main/generated/exportdb/python.context-manager.html



<!DOCTYPE html>


<html lang="en" data-content_root="" >

  <head>
    <meta charset="utf-8" />
    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta property="og:title" content="python.context-manager" />
<meta property="og:type" content="website" />
<meta property="og:url" content="http://pytorch.org/generated/exportdb/python.context-manager.html" />
<meta property="og:site_name" content="PyTorch" />
<meta property="og:description" content="null_context_manager: Original source code: Result:" />
<meta property="og:image" content="https://pytorch.org/assets/images/social-share.jpg" />
<meta property="og:image:alt" content="PyTorch" />
<meta name="description" content="null_context_manager: Original source code: Result:" />

    <title>python.context-manager &#8212; PyTorch main documentation</title>
  
  
  <script data-cfasync="false">
    document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
  </script>
  
  <!-- Loaded before other Sphinx assets -->
  <link href="../../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="../../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />

  
  <link href="../../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
  <link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />

    <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
    <link rel="stylesheet" type="text/css" href="../../_static/css/theme.css" />
    <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css" />
    <link rel="stylesheet" type="text/css" href="https://cdn.jsdelivr.net/npm/katex@0.13.11/dist/katex.min.css" />
    <link rel="stylesheet" type="text/css" href="../../_static/katex-math.css" />
    <link rel="stylesheet" type="text/css" href="../../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" />
    <link rel="stylesheet" type="text/css" href="../../_static/css/jit.css" />
    <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css" />
    <link rel="stylesheet" type="text/css" href="https://cdn.jsdelivr.net/npm/katex@0.10.0-beta/dist/katex.min.css" />
  
  <!-- Pre-loaded scripts that we'll load fully later -->
  <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
  <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>

    <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
    <script src="../../_static/jquery.js"></script>
    <script src="../../_static/underscore.js"></script>
    <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
    <script src="../../_static/doctools.js"></script>
    <script src="../../_static/sphinx_highlight.js"></script>
    <script src="../../_static/clipboard.min.js"></script>
    <script src="../../_static/copybutton.js"></script>
    <script src="../../_static/design-tabs.js"></script>
    <script>DOCUMENTATION_OPTIONS.pagename = 'generated/exportdb/python.context-manager';</script>
    <script>
        DOCUMENTATION_OPTIONS.theme_version = '0.15.4';
        DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://pytorch.org/docs/pytorch-versions.json';
        DOCUMENTATION_OPTIONS.theme_switcher_version_match = 'main';
        DOCUMENTATION_OPTIONS.show_version_warning_banner = true;
        </script>
    <link rel="index" title="Index" href="../../genindex.html" />
    <link rel="search" title="Search" href="../../search.html" />
    <link rel="next" title="torch.operator" href="torch.operator.html" />
    <link rel="prev" title="python.object-model" href="python.object-model.html" />

  <meta name="viewport" content="width=device-width, initial-scale=1"/>
  <meta name="docsearch:language" content="en"/>
<script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/list.js/2.3.1/list.min.js"></script>
<link rel="stylesheet" type="text/css" href="../../_static/css/theme.css">
<script type="text/javascript" src="../../_static/js/theme.js"></script>
<link rel="stylesheet" href="../../_static/webfonts/all.min.css">
<meta name="pytorch_project" content="docs">
<!-- Google Tag Manager (noscript) -->
<noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-T8XT4PS"
   height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
   <!-- End Google Tag Manager (noscript) -->
   <!-- Google Tag Manager -->
<script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':
   new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],
   j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=
   'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);
   j.onload = function() {
     window.dispatchEvent(new Event('gtm_loaded'));
     console.log('GTM loaded successfully');
   };
   })(window,document,'script','dataLayer','GTM-T8XT4PS');
</script>
 <!-- End Google Tag Manager -->
 <!-- Facebook Pixel Code -->
<script>
   !function(f,b,e,v,n,t,s)
   {if(f.fbq)return;n=f.fbq=function(){n.callMethod?
   n.callMethod.apply(n,arguments):n.queue.push(arguments)};
   if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';
   n.queue=[];t=b.createElement(e);t.async=!0;
   t.src=v;s=b.getElementsByTagName(e)[0];
   s.parentNode.insertBefore(t,s)}(window,document,'script',
   'https://connect.facebook.net/en_US/fbevents.js');
   fbq('init', '243028289693773');
   fbq('track', 'PageView');
</script>
<script>
   document.documentElement.setAttribute('data-version', 'main (2.8.0a0+git8dbe1ff )');
 </script>
<noscript>
   <img height="1" width="1" src="https://www.facebook.com/tr?id=243028289693773&ev=PageView&noscript=1"/>
</noscript>
<script>
   function gtag() {
    window.dataLayer.push(arguments);
   }
</script>
<!-- End Facebook Pixel Code -->

<script async src="https://cse.google.com/cse.js?cx=e65585f8c3ea1440e"></script>

   <!--
   Search engines should not index the main version of documentation.
   Stable documentation are built without release == 'main'.
   -->
   <meta name="robots" content="noindex">


  <meta name="viewport" content="width=device-width, initial-scale=1"/>
  <meta name="docsearch:language" content="en"/>

  </head>
<body data-feedback-url="https://github.com/pytorch/pytorch" class="pytorch-body">
     <div class="container-fluid header-holder tutorials-header" id="header-holder">
   <div class="header-container-wrapper">
    <div class="header-container">
      <a class="header-logo" href="https://pytorch.org/" aria-label="PyTorch"></a>

      <div class="main-menu">
        <ul>

          <li class="main-menu-item">
          <div id="resourcesDropdownButton" data-toggle="resources-dropdown" class="resources-dropdown">
              <a class="with-down-arrow">
                Learn
              </a>
              <div class="resources-dropdown-menu">
                <a class="nav-dropdown-item" href="https://pytorch.org/get-started">
                  <span class=dropdown-title>Get Started</span>
                  <p>Run PyTorch locally or get started quickly with one of the supported cloud platforms</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/tutorials">
                  <span class="dropdown-title">Tutorials</span>
                  <p>Whats new in PyTorch tutorials</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/tutorials/beginner/basics/intro.html">
                  <span class="dropdown-title">Learn the Basics</span>
                  <p>Familiarize yourself with PyTorch concepts and modules</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/tutorials/recipes/recipes_index.html">
                  <span class="dropdown-title">PyTorch Recipes</span>
                  <p>Bite-size, ready-to-deploy PyTorch code examples</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/tutorials/beginner/introyt.html">
                  <span class="dropdown-title">Intro to PyTorch - YouTube Series</span>
                  <p>Master PyTorch basics with our engaging YouTube tutorial series</p>
                </a>
              </div>
            </div>
          </li>

          <li>
          <div id="resourcesDropdownButton" data-toggle="resources-dropdown" class="resources-dropdown">
              <a class="with-down-arrow">
                Ecosystem
              </a>
              <div class="resources-dropdown-menu">
                <a class="nav-dropdown-item" href="https://pytorch.org/ecosystem">
                  <span class="dropdown-title">Tools</span>
                  <p>Learn about the tools and frameworks in the PyTorch Ecosystem</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/#community-module">
                  <span class=dropdown-title>Community</span>
                  <p>Join the PyTorch developer community to contribute, learn, and get your questions answered</p>
                </a>
                <a class="nav-dropdown-item" href="https://discuss.pytorch.org/" target="_blank">
                  <span class=dropdown-title>Forums</span>
                  <p>A place to discuss PyTorch code, issues, install, research</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/resources">
                  <span class=dropdown-title>Developer Resources</span>
                  <p>Find resources and get questions answered</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/ecosystem/contributor-awards-2024">
                  <span class="dropdown-title">Contributor Awards - 2024</span>
                  <p>Award winners announced at this year's PyTorch Conference</p>
                </a>
              </div>
            </div>
          </li>

          <li>
          <div id="resourcesDropdownButton" data-toggle="resources-dropdown" class="resources-dropdown">
              <a class="with-down-arrow">
                Edge
              </a>
              <div class="resources-dropdown-menu">
                <a class="nav-dropdown-item" href="https://pytorch.org/edge">
                  <span class="dropdown-title">About PyTorch Edge</span>
                  <p>Build innovative and privacy-aware AI experiences for edge devices</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/executorch-overview">
                  <span class="dropdown-title">ExecuTorch</span>
                  <p>End-to-end solution for enabling on-device inference capabilities across mobile and edge devices</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/executorch/stable/index.html">
                  <span class="dropdown-title">ExecuTorch Docs</span>
                </a>
              </div>
            </div>
          </li>

          <li class="main-menu-item">
            <div id="resourcesDropdownButton" data-toggle="resources-dropdown" class="resources-dropdown">
              <a class="with-down-arrow">
                Docs
              </a>
              <div class="resources-dropdown-menu">
                <a class="nav-dropdown-item" href="https://pytorch.org/docs/stable/index.html">
                  <span class="dropdown-title">PyTorch</span>
                  <p>Explore the documentation for comprehensive guidance on how to use PyTorch</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/pytorch-domains">
                  <span class="dropdown-title">PyTorch Domains</span>
                  <p>Read the PyTorch Domains documentation to learn more about domain-specific libraries</p>
                </a>
              </div>
            </div>
          </li>

          <li>
            <div id="resourcesDropdownButton" data-toggle="resources-dropdown" class="resources-dropdown">
              <a class="with-down-arrow">
                Blogs & News
              </a>
              <div class="resources-dropdown-menu">
                <a class="nav-dropdown-item" href="https://pytorch.org/blog/">
                  <span class="dropdown-title">PyTorch Blog</span>
                  <p>Catch up on the latest technical news and happenings</p>
                </a>
                 <a class="nav-dropdown-item" href="https://pytorch.org/community-blog">
                  <span class="dropdown-title">Community Blog</span>
                  <p>Stories from the PyTorch ecosystem</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/videos">
                  <span class="dropdown-title">Videos</span>
                  <p>Learn about the latest PyTorch tutorials, new, and more </p>
                <a class="nav-dropdown-item" href="https://pytorch.org/community-stories">
                  <span class="dropdown-title">Community Stories</span>
                  <p>Learn how our community solves real, everyday machine learning problems with PyTorch</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/events">
                  <span class="dropdown-title">Events</span>
                  <p>Find events, webinars, and podcasts</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/newsletter">
                  <span class="dropdown-title">Newsletter</span>
                  <p>Stay up-to-date with the latest updates</p>
                </a>
            </div>
          </li>

          <li>
            <div id="resourcesDropdownButton" data-toggle="resources-dropdown" class="resources-dropdown">
              <a class="with-down-arrow">
                About
              </a>
              <div class="resources-dropdown-menu">
                <a class="nav-dropdown-item" href="https://pytorch.org/foundation">
                  <span class="dropdown-title">PyTorch Foundation</span>
                  <p>Learn more about the PyTorch Foundation</p>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/governing-board">
                  <span class="dropdown-title">Governing Board</span>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/credits">
                  <span class="dropdown-title">Cloud Credit Program</span>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/tac">
                  <span class="dropdown-title">Technical Advisory Council</span>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/staff">
                  <span class="dropdown-title">Staff</span>
                </a>
                <a class="nav-dropdown-item" href="https://pytorch.org/contact-us">
                  <span class="dropdown-title">Contact Us</span>
                </a>
              </div>
            </div>
          </li>

          <li class="main-menu-item">
            <div class="no-dropdown">
              <a href="https://pytorch.org/join" data-cta="join">
                Become a Member
              </a>
            </div>
          </li>
          <li>
           <div class="main-menu-item">
             <a href="https://github.com/pytorch/pytorch" class="github-icon">
             </a>
           </div>
          </li>
          <!--- TODO: This block adds the search icon to the nav bar. We will enable it later.
          <li>
            <div class="main-menu-item">
             <a href="https://github.com/pytorch/pytorch" class="search-icon">
             </a>
            </div>
          </li>
          --->
        </ul>
      </div>

      <a class="main-menu-open-button" href="#" data-behavior="open-mobile-menu">
        <i class="fa-solid fa-ellipsis"></i>
      </a>
    </div>
  </div>
 </div>

 <!-- Begin Mobile Menu -->

<div class="mobile-main-menu">
  <div class="container-fluid">
    <div class="header-container-wrapper">
      <div class="mobile-main-menu-header-container">
        <a class="header-logo" href="https://pytorch.org/" aria-label="PyTorch"></a>
        <a class="main-menu-close-button" href="#" data-behavior="close-mobile-menu">
          <i class="fa-solid fa-xmark"></i>
        </a>
      </div>
    </div>
  </div>

  <div class="mobile-main-menu-links-container">
    <div class="main-menu">
      <ul>
         <li class="resources-mobile-menu-title">
           <a>Learn</a>
         </li>
         <ul class="resources-mobile-menu-items">
           <li>
             <a href="https://pytorch.org/get-started">Get Started</a>
           </li>
           <li>
             <a href="https://pytorch.org/tutorials">Tutorials</a>
           </li>
           <li>
             <a href="https://pytorch.org/tutorials/beginner/basics/intro.html">Learn the Basics</a>
           </li>
           <li>
             <a href="https://pytorch.org/tutorials/recipes/recipes_index.html">PyTorch Recipes</a>
           </li>
           <li>
             <a href="https://pytorch.org/tutorials/beginner/introyt.html">Introduction to PyTorch - YouTube Series</a>
           </li>
         </ul>
         <li class="resources-mobile-menu-title">
           <a>Ecosystem</a>
         </li>
         <ul class="resources-mobile-menu-items">
           <li>
             <a href="https://pytorch.org/ecosystem">Tools</a>
           </li>
           <li>
             <a href="https://pytorch.org/#community-module">Community</a>
           </li>
           <li>
             <a href="https://discuss.pytorch.org/">Forums</a>
           </li>
           <li>
             <a href="https://pytorch.org/resources">Developer Resources</a>
           </li>
           <li>
             <a href="https://pytorch.org/ecosystem/contributor-awards-2023">Contributor Awards - 2024</a>
           </li>
         </ul>

