl }}/features" class="btn btn-lg with-right-arrow module-button">
          See all Stories
        </a> -->

        <div class="row university-testimonials-content">
          {% assign case_studies = site.case_studies | where: "featured-home", true | sort: "order" %}

          {% for case_study in case_studies %}
            <div class="col-md-4">
              <img src="{{ site.baseurl }}/{{ case_study.logo }}" class="img-fluid" width="180">
              <p>{{ case_study.excerpt }}</p>
              <a href="{{ case_study.link }}" class="btn btn-lg with-right-arrow">
                Learn More
              </a>
            </div>
          {% endfor %}
        </div>
      </div>
    </div>
    </div>
  </div>
</div>


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<div id="twitter-widget">
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    href="https://twitter.com/pytorch"
    data-height="0"
    data-chrome="noheader nofooter noborders transparent noscrollbar"
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