         <li class="resources-mobile-menu-title">
           <a>Edge</a>
         </li>

         <ul class="resources-mobile-menu-items">
           <li>
             <a href="https://pytorch.org/edge">About PyTorch Edge</a>
           </li>

           <li>
             <a href="https://pytorch.org/executorch-overview">ExecuTorch</a>
           </li>
           <li>
             <a href="https://pytorch.org/executorch/stable/index.html">ExecuTorch Documentation</a>
           </li>
         </ul>

         <li class="resources-mobile-menu-title">
           <a>Docs</a>
         </li>

         <ul class="resources-mobile-menu-items">
          <li>
            <a href="https://pytorch.org/docs/stable/index.html">PyTorch</a>
          </li>

          <li>
            <a href="https://pytorch.org/pytorch-domains">PyTorch Domains</a>
          </li>
        </ul>

        <li class="resources-mobile-menu-title">
          <a>Blog & News</a>
        </li>

         <ul class="resources-mobile-menu-items">
          <li>
            <a href="https://pytorch.org/blog/">PyTorch Blog</a>
          </li>
          <li>
            <a href="https://pytorch.org/community-blog">Community Blog</a>
          </li>

          <li>
            <a href="https://pytorch.org/videos">Videos</a>
          </li>

          <li>
            <a href="https://pytorch.org/community-stories">Community Stories</a>
          </li>
          <li>
            <a href="https://pytorch.org/events">Events</a>
          </li>
          <li>
             <a href="https://pytorch.org/newsletter">Newsletter</a>
           </li>
        </ul>

        <li class="resources-mobile-menu-title">
          <a>About</a>
        </li>

        <ul class="resources-mobile-menu-items">
          <li>
            <a href="https://pytorch.org/foundation">PyTorch Foundation</a>
          </li>
          <li>
            <a href="https://pytorch.org/governing-board">Governing Board</a>
          </li>
          <li>
             <a href="https://pytorch.org/credits">Cloud Credit Program</a>
          </li>
          <li>
             <a href="https://pytorch.org/tac">Technical Advisory Council</a>
          </li>
          <li>
             <a href="https://pytorch.org/staff">Staff</a>
          </li>
          <li>
             <a href="https://pytorch.org/contact-us">Contact Us</a>
          </li>
        </ul>
      </ul>
    </div>
  </div>
</div>

<!-- End Mobile Menu -->
   
  
  <body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">

  
  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>

  
  <div id="pst-scroll-pixel-helper"></div>
  
  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
    <i class="fa-solid fa-arrow-up"></i>Back to top</button>

  
  <input type="checkbox"
          class="sidebar-toggle"
          id="pst-primary-sidebar-checkbox"/>
  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
  
  <input type="checkbox"
          class="sidebar-toggle"
          id="pst-secondary-sidebar-checkbox"/>
  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
  
  <div class="search-button__wrapper">
    <div class="search-button__overlay"></div>
    <div class="search-button__search-container">
<form class="bd-search d-flex align-items-center"
      action="../../search.html"
      method="get">
  <i class="fa-solid fa-magnifying-glass"></i>
  <input type="search"
         class="form-control"
         name="q"
         id="search-input"
         placeholder="Search the docs ..."
         aria-label="Search the docs ..."
         autocomplete="off"
         autocorrect="off"
         autocapitalize="off"
         spellcheck="false"/>
  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form></div>
  </div>

  <div class="pst-async-banner-revealer d-none">
  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
</div>

  
    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
<div class="bd-header__inner bd-page-width">
  <button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">
    <span class="fa-solid fa-bars"></span>
  </button>
  
  
  <div class=" navbar-header-items__start">
    
      <div class="navbar-item">
<script>
document.write(`
  <div class="version-switcher__container dropdown">
    <button id="pst-version-switcher-button-2"
      type="button"
      class="version-switcher__button btn btn-sm dropdown-toggle"
      data-bs-toggle="dropdown"
      aria-haspopup="listbox"
      aria-controls="pst-version-switcher-list-2"
      aria-label="Version switcher list"
    >
      Choose version  <!-- this text may get changed later by javascript -->
      <span class="caret"></span>
    </button>
    <div id="pst-version-switcher-list-2"
      class="version-switcher__menu dropdown-menu list-group-flush py-0"
      role="listbox" aria-labelledby="pst-version-switcher-button-2">
      <!-- dropdown will be populated by javascript on page load -->
    </div>
  </div>
`);
</script></div>
    
      <div class="navbar-item">

  
<a class="navbar-brand logo" href="../../index.html">
  
  
    <p class="title logo__title">Home</p>
  
</a></div>
    
  </div>
  
  <div class=" navbar-header-items">
    
    <div class="me-auto navbar-header-items__center">
      
        <div class="navbar-item">
<nav>
  <ul class="bd-navbar-elements navbar-nav">
    
<li class="nav-item current active">
  <a class="nav-link nav-internal" href="../../pytorch-api.html">
    Python API
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../../notes.html">
    Developer Notes
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-external" href="https://pytorch.org/tutorials/">
    Tutorials
  </a>
</li>

  </ul>
</nav></div>
      
    </div>
    
    
    <div class="navbar-header-items__end">
      
      
        <div class="navbar-item">
<div class="search-container-wrapper">
  <div id="sphinx-search" class="search-container">
    
<form class="bd-search d-flex align-items-center"
      action="../../search.html"
      method="get">
  <i class="fa-solid fa-magnifying-glass"></i>
  <input type="search"
         class="form-control"
         name="q"
         id="search-input"
         placeholder="Search the docs ..."
         aria-label="Search the docs ..."
         autocomplete="off"
         autocorrect="off"
         autocapitalize="off"
         spellcheck="false"/>
  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form>
  </div>

  <div id="google-search" class="search-container" style="display:none;">
    <div class="gcse-search-wrapper">
      <i class="fa-solid fa-magnifying-glass" aria-hidden="true"></i>
      <div class="gcse-search"></div>
    </div>
  </div>

  <div class="search-toggle-container" data-bs-title="Google Search Off" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <div class="search-toggle-inner">
      <label class="switch">
        <input type="checkbox" id="search-toggle">
        <span class="slider round"></span>
      </label>
    </div>
  </div>
</div>

<script>
  document.addEventListener('DOMContentLoaded', function() {
    // Define the search callback
    const myWebSearchStartingCallback = (gname, query) => {
      if (typeof dataLayer !== 'undefined' && query) {
        window.dataLayer = [];
        dataLayer.push({
          'event': 'google_search',
          'search_term': query,
          'event_category': 'Search',
          'event_label': 'Google Search'
        });
        console.log('GA event sent via callback: google_search - ' + query);
      }
      return '';
    };

    // Set up the GCSE search callbacks
    window.__gcse || (window.__gcse = {});
    window.__gcse.searchCallbacks = {
      web: {
        starting: myWebSearchStartingCallback,
      },
    };
    if (window.location.pathname.includes('/search.html')) {
      document.body.classList.add('search-page');
    }

    // Function to reinitialize Google CSE
    function reinitializeGoogleSearch() {
      if (window.__gcse) {
        // Force Google CSE to reinitialize
        if (window.__gcse.initializationCallback) {
          window.__gcse.initializationCallback();
        }
      }
    }

    // Function to handle search toggle
    function handleSearchToggle(toggle, sphinxSearch, googleSearch) {
      if (!toggle || !sphinxSearch || !googleSearch) return;

      // Check if the URL contains /stable/ or /tutorials/
      const currentUrl = window.location.href;
      const shouldDefaultToGoogle = currentUrl.includes('/stable/') || currentUrl.includes('/tutorials/');

      // Check if there's a saved preference, otherwise use the URL-based default
      const savedPreference = localStorage.getItem('searchPreference');
      if (savedPreference === 'google' || (savedPreference === null && shouldDefaultToGoogle)) {
        toggle.checked = true;
        sphinxSearch.style.display = 'none';
        googleSearch.style.display = 'block';
        // Save the preference if it wasn't already saved
        if (savedPreference === null) {
          localStorage.setItem('searchPreference', 'google');
        }
        // Ensure Google search is properly initialized
        reinitializeGoogleSearch();
      } else {
        toggle.checked = false;
        sphinxSearch.style.display = 'block';
        googleSearch.style.display = 'none';
      }

      // Update tooltip based on initial state
      const tooltipElement = document.querySelector('.search-toggle-container');
      if (tooltipElement) {
        tooltipElement.setAttribute('data-bs-title', toggle.checked ? 'Google Search On' : 'Google Search Off');
        // Reinitialize tooltip if Bootstrap's tooltip is already initialized
        if (bootstrap && bootstrap.Tooltip) {
          const tooltipInstance = bootstrap.Tooltip.getInstance(tooltipElement);
          if (tooltipInstance) tooltipInstance.dispose();
          new bootstrap.Tooltip(tooltipElement);
        }
      }

      // Add a data attribute to track if this toggle has been initialized
      if (toggle.hasAttribute('data-initialized')) {
        return; // Skip adding another event listener if already initialized
      }
      toggle.setAttribute('data-initialized', 'true');

      toggle.addEventListener('change', function() {
        if (this.checked) {
          sphinxSearch.style.display = 'none';
          googleSearch.style.display = 'block';
          localStorage.setItem('searchPreference', 'google');
          // Reinitialize Google search when switching to it
          reinitializeGoogleSearch();
          const tooltipElement = document.querySelector('.search-toggle-container');
          if (tooltipElement) {
            tooltipElement.setAttribute('data-bs-title', 'Google Search On');
            // Refresh tooltip
            if (bootstrap && bootstrap.Tooltip) {
              const tooltipInstance = bootstrap.Tooltip.getInstance(tooltipElement);
              if (tooltipInstance) tooltipInstance.dispose();
              new bootstrap.Tooltip(tooltipElement);
            }
          }
          if (typeof dataLayer !== 'undefined') {
            window.dataLayer = [];
            dataLayer.push({
              'event': 'search_engine_switch',
              'event_category': 'Search',
              'event_label': 'Google'
            });
            console.log('GA event sent via dataLayer: search_engine_switch - Google');
          } else {
            console.log('GA not available: Cannot track Google search switch');
          }
        } else {
          sphinxSearch.style.display = 'block';
          googleSearch.style.display = 'none';
          localStorage.setItem('searchPreference', 'sphinx');
          const tooltipElement = document.querySelector('.search-toggle-container');
          if (tooltipElement) {
            tooltipElement.setAttribute('data-bs-title', 'Google Search Off');
            // Refresh tooltip
            if (bootstrap && bootstrap.Tooltip) {
              const tooltipInstance = bootstrap.Tooltip.getInstance(tooltipElement);
              if (tooltipInstance) tooltipInstance.dispose();
              new bootstrap.Tooltip(tooltipElement);
            }
          }
          if (typeof dataLayer !== 'undefined') {
            window.dataLayer = [];
            dataLayer.push({
              'event': 'search_engine_switch',
              'event_category': 'Search',
              'event_label': 'Sphinx'
            });
            console.log('GA event sent via dataLayer: search_engine_switch - Sphinx');
          } else {
            console.log('GA not available: Cannot track Sphinx search switch');
          }
        }

        // Also update mobile search if it exists
        updateMobileSearch(false); // Pass false to prevent triggering another event
      });
    }


    // Function to update mobile search based on current toggle state
    function updateMobileSearch() {
      const toggle = document.getElementById('search-toggle');
      if (!toggle) return;

      // Find mobile search container
      const mobileSearchContainer = document.querySelector('.sidebar-header-items__end .navbar-item .search-container-wrapper');
      if (mobileSearchContainer) {
        const mobileSphinxSearch = mobileSearchContainer.querySelector('#sphinx-search');
        const mobileGoogleSearch = mobileSearchContainer.querySelector('#google-search');

        if (mobileSphinxSearch && mobileGoogleSearch) {
          if (toggle.checked) {
            mobileSphinxSearch.style.display = 'none';
            mobileGoogleSearch.style.display = 'block';
            // Reinitialize Google search in mobile view
            reinitializeGoogleSearch();
          } else {
            mobileSphinxSearch.style.display = 'block';
            mobileGoogleSearch.style.display = 'none';
          }
        }
      }
    }

    // Initialize desktop search toggle
    const toggle = document.getElementById('search-toggle');
    const sphinxSearch = document.getElementById('sphinx-search');
    const googleSearch = document.getElementById('google-search');
    handleSearchToggle(toggle, sphinxSearch, googleSearch);

    // Set placeholder text for Google search input
    const observer = new MutationObserver(function(mutations, obs) {
      const searchInputs = document.querySelectorAll('.gsc-input input');
      searchInputs.forEach(input => {
      if (input) {
        input.setAttribute('placeholder', 'Search the docs ...');

        if (!input.hasAttribute('data-tracking-added')) {
          input.setAttribute('data-tracking-added', 'true');
        }
      }
      });
    });

    observer.observe(document.body, { childList: true, subtree: true });

    // Watch for mobile menu creation
    const mobileMenuObserver = new MutationObserver(function(mutations) {
      for (const mutation of mutations) {
        const mobileSearchInputs = document.querySelectorAll('.sidebar-header-items__end .navbar-item .search-container-wrapper .gsc-input input');
      mobileSearchInputs.forEach(input => {
        if (input) {
          input.setAttribute('placeholder', 'Search the docs ...');
          input.style.paddingLeft = '36px';
          }
        });
        if (mutation.addedNodes.length) {
          // Check if the mobile search container was added
          const mobileSearchContainer = document.querySelector('.sidebar-header-items__end .navbar-item .search-container-wrapper');
          if (mobileSearchContainer) {
            // Clone the toggle for mobile if needed
            const mobileToggle = mobileSearchContainer.querySelector('#search-toggle');
            if (mobileToggle) {
              // Sync mobile toggle with desktop toggle
              mobileToggle.checked = toggle.checked;

              // Update mobile search display
              updateMobileSearch();

              // Add event listener to mobile toggle
              mobileToggle.addEventListener('change', function() {
                // Sync desktop toggle with mobile toggle
                toggle.checked = this.checked;
                // Trigger change event on desktop toggle to update both
                toggle.dispatchEvent(new Event('change'));
              });
            }
          }
        }
      }
    });

    mobileMenuObserver.observe(document.body, { childList: true, subtree: true });

    // Ensure Google CSE is properly loaded
    if (window.__gcse) {
      window.__gcse.callback = function() {
        // This will run after Google CSE is fully loaded
        if (toggle && toggle.checked) {
          // If Google search is active, make sure it's properly initialized
          reinitializeGoogleSearch();
        }
      };
    } else {
      // If Google CSE hasn't loaded yet, set up a callback
      window.__gcse = {
        callback: function() {
          if (toggle && toggle.checked) {
            reinitializeGoogleSearch();
          }
        }
      };
    }
  });
</script>
</div>
      
        <div class="navbar-item">

<script>
document.write(`
  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
  </button>
`);
</script></div>
      
        <div class="navbar-item"><ul class="navbar-icon-links"
    aria-label="Icon Links">
        <li class="nav-item">
          
          
          <a href="https://x.com/PyTorch" title="X" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-x-twitter fa-lg" aria-hidden="true"></i>
            <span class="sr-only">X</span></a>
        </li>
        <li class="nav-item">
          
          
          <a href="https://github.com/pytorch/pytorch" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>
            <span class="sr-only">GitHub</span></a>
        </li>
        <li class="nav-item">
          
          
          <a href="https://discuss.pytorch.org/" title="PyTorch Forum" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-discourse fa-lg" aria-hidden="true"></i>
            <span class="sr-only">PyTorch Forum</span></a>
        </li>
        <li class="nav-item">
          
          
          <a href="https://pypi.org/project/torch/" title="PyPi" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-python fa-lg" aria-hidden="true"></i>
            <span class="sr-only">PyPi</span></a>
        </li>
</ul></div>
      
    </div>
    
  </div>
  
  
    <button class="pst-navbar-icon sidebar-toggle secondary-toggle" aria-label="On this page">
      <span class="fa-solid fa-outdent"></span>
    </button>
  
</div>

    </header>
  

  <div class="bd-container">
    <div class="bd-container__inner bd-page-width">
      
      
      <div class="bd-sidebar-primary bd-sidebar">
        

  <div class="sidebar-header-items sidebar-primary__section">
    
    
      <div class="sidebar-header-items__center">
        
          
            <div class="navbar-item">
<nav>
  <ul class="bd-navbar-elements navbar-nav">
    
<li class="nav-item current active">
  <a class="nav-link nav-internal" href="../../pytorch-api.html">
    Python API
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../../notes.html">
    Developer Notes
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-external" href="https://pytorch.org/tutorials/">
    Tutorials
  </a>
</li>

  </ul>
</nav></div>
          
        
      </div>
    
    
      <div class="sidebar-header-items__end">
        
          <div class="navbar-item">
<div class="search-container-wrapper">
  <div id="sphinx-search" class="search-container">
    
<form class="bd-search d-flex align-items-center"
      action="../../search.html"
      method="get">
  <i class="fa-solid fa-magnifying-glass"></i>
  <input type="search"
         class="form-control"
         name="q"
         id="search-input"
         placeholder="Search the docs ..."
         aria-label="Search the docs ..."
         autocomplete="off"
         autocorrect="off"
         autocapitalize="off"
         spellcheck="false"/>
  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form>
  </div>

  <div id="google-search" class="search-container" style="display:none;">
    <div class="gcse-search-wrapper">
      <i class="fa-solid fa-magnifying-glass" aria-hidden="true"></i>
      <div class="gcse-search"></div>
    </div>
  </div>

  <div class="search-toggle-container" data-bs-title="Google Search Off" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <div class="search-toggle-inner">
      <label class="switch">
        <input type="checkbox" id="search-toggle">
        <span class="slider round"></span>
      </label>
    </div>
  </div>
</div>

<script>
  document.addEventListener('DOMContentLoaded', function() {
    // Define the search callback
    const myWebSearchStartingCallback = (gname, query) => {
      if (typeof dataLayer !== 'undefined' && query) {
        window.dataLayer = [];
        dataLayer.push({
          'event': 'google_search',
          'search_term': query,
          'event_category': 'Search',
          'event_label': 'Google Search'
        });
        console.log('GA event sent via callback: google_search - ' + query);
      }
      return '';
    };

    // Set up the GCSE search callbacks
    window.__gcse || (window.__gcse = {});
    window.__gcse.searchCallbacks = {
      web: {
        starting: myWebSearchStartingCallback,
      },
    };
    if (window.location.pathname.includes('/search.html')) {
      document.body.classList.add('search-page');
    }

    // Function to reinitialize Google CSE
    function reinitializeGoogleSearch() {
      if (window.__gcse) {
        // Force Google CSE to reinitialize
        if (window.__gcse.initializationCallback) {
          window.__gcse.initializationCallback();
        }
      }
    }

    // Function to handle search toggle
    function handleSearchToggle(toggle, sphinxSearch, googleSearch) {
      if (!toggle || !sphinxSearch || !googleSearch) return;

      // Check if the URL contains /stable/ or /tutorials/
      const currentUrl = window.location.href;
      const shouldDefaultToGoogle = currentUrl.includes('/stable/') || currentUrl.includes('/tutorials/');

      // Check if there's a saved preference, otherwise use the URL-based default
      const savedPreference = localStorage.getItem('searchPreference');
      if (savedPreference === 'google' || (savedPreference === null && shouldDefaultToGoogle)) {
        toggle.checked = true;
        sphinxSearch.style.display = 'none';
        googleSearch.style.display = 'block';
        // Save the preference if it wasn't already saved
        if (savedPreference === null) {
          localStorage.setItem('searchPreference', 'google');
        }
        // Ensure Google search is properly initialized
        reinitializeGoogleSearch();
      } else {
        toggle.checked = false;
        sphinxSearch.style.display = 'block';
        googleSearch.style.display = 'none';
      }

      // Update tooltip based on initial state
      const tooltipElement = document.querySelector('.search-toggle-container');
      if (tooltipElement) {
        tooltipElement.setAttribute('data-bs-title', toggle.checked ? 'Google Search On' : 'Google Search Off');
        // Reinitialize tooltip if Bootstrap's tooltip is already initialized
        if (bootstrap && bootstrap.Tooltip) {
          const tooltipInstance = bootstrap.Tooltip.getInstance(tooltipElement);
          if (tooltipInstance) tooltipInstance.dispose();
          new bootstrap.Tooltip(tooltipElement);
        }
      }

      // Add a data attribute to track if this toggle has been initialized
      if (toggle.hasAttribute('data-initialized')) {
        return; // Skip adding another event listener if already initialized
      }
      toggle.setAttribute('data-initialized', 'true');

      toggle.addEventListener('change', function() {
        if (this.checked) {
          sphinxSearch.style.display = 'none';
          googleSearch.style.display = 'block';
          localStorage.setItem('searchPreference', 'google');
          // Reinitialize Google search when switching to it
          reinitializeGoogleSearch();
          const tooltipElement = document.querySelector('.search-toggle-container');
          if (tooltipElement) {
            tooltipElement.setAttribute('data-bs-title', 'Google Search On');
            // Refresh tooltip
            if (bootstrap && bootstrap.Tooltip) {
              const tooltipInstance = bootstrap.Tooltip.getInstance(tooltipElement);
              if (tooltipInstance) tooltipInstance.dispose();
              new bootstrap.Tooltip(tooltipElement);
            }
          }
          if (typeof dataLayer !== 'undefined') {
            window.dataLayer = [];
            dataLayer.push({
              'event': 'search_engine_switch',
              'event_category': 'Search',
              'event_label': 'Google'
            });
            console.log('GA event sent via dataLayer: search_engine_switch - Google');
          } else {
            console.log('GA not available: Cannot track Google search switch');
          }
        } else {
          sphinxSearch.style.display = 'block';
          googleSearch.style.display = 'none';
          localStorage.setItem('searchPreference', 'sphinx');
          const tooltipElement = document.querySelector('.search-toggle-container');
          if (tooltipElement) {
            tooltipElement.setAttribute('data-bs-title', 'Google Search Off');
            // Refresh tooltip
            if (bootstrap && bootstrap.Tooltip) {
              const tooltipInstance = bootstrap.Tooltip.getInstance(tooltipElement);
              if (tooltipInstance) tooltipInstance.dispose();
              new bootstrap.Tooltip(tooltipElement);
            }
          }
          if (typeof dataLayer !== 'undefined') {
            window.dataLayer = [];
            dataLayer.push({
              'event': 'search_engine_switch',
              'event_category': 'Search',
              'event_label': 'Sphinx'
            });
            console.log('GA event sent via dataLayer: search_engine_switch - Sphinx');
          } else {
            console.log('GA not available: Cannot track Sphinx search switch');
          }
        }

        // Also update mobile search if it exists
        updateMobileSearch(false); // Pass false to prevent triggering another event
      });
    }


    // Function to update mobile search based on current toggle state
    function updateMobileSearch() {
      const toggle = document.getElementById('search-toggle');
      if (!toggle) return;

      // Find mobile search container
      const mobileSearchContainer = document.querySelector('.sidebar-header-items__end .navbar-item .search-container-wrapper');
      if (mobileSearchContainer) {
        const mobileSphinxSearch = mobileSearchContainer.querySelector('#sphinx-search');
        const mobileGoogleSearch = mobileSearchContainer.querySelector('#google-search');

        if (mobileSphinxSearch && mobileGoogleSearch) {
          if (toggle.checked) {
            mobileSphinxSearch.style.display = 'none';
            mobileGoogleSearch.style.display = 'block';
            // Reinitialize Google search in mobile view
            reinitializeGoogleSearch();
          } else {
            mobileSphinxSearch.style.display = 'block';
            mobileGoogleSearch.style.display = 'none';
          }
        }
      }
    }

    // Initialize desktop search toggle
    const toggle = document.getElementById('search-toggle');
    const sphinxSearch = document.getElementById('sphinx-search');
    const googleSearch = document.getElementById('google-search');
    handleSearchToggle(toggle, sphinxSearch, googleSearch);

    // Set placeholder text for Google search input
    const observer = new MutationObserver(function(mutations, obs) {
      const searchInputs = document.querySelectorAll('.gsc-input input');
      searchInputs.forEach(input => {
      if (input) {
        input.setAttribute('placeholder', 'Search the docs ...');

        if (!input.hasAttribute('data-tracking-added')) {
          input.setAttribute('data-tracking-added', 'true');
        }
      }
      });
    });

    observer.observe(document.body, { childList: true, subtree: true });

    // Watch for mobile menu creation
    const mobileMenuObserver = new MutationObserver(function(mutations) {
      for (const mutation of mutations) {
        const mobileSearchInputs = document.querySelectorAll('.sidebar-header-items__end .navbar-item .search-container-wrapper .gsc-input input');
      mobileSearchInputs.forEach(input => {
        if (input) {
          input.setAttribute('placeholder', 'Search the docs ...');
          input.style.paddingLeft = '36px';
          }
        });
        if (mutation.addedNodes.length) {
          // Check if the mobile search container was added
          const mobileSearchContainer = document.querySelector('.sidebar-header-items__end .navbar-item .search-container-wrapper');
          if (mobileSearchContainer) {
            // Clone the toggle for mobile if needed
            const mobileToggle = mobileSearchContainer.querySelector('#search-toggle');
            if (mobileToggle) {
              // Sync mobile toggle with desktop toggle
              mobileToggle.checked = toggle.checked;

              // Update mobile search display
              updateMobileSearch();

              // Add event listener to mobile toggle
              mobileToggle.addEventListener('change', function() {
                // Sync desktop toggle with mobile toggle
                toggle.checked = this.checked;
                // Trigger change event on desktop toggle to update both
                toggle.dispatchEvent(new Event('change'));
              });
            }
          }
        }
      }
    });

    mobileMenuObserver.observe(document.body, { childList: true, subtree: true });

    // Ensure Google CSE is properly loaded
    if (window.__gcse) {
      window.__gcse.callback = function() {
        // This will run after Google CSE is fully loaded
        if (toggle && toggle.checked) {
          // If Google search is active, make sure it's properly initialized
          reinitializeGoogleSearch();
        }
      };
    } else {
      // If Google CSE hasn't loaded yet, set up a callback
      window.__gcse = {
        callback: function() {
          if (toggle && toggle.checked) {
            reinitializeGoogleSearch();
          }
        }
      };
    }
  });
</script>
</div>
        
          <div class="navbar-item">

<script>
document.write(`
  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
  </button>
`);
</script></div>
        
          <div class="navbar-item"><ul class="navbar-icon-links"
    aria-label="Icon Links">
        <li class="nav-item">
          
          
          <a href="https://x.com/PyTorch" title="X" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-x-twitter fa-lg" aria-hidden="true"></i>
            <span class="sr-only">X</span></a>
        </li>
        <li class="nav-item">
          
          
          <a href="https://github.com/pytorch/pytorch" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>
            <span class="sr-only">GitHub</span></a>
        </li>
        <li class="nav-item">
          
          
          <a href="https://discuss.pytorch.org/" title="PyTorch Forum" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-discourse fa-lg" aria-hidden="true"></i>
            <span class="sr-only">PyTorch Forum</span></a>
        </li>
        <li class="nav-item">
          
          
          <a href="https://pypi.org/project/torch/" title="PyPi" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-python fa-lg" aria-hidden="true"></i>
            <span class="sr-only">PyPi</span></a>
        </li>
</ul></div>
        
      </div>
    
  </div>
  
    <div class="sidebar-primary-items__start sidebar-primary__section">
        <div class="sidebar-primary-item">
<nav class="bd-docs-nav bd-links"
     aria-label="Section Navigation">
  <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
  <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="../../torch.html">torch</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_tensor.html">torch.is_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_storage.html">torch.is_storage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_complex.html">torch.is_complex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_conj.html">torch.is_conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_floating_point.html">torch.is_floating_point</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_nonzero.html">torch.is_nonzero</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_default_dtype.html">torch.set_default_dtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_default_dtype.html">torch.get_default_dtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_default_device.html">torch.set_default_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_default_device.html">torch.get_default_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_default_tensor_type.html">torch.set_default_tensor_type</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.numel.html">torch.numel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_printoptions.html">torch.set_printoptions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_flush_denormal.html">torch.set_flush_denormal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tensor.html">torch.tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_coo_tensor.html">torch.sparse_coo_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_csr_tensor.html">torch.sparse_csr_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_csc_tensor.html">torch.sparse_csc_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_bsr_tensor.html">torch.sparse_bsr_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_bsc_tensor.html">torch.sparse_bsc_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.asarray.html">torch.asarray</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.as_tensor.html">torch.as_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.as_strided.html">torch.as_strided</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.from_file.html">torch.from_file</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.from_numpy.html">torch.from_numpy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.from_dlpack.html">torch.from_dlpack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.frombuffer.html">torch.frombuffer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.zeros.html">torch.zeros</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.zeros_like.html">torch.zeros_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ones.html">torch.ones</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ones_like.html">torch.ones_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arange.html">torch.arange</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.range.html">torch.range</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linspace.html">torch.linspace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logspace.html">torch.logspace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.eye.html">torch.eye</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.empty.html">torch.empty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.empty_like.html">torch.empty_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.empty_strided.html">torch.empty_strided</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.full.html">torch.full</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.full_like.html">torch.full_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.quantize_per_tensor.html">torch.quantize_per_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.quantize_per_channel.html">torch.quantize_per_channel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.dequantize.html">torch.dequantize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.complex.html">torch.complex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.polar.html">torch.polar</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.heaviside.html">torch.heaviside</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.adjoint.html">torch.adjoint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.argwhere.html">torch.argwhere</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cat.html">torch.cat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.concat.html">torch.concat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.concatenate.html">torch.concatenate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.conj.html">torch.conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.chunk.html">torch.chunk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.dsplit.html">torch.dsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.column_stack.html">torch.column_stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.dstack.html">torch.dstack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.gather.html">torch.gather</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hsplit.html">torch.hsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hstack.html">torch.hstack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.index_add.html">torch.index_add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.index_copy.html">torch.index_copy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.index_reduce.html">torch.index_reduce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.index_select.html">torch.index_select</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.masked_select.html">torch.masked_select</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.movedim.html">torch.movedim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.moveaxis.html">torch.moveaxis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.narrow.html">torch.narrow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.narrow_copy.html">torch.narrow_copy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nonzero.html">torch.nonzero</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.permute.html">torch.permute</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.reshape.html">torch.reshape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.row_stack.html">torch.row_stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.select.html">torch.select</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.scatter.html">torch.scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.diagonal_scatter.html">torch.diagonal_scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.select_scatter.html">torch.select_scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.slice_scatter.html">torch.slice_scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.scatter_add.html">torch.scatter_add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.scatter_reduce.html">torch.scatter_reduce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.split.html">torch.split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.squeeze.html">torch.squeeze</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.stack.html">torch.stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.swapaxes.html">torch.swapaxes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.swapdims.html">torch.swapdims</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.t.html">torch.t</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.take.html">torch.take</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.take_along_dim.html">torch.take_along_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tensor_split.html">torch.tensor_split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tile.html">torch.tile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.transpose.html">torch.transpose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.unbind.html">torch.unbind</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.unravel_index.html">torch.unravel_index</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.unsqueeze.html">torch.unsqueeze</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.vsplit.html">torch.vsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.vstack.html">torch.vstack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.where.html">torch.where</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Stream.html">Stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Event.html">Event</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Generator.html">Generator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.seed.html">torch.seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.manual_seed.html">torch.manual_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.initial_seed.html">torch.initial_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_rng_state.html">torch.get_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_rng_state.html">torch.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bernoulli.html">torch.bernoulli</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.multinomial.html">torch.multinomial</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.normal.html">torch.normal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.poisson.html">torch.poisson</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.rand.html">torch.rand</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.rand_like.html">torch.rand_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.randint.html">torch.randint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.randint_like.html">torch.randint_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.randn.html">torch.randn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.randn_like.html">torch.randn_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.randperm.html">torch.randperm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.quasirandom.SobolEngine.html">SobolEngine</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.save.html">torch.save</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.load.html">torch.load</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_num_threads.html">torch.get_num_threads</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_num_threads.html">torch.set_num_threads</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_num_interop_threads.html">torch.get_num_interop_threads</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_num_interop_threads.html">torch.set_num_interop_threads</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.no_grad.html">no_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.enable_grad.html">enable_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.grad_mode.set_grad_enabled.html">set_grad_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_grad_enabled.html">torch.is_grad_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.grad_mode.inference_mode.html">inference_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_inference_mode_enabled.html">torch.is_inference_mode_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.abs.html">torch.abs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.absolute.html">torch.absolute</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.acos.html">torch.acos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arccos.html">torch.arccos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.acosh.html">torch.acosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arccosh.html">torch.arccosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.add.html">torch.add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.addcdiv.html">torch.addcdiv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.addcmul.html">torch.addcmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.angle.html">torch.angle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.asin.html">torch.asin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arcsin.html">torch.arcsin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.asinh.html">torch.asinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arcsinh.html">torch.arcsinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atan.html">torch.atan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arctan.html">torch.arctan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atanh.html">torch.atanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arctanh.html">torch.arctanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atan2.html">torch.atan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arctan2.html">torch.arctan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_not.html">torch.bitwise_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_and.html">torch.bitwise_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_or.html">torch.bitwise_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_xor.html">torch.bitwise_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_left_shift.html">torch.bitwise_left_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_right_shift.html">torch.bitwise_right_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ceil.html">torch.ceil</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.clamp.html">torch.clamp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.clip.html">torch.clip</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.conj_physical.html">torch.conj_physical</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.copysign.html">torch.copysign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cos.html">torch.cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cosh.html">torch.cosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.deg2rad.html">torch.deg2rad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.div.html">torch.div</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.divide.html">torch.divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.digamma.html">torch.digamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.erf.html">torch.erf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.erfc.html">torch.erfc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.erfinv.html">torch.erfinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.exp.html">torch.exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.exp2.html">torch.exp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.expm1.html">torch.expm1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fake_quantize_per_channel_affine.html">torch.fake_quantize_per_channel_affine</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fake_quantize_per_tensor_affine.html">torch.fake_quantize_per_tensor_affine</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fix.html">torch.fix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.float_power.html">torch.float_power</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.floor.html">torch.floor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.floor_divide.html">torch.floor_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmod.html">torch.fmod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.frac.html">torch.frac</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.frexp.html">torch.frexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.gradient.html">torch.gradient</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.imag.html">torch.imag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ldexp.html">torch.ldexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lerp.html">torch.lerp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lgamma.html">torch.lgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log.html">torch.log</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log10.html">torch.log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log1p.html">torch.log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log2.html">torch.log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logaddexp.html">torch.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logaddexp2.html">torch.logaddexp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logical_and.html">torch.logical_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logical_not.html">torch.logical_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logical_or.html">torch.logical_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logical_xor.html">torch.logical_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logit.html">torch.logit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hypot.html">torch.hypot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.i0.html">torch.i0</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.igamma.html">torch.igamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.igammac.html">torch.igammac</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mul.html">torch.mul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.multiply.html">torch.multiply</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mvlgamma.html">torch.mvlgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nan_to_num.html">torch.nan_to_num</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.neg.html">torch.neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.negative.html">torch.negative</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nextafter.html">torch.nextafter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.polygamma.html">torch.polygamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.positive.html">torch.positive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.pow.html">torch.pow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.quantized_batch_norm.html">torch.quantized_batch_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.quantized_max_pool1d.html">torch.quantized_max_pool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.quantized_max_pool2d.html">torch.quantized_max_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.rad2deg.html">torch.rad2deg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.real.html">torch.real</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.reciprocal.html">torch.reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.remainder.html">torch.remainder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.round.html">torch.round</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.rsqrt.html">torch.rsqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sigmoid.html">torch.sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sign.html">torch.sign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sgn.html">torch.sgn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signbit.html">torch.signbit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sin.html">torch.sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sinc.html">torch.sinc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sinh.html">torch.sinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.softmax.html">torch.softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sqrt.html">torch.sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.square.html">torch.square</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sub.html">torch.sub</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.subtract.html">torch.subtract</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tan.html">torch.tan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tanh.html">torch.tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.true_divide.html">torch.true_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.trunc.html">torch.trunc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xlogy.html">torch.xlogy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.argmax.html">torch.argmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.argmin.html">torch.argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.amax.html">torch.amax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.amin.html">torch.amin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.aminmax.html">torch.aminmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.all.html">torch.all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.any.html">torch.any</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.max.html">torch.max</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.min.html">torch.min</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.dist.html">torch.dist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logsumexp.html">torch.logsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mean.html">torch.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nanmean.html">torch.nanmean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.median.html">torch.median</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nanmedian.html">torch.nanmedian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mode.html">torch.mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.norm.html">torch.norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nansum.html">torch.nansum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.prod.html">torch.prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.quantile.html">torch.quantile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nanquantile.html">torch.nanquantile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.std.html">torch.std</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.std_mean.html">torch.std_mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sum.html">torch.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.unique.html">torch.unique</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.unique_consecutive.html">torch.unique_consecutive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.var.html">torch.var</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.var_mean.html">torch.var_mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.count_nonzero.html">torch.count_nonzero</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.allclose.html">torch.allclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.argsort.html">torch.argsort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.eq.html">torch.eq</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.equal.html">torch.equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ge.html">torch.ge</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.greater_equal.html">torch.greater_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.gt.html">torch.gt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.greater.html">torch.greater</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isclose.html">torch.isclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isfinite.html">torch.isfinite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isin.html">torch.isin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isinf.html">torch.isinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isposinf.html">torch.isposinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isneginf.html">torch.isneginf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isnan.html">torch.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isreal.html">torch.isreal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.kthvalue.html">torch.kthvalue</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.le.html">torch.le</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.less_equal.html">torch.less_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lt.html">torch.lt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.less.html">torch.less</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.maximum.html">torch.maximum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.minimum.html">torch.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmax.html">torch.fmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmin.html">torch.fmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ne.html">torch.ne</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.not_equal.html">torch.not_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sort.html">torch.sort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.topk.html">torch.topk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.msort.html">torch.msort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.stft.html">torch.stft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.istft.html">torch.istft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bartlett_window.html">torch.bartlett_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.blackman_window.html">torch.blackman_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hamming_window.html">torch.hamming_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hann_window.html">torch.hann_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.kaiser_window.html">torch.kaiser_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atleast_1d.html">torch.atleast_1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atleast_2d.html">torch.atleast_2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atleast_3d.html">torch.atleast_3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bincount.html">torch.bincount</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.block_diag.html">torch.block_diag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.broadcast_tensors.html">torch.broadcast_tensors</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.broadcast_to.html">torch.broadcast_to</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.broadcast_shapes.html">torch.broadcast_shapes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bucketize.html">torch.bucketize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cartesian_prod.html">torch.cartesian_prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cdist.html">torch.cdist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.clone.html">torch.clone</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.combinations.html">torch.combinations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.corrcoef.html">torch.corrcoef</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cov.html">torch.cov</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cross.html">torch.cross</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cummax.html">torch.cummax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cummin.html">torch.cummin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cumprod.html">torch.cumprod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cumsum.html">torch.cumsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.diag.html">torch.diag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.diag_embed.html">torch.diag_embed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.diagflat.html">torch.diagflat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.diagonal.html">torch.diagonal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.diff.html">torch.diff</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.einsum.html">torch.einsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.flatten.html">torch.flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.flip.html">torch.flip</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fliplr.html">torch.fliplr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.flipud.html">torch.flipud</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.kron.html">torch.kron</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.rot90.html">torch.rot90</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.gcd.html">torch.gcd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.histc.html">torch.histc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.histogram.html">torch.histogram</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.histogramdd.html">torch.histogramdd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.meshgrid.html">torch.meshgrid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lcm.html">torch.lcm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logcumsumexp.html">torch.logcumsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ravel.html">torch.ravel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.renorm.html">torch.renorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.repeat_interleave.html">torch.repeat_interleave</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.roll.html">torch.roll</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.searchsorted.html">torch.searchsorted</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tensordot.html">torch.tensordot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.trace.html">torch.trace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tril.html">torch.tril</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tril_indices.html">torch.tril_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.triu.html">torch.triu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.triu_indices.html">torch.triu_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.unflatten.html">torch.unflatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.vander.html">torch.vander</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.view_as_real.html">torch.view_as_real</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.view_as_complex.html">torch.view_as_complex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.resolve_conj.html">torch.resolve_conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.resolve_neg.html">torch.resolve_neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.addbmm.html">torch.addbmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.addmm.html">torch.addmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.addmv.html">torch.addmv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.addr.html">torch.addr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.baddbmm.html">torch.baddbmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bmm.html">torch.bmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.chain_matmul.html">torch.chain_matmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cholesky.html">torch.cholesky</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cholesky_inverse.html">torch.cholesky_inverse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cholesky_solve.html">torch.cholesky_solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.dot.html">torch.dot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.geqrf.html">torch.geqrf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ger.html">torch.ger</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.inner.html">torch.inner</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.inverse.html">torch.inverse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.det.html">torch.det</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logdet.html">torch.logdet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.slogdet.html">torch.slogdet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lu.html">torch.lu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lu_solve.html">torch.lu_solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lu_unpack.html">torch.lu_unpack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.matmul.html">torch.matmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.matrix_power.html">torch.matrix_power</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.matrix_exp.html">torch.matrix_exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mm.html">torch.mm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mv.html">torch.mv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.orgqr.html">torch.orgqr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ormqr.html">torch.ormqr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.outer.html">torch.outer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.pinverse.html">torch.pinverse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.qr.html">torch.qr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.svd.html">torch.svd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.svd_lowrank.html">torch.svd_lowrank</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.pca_lowrank.html">torch.pca_lowrank</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lobpcg.html">torch.lobpcg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.trapz.html">torch.trapz</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.trapezoid.html">torch.trapezoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cumulative_trapezoid.html">torch.cumulative_trapezoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.triangular_solve.html">torch.triangular_solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.vdot.html">torch.vdot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_abs.html">torch._foreach_abs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_abs_.html">torch._foreach_abs_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_acos.html">torch._foreach_acos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_acos_.html">torch._foreach_acos_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_asin.html">torch._foreach_asin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_asin_.html">torch._foreach_asin_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_atan.html">torch._foreach_atan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_atan_.html">torch._foreach_atan_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_ceil.html">torch._foreach_ceil</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_ceil_.html">torch._foreach_ceil_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_cos.html">torch._foreach_cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_cos_.html">torch._foreach_cos_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_cosh.html">torch._foreach_cosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_cosh_.html">torch._foreach_cosh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_erf.html">torch._foreach_erf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_erf_.html">torch._foreach_erf_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_erfc.html">torch._foreach_erfc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_erfc_.html">torch._foreach_erfc_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_exp.html">torch._foreach_exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_exp_.html">torch._foreach_exp_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_expm1.html">torch._foreach_expm1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_expm1_.html">torch._foreach_expm1_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_floor.html">torch._foreach_floor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_floor_.html">torch._foreach_floor_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log.html">torch._foreach_log</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log_.html">torch._foreach_log_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log10.html">torch._foreach_log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log10_.html">torch._foreach_log10_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log1p.html">torch._foreach_log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log1p_.html">torch._foreach_log1p_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log2.html">torch._foreach_log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_log2_.html">torch._foreach_log2_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_neg.html">torch._foreach_neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_neg_.html">torch._foreach_neg_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_tan.html">torch._foreach_tan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_tan_.html">torch._foreach_tan_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sin.html">torch._foreach_sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sin_.html">torch._foreach_sin_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sinh.html">torch._foreach_sinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sinh_.html">torch._foreach_sinh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_round.html">torch._foreach_round</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_round_.html">torch._foreach_round_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sqrt.html">torch._foreach_sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sqrt_.html">torch._foreach_sqrt_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_lgamma.html">torch._foreach_lgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_lgamma_.html">torch._foreach_lgamma_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_frac.html">torch._foreach_frac</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_frac_.html">torch._foreach_frac_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_reciprocal.html">torch._foreach_reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_reciprocal_.html">torch._foreach_reciprocal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sigmoid.html">torch._foreach_sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_sigmoid_.html">torch._foreach_sigmoid_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_trunc.html">torch._foreach_trunc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_trunc_.html">torch._foreach_trunc_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._foreach_zero_.html">torch._foreach_zero_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.compiled_with_cxx11_abi.html">torch.compiled_with_cxx11_abi</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.result_type.html">torch.result_type</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.can_cast.html">torch.can_cast</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.promote_types.html">torch.promote_types</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.use_deterministic_algorithms.html">torch.use_deterministic_algorithms</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.are_deterministic_algorithms_enabled.html">torch.are_deterministic_algorithms_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_deterministic_algorithms_warn_only_enabled.html">torch.is_deterministic_algorithms_warn_only_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_deterministic_debug_mode.html">torch.set_deterministic_debug_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_deterministic_debug_mode.html">torch.get_deterministic_debug_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_float32_matmul_precision.html">torch.set_float32_matmul_precision</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_float32_matmul_precision.html">torch.get_float32_matmul_precision</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.set_warn_always.html">torch.set_warn_always</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.get_device_module.html">torch.get_device_module</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.is_warn_always_enabled.html">torch.is_warn_always_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.vmap.html">torch.vmap</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch._assert.html">torch._assert</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_float.html">torch.sym_float</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_fresh_size.html">torch.sym_fresh_size</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_int.html">torch.sym_int</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_max.html">torch.sym_max</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_min.html">torch.sym_min</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_not.html">torch.sym_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_ite.html">torch.sym_ite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sym_sum.html">torch.sym_sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cond.html">torch.cond</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.compile.html">torch.compile</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../nn.html">torch.nn</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.parameter.Buffer.html">Buffer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.parameter.Parameter.html">Parameter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.parameter.UninitializedParameter.html">UninitializedParameter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.parameter.UninitializedBuffer.html">UninitializedBuffer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Module.html">Module</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Sequential.html">Sequential</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ModuleList.html">ModuleList</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ModuleDict.html">ModuleDict</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ParameterList.html">ParameterList</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ParameterDict.html">ParameterDict</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_forward_pre_hook.html">torch.nn.modules.module.register_module_forward_pre_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_forward_hook.html">torch.nn.modules.module.register_module_forward_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_backward_hook.html">torch.nn.modules.module.register_module_backward_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_full_backward_pre_hook.html">torch.nn.modules.module.register_module_full_backward_pre_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_full_backward_hook.html">torch.nn.modules.module.register_module_full_backward_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_buffer_registration_hook.html">torch.nn.modules.module.register_module_buffer_registration_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_module_registration_hook.html">torch.nn.modules.module.register_module_module_registration_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.module.register_module_parameter_registration_hook.html">torch.nn.modules.module.register_module_parameter_registration_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Conv1d.html">Conv1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Conv2d.html">Conv2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Conv3d.html">Conv3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ConvTranspose1d.html">ConvTranspose1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ConvTranspose2d.html">ConvTranspose2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ConvTranspose3d.html">ConvTranspose3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyConv1d.html">LazyConv1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyConv2d.html">LazyConv2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyConv3d.html">LazyConv3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyConvTranspose1d.html">LazyConvTranspose1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyConvTranspose2d.html">LazyConvTranspose2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyConvTranspose3d.html">LazyConvTranspose3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Unfold.html">Unfold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Fold.html">Fold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MaxPool1d.html">MaxPool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MaxPool2d.html">MaxPool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MaxPool3d.html">MaxPool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MaxUnpool1d.html">MaxUnpool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MaxUnpool2d.html">MaxUnpool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MaxUnpool3d.html">MaxUnpool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AvgPool1d.html">AvgPool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AvgPool2d.html">AvgPool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AvgPool3d.html">AvgPool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.FractionalMaxPool2d.html">FractionalMaxPool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.FractionalMaxPool3d.html">FractionalMaxPool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LPPool1d.html">LPPool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LPPool2d.html">LPPool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LPPool3d.html">LPPool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AdaptiveMaxPool1d.html">AdaptiveMaxPool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AdaptiveMaxPool2d.html">AdaptiveMaxPool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AdaptiveMaxPool3d.html">AdaptiveMaxPool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AdaptiveAvgPool1d.html">AdaptiveAvgPool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AdaptiveAvgPool2d.html">AdaptiveAvgPool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AdaptiveAvgPool3d.html">AdaptiveAvgPool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReflectionPad1d.html">ReflectionPad1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReflectionPad2d.html">ReflectionPad2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReflectionPad3d.html">ReflectionPad3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReplicationPad1d.html">ReplicationPad1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReplicationPad2d.html">ReplicationPad2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReplicationPad3d.html">ReplicationPad3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ZeroPad1d.html">ZeroPad1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ZeroPad2d.html">ZeroPad2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ZeroPad3d.html">ZeroPad3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ConstantPad1d.html">ConstantPad1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ConstantPad2d.html">ConstantPad2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ConstantPad3d.html">ConstantPad3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CircularPad1d.html">CircularPad1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CircularPad2d.html">CircularPad2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CircularPad3d.html">CircularPad3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ELU.html">ELU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Hardshrink.html">Hardshrink</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Hardsigmoid.html">Hardsigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Hardtanh.html">Hardtanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Hardswish.html">Hardswish</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LeakyReLU.html">LeakyReLU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LogSigmoid.html">LogSigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MultiheadAttention.html">MultiheadAttention</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.PReLU.html">PReLU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReLU.html">ReLU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ReLU6.html">ReLU6</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.RReLU.html">RReLU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.SELU.html">SELU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CELU.html">CELU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.GELU.html">GELU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Sigmoid.html">Sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.SiLU.html">SiLU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Mish.html">Mish</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Softplus.html">Softplus</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Softshrink.html">Softshrink</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Softsign.html">Softsign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Tanh.html">Tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Tanhshrink.html">Tanhshrink</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Threshold.html">Threshold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.GLU.html">GLU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Softmin.html">Softmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Softmax.html">Softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Softmax2d.html">Softmax2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LogSoftmax.html">LogSoftmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AdaptiveLogSoftmaxWithLoss.html">AdaptiveLogSoftmaxWithLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.BatchNorm1d.html">BatchNorm1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.BatchNorm2d.html">BatchNorm2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.BatchNorm3d.html">BatchNorm3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyBatchNorm1d.html">LazyBatchNorm1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyBatchNorm2d.html">LazyBatchNorm2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyBatchNorm3d.html">LazyBatchNorm3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.GroupNorm.html">GroupNorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.SyncBatchNorm.html">SyncBatchNorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.InstanceNorm1d.html">InstanceNorm1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.InstanceNorm2d.html">InstanceNorm2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.InstanceNorm3d.html">InstanceNorm3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyInstanceNorm1d.html">LazyInstanceNorm1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyInstanceNorm2d.html">LazyInstanceNorm2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyInstanceNorm3d.html">LazyInstanceNorm3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LayerNorm.html">LayerNorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LocalResponseNorm.html">LocalResponseNorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.RMSNorm.html">RMSNorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.RNNBase.html">RNNBase</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.RNN.html">RNN</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LSTM.html">LSTM</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.GRU.html">GRU</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.RNNCell.html">RNNCell</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LSTMCell.html">LSTMCell</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.GRUCell.html">GRUCell</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Transformer.html">Transformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.TransformerEncoder.html">TransformerEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.TransformerDecoder.html">TransformerDecoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.TransformerEncoderLayer.html">TransformerEncoderLayer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.TransformerDecoderLayer.html">TransformerDecoderLayer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Identity.html">Identity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Linear.html">Linear</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Bilinear.html">Bilinear</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.LazyLinear.html">LazyLinear</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Dropout.html">Dropout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Dropout1d.html">Dropout1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Dropout2d.html">Dropout2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Dropout3d.html">Dropout3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.AlphaDropout.html">AlphaDropout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.FeatureAlphaDropout.html">FeatureAlphaDropout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Embedding.html">Embedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.EmbeddingBag.html">EmbeddingBag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CosineSimilarity.html">CosineSimilarity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.PairwiseDistance.html">PairwiseDistance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.L1Loss.html">L1Loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MSELoss.html">MSELoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CrossEntropyLoss.html">CrossEntropyLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CTCLoss.html">CTCLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.NLLLoss.html">NLLLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.PoissonNLLLoss.html">PoissonNLLLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.GaussianNLLLoss.html">GaussianNLLLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.KLDivLoss.html">KLDivLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.BCELoss.html">BCELoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.BCEWithLogitsLoss.html">BCEWithLogitsLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MarginRankingLoss.html">MarginRankingLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.HingeEmbeddingLoss.html">HingeEmbeddingLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MultiLabelMarginLoss.html">MultiLabelMarginLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.HuberLoss.html">HuberLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.SmoothL1Loss.html">SmoothL1Loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.SoftMarginLoss.html">SoftMarginLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MultiLabelSoftMarginLoss.html">MultiLabelSoftMarginLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.CosineEmbeddingLoss.html">CosineEmbeddingLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.MultiMarginLoss.html">MultiMarginLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.TripletMarginLoss.html">TripletMarginLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.TripletMarginWithDistanceLoss.html">TripletMarginWithDistanceLoss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.PixelShuffle.html">PixelShuffle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.PixelUnshuffle.html">PixelUnshuffle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Upsample.html">Upsample</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.UpsamplingNearest2d.html">UpsamplingNearest2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.UpsamplingBilinear2d.html">UpsamplingBilinear2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.ChannelShuffle.html">ChannelShuffle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.DataParallel.html">DataParallel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.parallel.DistributedDataParallel.html">DistributedDataParallel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.clip_grad_norm_.html">torch.nn.utils.clip_grad_norm_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.clip_grad_norm.html">torch.nn.utils.clip_grad_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.clip_grad_value_.html">torch.nn.utils.clip_grad_value_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.get_total_norm.html">torch.nn.utils.get_total_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.clip_grads_with_norm_.html">torch.nn.utils.clip_grads_with_norm_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parameters_to_vector.html">torch.nn.utils.parameters_to_vector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.vector_to_parameters.html">torch.nn.utils.vector_to_parameters</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.fuse_conv_bn_eval.html">torch.nn.utils.fuse_conv_bn_eval</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.fuse_conv_bn_weights.html">torch.nn.utils.fuse_conv_bn_weights</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.fuse_linear_bn_eval.html">torch.nn.utils.fuse_linear_bn_eval</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.fuse_linear_bn_weights.html">torch.nn.utils.fuse_linear_bn_weights</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.convert_conv2d_weight_memory_format.html">torch.nn.utils.convert_conv2d_weight_memory_format</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.convert_conv3d_weight_memory_format.html">torch.nn.utils.convert_conv3d_weight_memory_format</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.weight_norm.html">torch.nn.utils.weight_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.remove_weight_norm.html">torch.nn.utils.remove_weight_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.spectral_norm.html">torch.nn.utils.spectral_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.remove_spectral_norm.html">torch.nn.utils.remove_spectral_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.skip_init.html">torch.nn.utils.skip_init</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.BasePruningMethod.html">BasePruningMethod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.PruningContainer.html">PruningContainer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.Identity.html">Identity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.RandomUnstructured.html">RandomUnstructured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.L1Unstructured.html">L1Unstructured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.RandomStructured.html">RandomStructured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.LnStructured.html">LnStructured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.CustomFromMask.html">CustomFromMask</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.identity.html">torch.nn.utils.prune.identity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.random_unstructured.html">torch.nn.utils.prune.random_unstructured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.l1_unstructured.html">torch.nn.utils.prune.l1_unstructured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.random_structured.html">torch.nn.utils.prune.random_structured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.ln_structured.html">torch.nn.utils.prune.ln_structured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.global_unstructured.html">torch.nn.utils.prune.global_unstructured</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.custom_from_mask.html">torch.nn.utils.prune.custom_from_mask</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.remove.html">torch.nn.utils.prune.remove</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.prune.is_pruned.html">torch.nn.utils.prune.is_pruned</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrizations.orthogonal.html">torch.nn.utils.parametrizations.orthogonal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrizations.weight_norm.html">torch.nn.utils.parametrizations.weight_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrizations.spectral_norm.html">torch.nn.utils.parametrizations.spectral_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrize.register_parametrization.html">torch.nn.utils.parametrize.register_parametrization</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrize.remove_parametrizations.html">torch.nn.utils.parametrize.remove_parametrizations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrize.cached.html">torch.nn.utils.parametrize.cached</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrize.is_parametrized.html">torch.nn.utils.parametrize.is_parametrized</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.parametrize.ParametrizationList.html">ParametrizationList</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.stateless.functional_call.html">torch.nn.utils.stateless.functional_call</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.rnn.PackedSequence.html">PackedSequence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.rnn.pack_padded_sequence.html">torch.nn.utils.rnn.pack_padded_sequence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.rnn.pad_packed_sequence.html">torch.nn.utils.rnn.pad_packed_sequence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.rnn.pad_sequence.html">torch.nn.utils.rnn.pad_sequence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.rnn.pack_sequence.html">torch.nn.utils.rnn.pack_sequence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.rnn.unpack_sequence.html">torch.nn.utils.rnn.unpack_sequence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.utils.rnn.unpad_sequence.html">torch.nn.utils.rnn.unpad_sequence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Flatten.html">Flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.Unflatten.html">Unflatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.lazy.LazyModuleMixin.html">LazyModuleMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.modules.normalization.RMSNorm.html">RMSNorm</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../nn.functional.html">torch.nn.functional</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.conv1d.html">torch.nn.functional.conv1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.conv2d.html">torch.nn.functional.conv2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.conv3d.html">torch.nn.functional.conv3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.conv_transpose1d.html">torch.nn.functional.conv_transpose1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.conv_transpose2d.html">torch.nn.functional.conv_transpose2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.conv_transpose3d.html">torch.nn.functional.conv_transpose3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.unfold.html">torch.nn.functional.unfold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.fold.html">torch.nn.functional.fold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.avg_pool1d.html">torch.nn.functional.avg_pool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.avg_pool2d.html">torch.nn.functional.avg_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.avg_pool3d.html">torch.nn.functional.avg_pool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.max_pool1d.html">torch.nn.functional.max_pool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.max_pool2d.html">torch.nn.functional.max_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.max_pool3d.html">torch.nn.functional.max_pool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.max_unpool1d.html">torch.nn.functional.max_unpool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.max_unpool2d.html">torch.nn.functional.max_unpool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.max_unpool3d.html">torch.nn.functional.max_unpool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.lp_pool1d.html">torch.nn.functional.lp_pool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.lp_pool2d.html">torch.nn.functional.lp_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.lp_pool3d.html">torch.nn.functional.lp_pool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.adaptive_max_pool1d.html">torch.nn.functional.adaptive_max_pool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.adaptive_max_pool2d.html">torch.nn.functional.adaptive_max_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.adaptive_max_pool3d.html">torch.nn.functional.adaptive_max_pool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.adaptive_avg_pool1d.html">torch.nn.functional.adaptive_avg_pool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.adaptive_avg_pool2d.html">torch.nn.functional.adaptive_avg_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.adaptive_avg_pool3d.html">torch.nn.functional.adaptive_avg_pool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.fractional_max_pool2d.html">torch.nn.functional.fractional_max_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.fractional_max_pool3d.html">torch.nn.functional.fractional_max_pool3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.scaled_dot_product_attention.html">torch.nn.functional.scaled_dot_product_attention</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.threshold.html">torch.nn.functional.threshold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.threshold_.html">torch.nn.functional.threshold_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.relu.html">torch.nn.functional.relu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.relu_.html">torch.nn.functional.relu_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.hardtanh.html">torch.nn.functional.hardtanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.hardtanh_.html">torch.nn.functional.hardtanh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.hardswish.html">torch.nn.functional.hardswish</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.relu6.html">torch.nn.functional.relu6</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.elu.html">torch.nn.functional.elu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.elu_.html">torch.nn.functional.elu_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.selu.html">torch.nn.functional.selu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.celu.html">torch.nn.functional.celu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.leaky_relu.html">torch.nn.functional.leaky_relu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.leaky_relu_.html">torch.nn.functional.leaky_relu_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.prelu.html">torch.nn.functional.prelu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.rrelu.html">torch.nn.functional.rrelu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.rrelu_.html">torch.nn.functional.rrelu_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.glu.html">torch.nn.functional.glu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.gelu.html">torch.nn.functional.gelu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.logsigmoid.html">torch.nn.functional.logsigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.hardshrink.html">torch.nn.functional.hardshrink</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.tanhshrink.html">torch.nn.functional.tanhshrink</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.softsign.html">torch.nn.functional.softsign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.softplus.html">torch.nn.functional.softplus</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.softmin.html">torch.nn.functional.softmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.softmax.html">torch.nn.functional.softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.softshrink.html">torch.nn.functional.softshrink</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.gumbel_softmax.html">torch.nn.functional.gumbel_softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.log_softmax.html">torch.nn.functional.log_softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.tanh.html">torch.nn.functional.tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.sigmoid.html">torch.nn.functional.sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.hardsigmoid.html">torch.nn.functional.hardsigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.silu.html">torch.nn.functional.silu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.mish.html">torch.nn.functional.mish</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.batch_norm.html">torch.nn.functional.batch_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.group_norm.html">torch.nn.functional.group_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.instance_norm.html">torch.nn.functional.instance_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.layer_norm.html">torch.nn.functional.layer_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.local_response_norm.html">torch.nn.functional.local_response_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.rms_norm.html">torch.nn.functional.rms_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.normalize.html">torch.nn.functional.normalize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.linear.html">torch.nn.functional.linear</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.bilinear.html">torch.nn.functional.bilinear</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.dropout.html">torch.nn.functional.dropout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.alpha_dropout.html">torch.nn.functional.alpha_dropout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.feature_alpha_dropout.html">torch.nn.functional.feature_alpha_dropout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.dropout1d.html">torch.nn.functional.dropout1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.dropout2d.html">torch.nn.functional.dropout2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.dropout3d.html">torch.nn.functional.dropout3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.embedding.html">torch.nn.functional.embedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.embedding_bag.html">torch.nn.functional.embedding_bag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.one_hot.html">torch.nn.functional.one_hot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.pairwise_distance.html">torch.nn.functional.pairwise_distance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.cosine_similarity.html">torch.nn.functional.cosine_similarity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.pdist.html">torch.nn.functional.pdist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.binary_cross_entropy.html">torch.nn.functional.binary_cross_entropy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.binary_cross_entropy_with_logits.html">torch.nn.functional.binary_cross_entropy_with_logits</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.poisson_nll_loss.html">torch.nn.functional.poisson_nll_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.cosine_embedding_loss.html">torch.nn.functional.cosine_embedding_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.cross_entropy.html">torch.nn.functional.cross_entropy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.ctc_loss.html">torch.nn.functional.ctc_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.gaussian_nll_loss.html">torch.nn.functional.gaussian_nll_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.hinge_embedding_loss.html">torch.nn.functional.hinge_embedding_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.kl_div.html">torch.nn.functional.kl_div</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.l1_loss.html">torch.nn.functional.l1_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.mse_loss.html">torch.nn.functional.mse_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.margin_ranking_loss.html">torch.nn.functional.margin_ranking_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.multilabel_margin_loss.html">torch.nn.functional.multilabel_margin_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.multilabel_soft_margin_loss.html">torch.nn.functional.multilabel_soft_margin_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.multi_margin_loss.html">torch.nn.functional.multi_margin_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.nll_loss.html">torch.nn.functional.nll_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.huber_loss.html">torch.nn.functional.huber_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.smooth_l1_loss.html">torch.nn.functional.smooth_l1_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.soft_margin_loss.html">torch.nn.functional.soft_margin_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.triplet_margin_loss.html">torch.nn.functional.triplet_margin_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.triplet_margin_with_distance_loss.html">torch.nn.functional.triplet_margin_with_distance_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.pixel_shuffle.html">torch.nn.functional.pixel_shuffle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.pixel_unshuffle.html">torch.nn.functional.pixel_unshuffle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.pad.html">torch.nn.functional.pad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.interpolate.html">torch.nn.functional.interpolate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.upsample.html">torch.nn.functional.upsample</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.upsample_nearest.html">torch.nn.functional.upsample_nearest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.upsample_bilinear.html">torch.nn.functional.upsample_bilinear</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.grid_sample.html">torch.nn.functional.grid_sample</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.affine_grid.html">torch.nn.functional.affine_grid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.torch.nn.parallel.data_parallel.html">torch.nn.functional.torch.nn.parallel.data_parallel</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../tensors.html">torch.Tensor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.new_tensor.html">torch.Tensor.new_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.new_full.html">torch.Tensor.new_full</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.new_empty.html">torch.Tensor.new_empty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.new_ones.html">torch.Tensor.new_ones</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.new_zeros.html">torch.Tensor.new_zeros</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_cuda.html">torch.Tensor.is_cuda</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_quantized.html">torch.Tensor.is_quantized</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_meta.html">torch.Tensor.is_meta</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.device.html">torch.Tensor.device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.grad.html">torch.Tensor.grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ndim.html">torch.Tensor.ndim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.real.html">torch.Tensor.real</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.imag.html">torch.Tensor.imag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nbytes.html">torch.Tensor.nbytes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.itemsize.html">torch.Tensor.itemsize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.abs.html">torch.Tensor.abs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.abs_.html">torch.Tensor.abs_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.absolute.html">torch.Tensor.absolute</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.absolute_.html">torch.Tensor.absolute_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.acos.html">torch.Tensor.acos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.acos_.html">torch.Tensor.acos_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arccos.html">torch.Tensor.arccos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arccos_.html">torch.Tensor.arccos_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.add.html">torch.Tensor.add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.add_.html">torch.Tensor.add_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addbmm.html">torch.Tensor.addbmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addbmm_.html">torch.Tensor.addbmm_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addcdiv.html">torch.Tensor.addcdiv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addcdiv_.html">torch.Tensor.addcdiv_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addcmul.html">torch.Tensor.addcmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addcmul_.html">torch.Tensor.addcmul_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addmm.html">torch.Tensor.addmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addmm_.html">torch.Tensor.addmm_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sspaddmm.html">torch.Tensor.sspaddmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addmv.html">torch.Tensor.addmv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addmv_.html">torch.Tensor.addmv_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addr.html">torch.Tensor.addr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.addr_.html">torch.Tensor.addr_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.adjoint.html">torch.Tensor.adjoint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.allclose.html">torch.Tensor.allclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.amax.html">torch.Tensor.amax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.amin.html">torch.Tensor.amin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.aminmax.html">torch.Tensor.aminmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.angle.html">torch.Tensor.angle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.apply_.html">torch.Tensor.apply_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.argmax.html">torch.Tensor.argmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.argmin.html">torch.Tensor.argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.argsort.html">torch.Tensor.argsort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.argwhere.html">torch.Tensor.argwhere</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.asin.html">torch.Tensor.asin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.asin_.html">torch.Tensor.asin_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arcsin.html">torch.Tensor.arcsin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arcsin_.html">torch.Tensor.arcsin_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.as_strided.html">torch.Tensor.as_strided</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.atan.html">torch.Tensor.atan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.atan_.html">torch.Tensor.atan_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arctan.html">torch.Tensor.arctan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arctan_.html">torch.Tensor.arctan_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.atan2.html">torch.Tensor.atan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.atan2_.html">torch.Tensor.atan2_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arctan2.html">torch.Tensor.arctan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arctan2_.html">torch.Tensor.arctan2_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.all.html">torch.Tensor.all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.any.html">torch.Tensor.any</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.backward.html">torch.Tensor.backward</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.baddbmm.html">torch.Tensor.baddbmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.baddbmm_.html">torch.Tensor.baddbmm_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bernoulli.html">torch.Tensor.bernoulli</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bernoulli_.html">torch.Tensor.bernoulli_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bfloat16.html">torch.Tensor.bfloat16</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bincount.html">torch.Tensor.bincount</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_not.html">torch.Tensor.bitwise_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_not_.html">torch.Tensor.bitwise_not_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_and.html">torch.Tensor.bitwise_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_and_.html">torch.Tensor.bitwise_and_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_or.html">torch.Tensor.bitwise_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_or_.html">torch.Tensor.bitwise_or_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_xor.html">torch.Tensor.bitwise_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_xor_.html">torch.Tensor.bitwise_xor_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_left_shift.html">torch.Tensor.bitwise_left_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_left_shift_.html">torch.Tensor.bitwise_left_shift_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_right_shift.html">torch.Tensor.bitwise_right_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bitwise_right_shift_.html">torch.Tensor.bitwise_right_shift_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bmm.html">torch.Tensor.bmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.bool.html">torch.Tensor.bool</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.byte.html">torch.Tensor.byte</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.broadcast_to.html">torch.Tensor.broadcast_to</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cauchy_.html">torch.Tensor.cauchy_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ceil.html">torch.Tensor.ceil</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ceil_.html">torch.Tensor.ceil_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.char.html">torch.Tensor.char</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cholesky.html">torch.Tensor.cholesky</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cholesky_inverse.html">torch.Tensor.cholesky_inverse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cholesky_solve.html">torch.Tensor.cholesky_solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.chunk.html">torch.Tensor.chunk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.clamp.html">torch.Tensor.clamp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.clamp_.html">torch.Tensor.clamp_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.clip.html">torch.Tensor.clip</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.clip_.html">torch.Tensor.clip_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.clone.html">torch.Tensor.clone</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.contiguous.html">torch.Tensor.contiguous</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.copy_.html">torch.Tensor.copy_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.conj.html">torch.Tensor.conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.conj_physical.html">torch.Tensor.conj_physical</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.conj_physical_.html">torch.Tensor.conj_physical_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.resolve_conj.html">torch.Tensor.resolve_conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.resolve_neg.html">torch.Tensor.resolve_neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.copysign.html">torch.Tensor.copysign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.copysign_.html">torch.Tensor.copysign_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cos.html">torch.Tensor.cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cos_.html">torch.Tensor.cos_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cosh.html">torch.Tensor.cosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cosh_.html">torch.Tensor.cosh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.corrcoef.html">torch.Tensor.corrcoef</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.count_nonzero.html">torch.Tensor.count_nonzero</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cov.html">torch.Tensor.cov</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.acosh.html">torch.Tensor.acosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.acosh_.html">torch.Tensor.acosh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arccosh.html">torch.Tensor.arccosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arccosh_.html">torch.Tensor.arccosh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cpu.html">torch.Tensor.cpu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cross.html">torch.Tensor.cross</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cuda.html">torch.Tensor.cuda</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logcumsumexp.html">torch.Tensor.logcumsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cummax.html">torch.Tensor.cummax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cummin.html">torch.Tensor.cummin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cumprod.html">torch.Tensor.cumprod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cumprod_.html">torch.Tensor.cumprod_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cumsum.html">torch.Tensor.cumsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cumsum_.html">torch.Tensor.cumsum_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.chalf.html">torch.Tensor.chalf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cfloat.html">torch.Tensor.cfloat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.cdouble.html">torch.Tensor.cdouble</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.data_ptr.html">torch.Tensor.data_ptr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.deg2rad.html">torch.Tensor.deg2rad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dequantize.html">torch.Tensor.dequantize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.det.html">torch.Tensor.det</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dense_dim.html">torch.Tensor.dense_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.detach.html">torch.Tensor.detach</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.detach_.html">torch.Tensor.detach_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.diag.html">torch.Tensor.diag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.diag_embed.html">torch.Tensor.diag_embed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.diagflat.html">torch.Tensor.diagflat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.diagonal.html">torch.Tensor.diagonal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.diagonal_scatter.html">torch.Tensor.diagonal_scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fill_diagonal_.html">torch.Tensor.fill_diagonal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fmax.html">torch.Tensor.fmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fmin.html">torch.Tensor.fmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.diff.html">torch.Tensor.diff</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.digamma.html">torch.Tensor.digamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.digamma_.html">torch.Tensor.digamma_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dim.html">torch.Tensor.dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dim_order.html">torch.Tensor.dim_order</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dist.html">torch.Tensor.dist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.div.html">torch.Tensor.div</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.div_.html">torch.Tensor.div_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.divide.html">torch.Tensor.divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.divide_.html">torch.Tensor.divide_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dot.html">torch.Tensor.dot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.double.html">torch.Tensor.double</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dsplit.html">torch.Tensor.dsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.element_size.html">torch.Tensor.element_size</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.eq.html">torch.Tensor.eq</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.eq_.html">torch.Tensor.eq_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.equal.html">torch.Tensor.equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.erf.html">torch.Tensor.erf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.erf_.html">torch.Tensor.erf_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.erfc.html">torch.Tensor.erfc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.erfc_.html">torch.Tensor.erfc_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.erfinv.html">torch.Tensor.erfinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.erfinv_.html">torch.Tensor.erfinv_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.exp.html">torch.Tensor.exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.exp_.html">torch.Tensor.exp_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.expm1.html">torch.Tensor.expm1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.expm1_.html">torch.Tensor.expm1_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.expand.html">torch.Tensor.expand</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.expand_as.html">torch.Tensor.expand_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.exponential_.html">torch.Tensor.exponential_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fix.html">torch.Tensor.fix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fix_.html">torch.Tensor.fix_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fill_.html">torch.Tensor.fill_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.flatten.html">torch.Tensor.flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.flip.html">torch.Tensor.flip</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fliplr.html">torch.Tensor.fliplr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.flipud.html">torch.Tensor.flipud</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.float.html">torch.Tensor.float</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.float_power.html">torch.Tensor.float_power</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.float_power_.html">torch.Tensor.float_power_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.floor.html">torch.Tensor.floor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.floor_.html">torch.Tensor.floor_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.floor_divide.html">torch.Tensor.floor_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.floor_divide_.html">torch.Tensor.floor_divide_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fmod.html">torch.Tensor.fmod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.fmod_.html">torch.Tensor.fmod_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.frac.html">torch.Tensor.frac</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.frac_.html">torch.Tensor.frac_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.frexp.html">torch.Tensor.frexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.gather.html">torch.Tensor.gather</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.gcd.html">torch.Tensor.gcd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.gcd_.html">torch.Tensor.gcd_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ge.html">torch.Tensor.ge</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ge_.html">torch.Tensor.ge_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.greater_equal.html">torch.Tensor.greater_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.greater_equal_.html">torch.Tensor.greater_equal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.geometric_.html">torch.Tensor.geometric_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.geqrf.html">torch.Tensor.geqrf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ger.html">torch.Tensor.ger</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.get_device.html">torch.Tensor.get_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.gt.html">torch.Tensor.gt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.gt_.html">torch.Tensor.gt_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.greater.html">torch.Tensor.greater</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.greater_.html">torch.Tensor.greater_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.half.html">torch.Tensor.half</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.hardshrink.html">torch.Tensor.hardshrink</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.heaviside.html">torch.Tensor.heaviside</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.histc.html">torch.Tensor.histc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.histogram.html">torch.Tensor.histogram</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.hsplit.html">torch.Tensor.hsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.hypot.html">torch.Tensor.hypot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.hypot_.html">torch.Tensor.hypot_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.i0.html">torch.Tensor.i0</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.i0_.html">torch.Tensor.i0_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.igamma.html">torch.Tensor.igamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.igamma_.html">torch.Tensor.igamma_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.igammac.html">torch.Tensor.igammac</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.igammac_.html">torch.Tensor.igammac_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_add_.html">torch.Tensor.index_add_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_add.html">torch.Tensor.index_add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_copy_.html">torch.Tensor.index_copy_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_copy.html">torch.Tensor.index_copy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_fill_.html">torch.Tensor.index_fill_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_fill.html">torch.Tensor.index_fill</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_put_.html">torch.Tensor.index_put_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_put.html">torch.Tensor.index_put</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_reduce_.html">torch.Tensor.index_reduce_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_reduce.html">torch.Tensor.index_reduce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.index_select.html">torch.Tensor.index_select</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.indices.html">torch.Tensor.indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.inner.html">torch.Tensor.inner</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.int.html">torch.Tensor.int</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.int_repr.html">torch.Tensor.int_repr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.inverse.html">torch.Tensor.inverse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.isclose.html">torch.Tensor.isclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.isfinite.html">torch.Tensor.isfinite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.isinf.html">torch.Tensor.isinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.isposinf.html">torch.Tensor.isposinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.isneginf.html">torch.Tensor.isneginf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.isnan.html">torch.Tensor.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_contiguous.html">torch.Tensor.is_contiguous</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_complex.html">torch.Tensor.is_complex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_conj.html">torch.Tensor.is_conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_floating_point.html">torch.Tensor.is_floating_point</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_inference.html">torch.Tensor.is_inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_leaf.html">torch.Tensor.is_leaf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_pinned.html">torch.Tensor.is_pinned</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_set_to.html">torch.Tensor.is_set_to</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_shared.html">torch.Tensor.is_shared</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_signed.html">torch.Tensor.is_signed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_sparse.html">torch.Tensor.is_sparse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.istft.html">torch.Tensor.istft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.isreal.html">torch.Tensor.isreal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.item.html">torch.Tensor.item</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.kthvalue.html">torch.Tensor.kthvalue</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lcm.html">torch.Tensor.lcm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lcm_.html">torch.Tensor.lcm_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ldexp.html">torch.Tensor.ldexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ldexp_.html">torch.Tensor.ldexp_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.le.html">torch.Tensor.le</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.le_.html">torch.Tensor.le_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.less_equal.html">torch.Tensor.less_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.less_equal_.html">torch.Tensor.less_equal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lerp.html">torch.Tensor.lerp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lerp_.html">torch.Tensor.lerp_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lgamma.html">torch.Tensor.lgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lgamma_.html">torch.Tensor.lgamma_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log.html">torch.Tensor.log</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log_.html">torch.Tensor.log_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logdet.html">torch.Tensor.logdet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log10.html">torch.Tensor.log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log10_.html">torch.Tensor.log10_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log1p.html">torch.Tensor.log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log1p_.html">torch.Tensor.log1p_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log2.html">torch.Tensor.log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log2_.html">torch.Tensor.log2_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.log_normal_.html">torch.Tensor.log_normal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logaddexp.html">torch.Tensor.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logaddexp2.html">torch.Tensor.logaddexp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logsumexp.html">torch.Tensor.logsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_and.html">torch.Tensor.logical_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_and_.html">torch.Tensor.logical_and_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_not.html">torch.Tensor.logical_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_not_.html">torch.Tensor.logical_not_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_or.html">torch.Tensor.logical_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_or_.html">torch.Tensor.logical_or_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_xor.html">torch.Tensor.logical_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logical_xor_.html">torch.Tensor.logical_xor_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logit.html">torch.Tensor.logit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.logit_.html">torch.Tensor.logit_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.long.html">torch.Tensor.long</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lt.html">torch.Tensor.lt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lt_.html">torch.Tensor.lt_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.less.html">torch.Tensor.less</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.less_.html">torch.Tensor.less_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lu.html">torch.Tensor.lu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.lu_solve.html">torch.Tensor.lu_solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.as_subclass.html">torch.Tensor.as_subclass</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.map_.html">torch.Tensor.map_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.masked_scatter_.html">torch.Tensor.masked_scatter_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.masked_scatter.html">torch.Tensor.masked_scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.masked_fill_.html">torch.Tensor.masked_fill_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.masked_fill.html">torch.Tensor.masked_fill</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.masked_select.html">torch.Tensor.masked_select</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.matmul.html">torch.Tensor.matmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.matrix_power.html">torch.Tensor.matrix_power</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.matrix_exp.html">torch.Tensor.matrix_exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.max.html">torch.Tensor.max</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.maximum.html">torch.Tensor.maximum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mean.html">torch.Tensor.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.module_load.html">torch.Tensor.module_load</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nanmean.html">torch.Tensor.nanmean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.median.html">torch.Tensor.median</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nanmedian.html">torch.Tensor.nanmedian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.min.html">torch.Tensor.min</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.minimum.html">torch.Tensor.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mm.html">torch.Tensor.mm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.smm.html">torch.Tensor.smm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mode.html">torch.Tensor.mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.movedim.html">torch.Tensor.movedim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.moveaxis.html">torch.Tensor.moveaxis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.msort.html">torch.Tensor.msort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mul.html">torch.Tensor.mul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mul_.html">torch.Tensor.mul_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.multiply.html">torch.Tensor.multiply</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.multiply_.html">torch.Tensor.multiply_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.multinomial.html">torch.Tensor.multinomial</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mv.html">torch.Tensor.mv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mvlgamma.html">torch.Tensor.mvlgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.mvlgamma_.html">torch.Tensor.mvlgamma_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nansum.html">torch.Tensor.nansum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.narrow.html">torch.Tensor.narrow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.narrow_copy.html">torch.Tensor.narrow_copy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ndimension.html">torch.Tensor.ndimension</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nan_to_num.html">torch.Tensor.nan_to_num</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nan_to_num_.html">torch.Tensor.nan_to_num_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ne.html">torch.Tensor.ne</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ne_.html">torch.Tensor.ne_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.not_equal.html">torch.Tensor.not_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.not_equal_.html">torch.Tensor.not_equal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.neg.html">torch.Tensor.neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.neg_.html">torch.Tensor.neg_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.negative.html">torch.Tensor.negative</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.negative_.html">torch.Tensor.negative_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nelement.html">torch.Tensor.nelement</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nextafter.html">torch.Tensor.nextafter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nextafter_.html">torch.Tensor.nextafter_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nonzero.html">torch.Tensor.nonzero</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.norm.html">torch.Tensor.norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.normal_.html">torch.Tensor.normal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.numel.html">torch.Tensor.numel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.numpy.html">torch.Tensor.numpy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.orgqr.html">torch.Tensor.orgqr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ormqr.html">torch.Tensor.ormqr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.outer.html">torch.Tensor.outer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.permute.html">torch.Tensor.permute</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.pin_memory.html">torch.Tensor.pin_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.pinverse.html">torch.Tensor.pinverse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.polygamma.html">torch.Tensor.polygamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.polygamma_.html">torch.Tensor.polygamma_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.positive.html">torch.Tensor.positive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.pow.html">torch.Tensor.pow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.pow_.html">torch.Tensor.pow_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.prod.html">torch.Tensor.prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.put_.html">torch.Tensor.put_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.qr.html">torch.Tensor.qr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.qscheme.html">torch.Tensor.qscheme</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.quantile.html">torch.Tensor.quantile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.nanquantile.html">torch.Tensor.nanquantile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.q_scale.html">torch.Tensor.q_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.q_zero_point.html">torch.Tensor.q_zero_point</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.q_per_channel_scales.html">torch.Tensor.q_per_channel_scales</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.q_per_channel_zero_points.html">torch.Tensor.q_per_channel_zero_points</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.q_per_channel_axis.html">torch.Tensor.q_per_channel_axis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.rad2deg.html">torch.Tensor.rad2deg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.random_.html">torch.Tensor.random_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ravel.html">torch.Tensor.ravel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.reciprocal.html">torch.Tensor.reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.reciprocal_.html">torch.Tensor.reciprocal_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.record_stream.html">torch.Tensor.record_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.register_hook.html">torch.Tensor.register_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.register_post_accumulate_grad_hook.html">torch.Tensor.register_post_accumulate_grad_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.remainder.html">torch.Tensor.remainder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.remainder_.html">torch.Tensor.remainder_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.renorm.html">torch.Tensor.renorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.renorm_.html">torch.Tensor.renorm_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.repeat.html">torch.Tensor.repeat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.repeat_interleave.html">torch.Tensor.repeat_interleave</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.requires_grad.html">torch.Tensor.requires_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.requires_grad_.html">torch.Tensor.requires_grad_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.reshape.html">torch.Tensor.reshape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.reshape_as.html">torch.Tensor.reshape_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.resize_.html">torch.Tensor.resize_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.resize_as_.html">torch.Tensor.resize_as_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.retain_grad.html">torch.Tensor.retain_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.retains_grad.html">torch.Tensor.retains_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.roll.html">torch.Tensor.roll</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.rot90.html">torch.Tensor.rot90</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.round.html">torch.Tensor.round</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.round_.html">torch.Tensor.round_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.rsqrt.html">torch.Tensor.rsqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.rsqrt_.html">torch.Tensor.rsqrt_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.scatter.html">torch.Tensor.scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.scatter_.html">torch.Tensor.scatter_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.scatter_add_.html">torch.Tensor.scatter_add_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.scatter_add.html">torch.Tensor.scatter_add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.scatter_reduce_.html">torch.Tensor.scatter_reduce_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.scatter_reduce.html">torch.Tensor.scatter_reduce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.select.html">torch.Tensor.select</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.select_scatter.html">torch.Tensor.select_scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.set_.html">torch.Tensor.set_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.share_memory_.html">torch.Tensor.share_memory_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.short.html">torch.Tensor.short</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sigmoid.html">torch.Tensor.sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sigmoid_.html">torch.Tensor.sigmoid_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sign.html">torch.Tensor.sign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sign_.html">torch.Tensor.sign_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.signbit.html">torch.Tensor.signbit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sgn.html">torch.Tensor.sgn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sgn_.html">torch.Tensor.sgn_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sin.html">torch.Tensor.sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sin_.html">torch.Tensor.sin_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sinc.html">torch.Tensor.sinc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sinc_.html">torch.Tensor.sinc_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sinh.html">torch.Tensor.sinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sinh_.html">torch.Tensor.sinh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.asinh.html">torch.Tensor.asinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.asinh_.html">torch.Tensor.asinh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arcsinh.html">torch.Tensor.arcsinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arcsinh_.html">torch.Tensor.arcsinh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.shape.html">torch.Tensor.shape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.size.html">torch.Tensor.size</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.slogdet.html">torch.Tensor.slogdet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.slice_scatter.html">torch.Tensor.slice_scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.softmax.html">torch.Tensor.softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sort.html">torch.Tensor.sort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.split.html">torch.Tensor.split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sparse_mask.html">torch.Tensor.sparse_mask</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sparse_dim.html">torch.Tensor.sparse_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sqrt.html">torch.Tensor.sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sqrt_.html">torch.Tensor.sqrt_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.square.html">torch.Tensor.square</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.square_.html">torch.Tensor.square_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.squeeze.html">torch.Tensor.squeeze</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.squeeze_.html">torch.Tensor.squeeze_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.std.html">torch.Tensor.std</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.stft.html">torch.Tensor.stft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.storage.html">torch.Tensor.storage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.untyped_storage.html">torch.Tensor.untyped_storage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.storage_offset.html">torch.Tensor.storage_offset</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.storage_type.html">torch.Tensor.storage_type</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.stride.html">torch.Tensor.stride</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sub.html">torch.Tensor.sub</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sub_.html">torch.Tensor.sub_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.subtract.html">torch.Tensor.subtract</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.subtract_.html">torch.Tensor.subtract_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sum.html">torch.Tensor.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sum_to_size.html">torch.Tensor.sum_to_size</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.svd.html">torch.Tensor.svd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.swapaxes.html">torch.Tensor.swapaxes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.swapdims.html">torch.Tensor.swapdims</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.t.html">torch.Tensor.t</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.t_.html">torch.Tensor.t_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tensor_split.html">torch.Tensor.tensor_split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tile.html">torch.Tensor.tile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to.html">torch.Tensor.to</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_mkldnn.html">torch.Tensor.to_mkldnn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.take.html">torch.Tensor.take</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.take_along_dim.html">torch.Tensor.take_along_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tan.html">torch.Tensor.tan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tan_.html">torch.Tensor.tan_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tanh.html">torch.Tensor.tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tanh_.html">torch.Tensor.tanh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.atanh.html">torch.Tensor.atanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.atanh_.html">torch.Tensor.atanh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arctanh.html">torch.Tensor.arctanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.arctanh_.html">torch.Tensor.arctanh_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tolist.html">torch.Tensor.tolist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.topk.html">torch.Tensor.topk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_dense.html">torch.Tensor.to_dense</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse.html">torch.Tensor.to_sparse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_csr.html">torch.Tensor.to_sparse_csr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_csc.html">torch.Tensor.to_sparse_csc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_bsr.html">torch.Tensor.to_sparse_bsr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_bsc.html">torch.Tensor.to_sparse_bsc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.trace.html">torch.Tensor.trace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.transpose.html">torch.Tensor.transpose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.transpose_.html">torch.Tensor.transpose_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.triangular_solve.html">torch.Tensor.triangular_solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tril.html">torch.Tensor.tril</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.tril_.html">torch.Tensor.tril_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.triu.html">torch.Tensor.triu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.triu_.html">torch.Tensor.triu_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.true_divide.html">torch.Tensor.true_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.true_divide_.html">torch.Tensor.true_divide_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.trunc.html">torch.Tensor.trunc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.trunc_.html">torch.Tensor.trunc_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.type.html">torch.Tensor.type</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.type_as.html">torch.Tensor.type_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unbind.html">torch.Tensor.unbind</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unflatten.html">torch.Tensor.unflatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unfold.html">torch.Tensor.unfold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.uniform_.html">torch.Tensor.uniform_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unique.html">torch.Tensor.unique</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unique_consecutive.html">torch.Tensor.unique_consecutive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unsqueeze.html">torch.Tensor.unsqueeze</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unsqueeze_.html">torch.Tensor.unsqueeze_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.values.html">torch.Tensor.values</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.var.html">torch.Tensor.var</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.vdot.html">torch.Tensor.vdot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.view.html">torch.Tensor.view</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.view_as.html">torch.Tensor.view_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.vsplit.html">torch.Tensor.vsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.where.html">torch.Tensor.where</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.xlogy.html">torch.Tensor.xlogy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.xlogy_.html">torch.Tensor.xlogy_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.xpu.html">torch.Tensor.xpu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.zero_.html">torch.Tensor.zero_</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../tensor_attributes.html">Tensor Attributes</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../tensor_view.html">Tensor Views</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../amp.html">torch.amp</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../autograd.html">torch.autograd</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.backward.html">torch.autograd.backward</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.grad.html">torch.autograd.grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.forward_ad.dual_level.html">dual_level</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.forward_ad.make_dual.html">torch.autograd.forward_ad.make_dual</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.forward_ad.unpack_dual.html">torch.autograd.forward_ad.unpack_dual</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.forward_ad.enter_dual_level.html">torch.autograd.forward_ad.enter_dual_level</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.forward_ad.exit_dual_level.html">torch.autograd.forward_ad.exit_dual_level</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.forward_ad.UnpackedDualTensor.html">UnpackedDualTensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.functional.jacobian.html">torch.autograd.functional.jacobian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.functional.hessian.html">torch.autograd.functional.hessian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.functional.vjp.html">torch.autograd.functional.vjp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.functional.jvp.html">torch.autograd.functional.jvp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.functional.vhp.html">torch.autograd.functional.vhp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.functional.hvp.html">torch.autograd.functional.hvp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.Function.forward.html">torch.autograd.Function.forward</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.Function.backward.html">torch.autograd.Function.backward</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.Function.jvp.html">torch.autograd.Function.jvp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.Function.vmap.html">torch.autograd.Function.vmap</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.FunctionCtx.mark_dirty.html">torch.autograd.function.FunctionCtx.mark_dirty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.FunctionCtx.mark_non_differentiable.html">torch.autograd.function.FunctionCtx.mark_non_differentiable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.FunctionCtx.save_for_backward.html">torch.autograd.function.FunctionCtx.save_for_backward</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.FunctionCtx.set_materialize_grads.html">torch.autograd.function.FunctionCtx.set_materialize_grads</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.once_differentiable.html">torch.autograd.function.once_differentiable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.BackwardCFunction.html">BackwardCFunction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.InplaceFunction.html">InplaceFunction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.function.NestedIOFunction.html">NestedIOFunction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.gradcheck.gradcheck.html">torch.autograd.gradcheck.gradcheck</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.gradcheck.gradgradcheck.html">torch.autograd.gradcheck.gradgradcheck</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.gradcheck.GradcheckError.html">torch.autograd.gradcheck.GradcheckError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.profile.export_chrome_trace.html">torch.autograd.profiler.profile.export_chrome_trace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.profile.key_averages.html">torch.autograd.profiler.profile.key_averages</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.profile.self_cpu_time_total.html">torch.autograd.profiler.profile.self_cpu_time_total</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.profile.total_average.html">torch.autograd.profiler.profile.total_average</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.parse_nvprof_trace.html">torch.autograd.profiler.parse_nvprof_trace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.EnforceUnique.html">EnforceUnique</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.KinetoStepTracker.html">KinetoStepTracker</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.record_function.html">record_function</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler_util.Interval.html">Interval</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler_util.Kernel.html">Kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler_util.MemRecordsAcc.html">MemRecordsAcc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler_util.StringTable.html">StringTable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.profiler.load_nvprof.html">torch.autograd.profiler.load_nvprof</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.grad_mode.set_multithreading_enabled.html">set_multithreading_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.graph.Node.name.html">torch.autograd.graph.Node.name</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.graph.Node.metadata.html">torch.autograd.graph.Node.metadata</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.graph.Node.next_functions.html">torch.autograd.graph.Node.next_functions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.graph.Node.register_hook.html">torch.autograd.graph.Node.register_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.graph.Node.register_prehook.html">torch.autograd.graph.Node.register_prehook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.autograd.graph.increment_version.html">torch.autograd.graph.increment_version</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../library.html">torch.library</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../accelerator.html">torch.accelerator</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.device_count.html">torch.accelerator.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.is_available.html">torch.accelerator.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.current_accelerator.html">torch.accelerator.current_accelerator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.set_device_index.html">torch.accelerator.set_device_index</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.set_device_idx.html">torch.accelerator.set_device_idx</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.current_device_index.html">torch.accelerator.current_device_index</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.current_device_idx.html">torch.accelerator.current_device_idx</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.set_stream.html">torch.accelerator.set_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.current_stream.html">torch.accelerator.current_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.synchronize.html">torch.accelerator.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.accelerator.device_index.html">device_index</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../cpu.html">torch.cpu</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.current_device.html">torch.cpu.current_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.current_stream.html">torch.cpu.current_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.is_available.html">torch.cpu.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.synchronize.html">torch.cpu.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.stream.html">torch.cpu.stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.set_device.html">torch.cpu.set_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.device_count.html">torch.cpu.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.StreamContext.html">StreamContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cpu.Stream.html">Stream</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../cuda.html">torch.cuda</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.StreamContext.html">StreamContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.can_device_access_peer.html">torch.cuda.can_device_access_peer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.current_blas_handle.html">torch.cuda.current_blas_handle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.current_device.html">torch.cuda.current_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.current_stream.html">torch.cuda.current_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.cudart.html">torch.cuda.cudart</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.default_stream.html">torch.cuda.default_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.device.html">device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.device_count.html">torch.cuda.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.device_memory_used.html">torch.cuda.device_memory_used</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.device_of.html">device_of</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_arch_list.html">torch.cuda.get_arch_list</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_device_capability.html">torch.cuda.get_device_capability</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_device_name.html">torch.cuda.get_device_name</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_device_properties.html">torch.cuda.get_device_properties</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_gencode_flags.html">torch.cuda.get_gencode_flags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_stream_from_external.html">torch.cuda.get_stream_from_external</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_sync_debug_mode.html">torch.cuda.get_sync_debug_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.init.html">torch.cuda.init</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.ipc_collect.html">torch.cuda.ipc_collect</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.is_available.html">torch.cuda.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.is_initialized.html">torch.cuda.is_initialized</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.is_tf32_supported.html">torch.cuda.is_tf32_supported</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory_usage.html">torch.cuda.memory_usage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.set_device.html">torch.cuda.set_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.set_stream.html">torch.cuda.set_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.set_sync_debug_mode.html">torch.cuda.set_sync_debug_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.stream.html">torch.cuda.stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.synchronize.html">torch.cuda.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.utilization.html">torch.cuda.utilization</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.temperature.html">torch.cuda.temperature</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.power_draw.html">torch.cuda.power_draw</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.clock_rate.html">torch.cuda.clock_rate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.OutOfMemoryError.html">torch.cuda.OutOfMemoryError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_rng_state.html">torch.cuda.get_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_rng_state_all.html">torch.cuda.get_rng_state_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.set_rng_state.html">torch.cuda.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.set_rng_state_all.html">torch.cuda.set_rng_state_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.manual_seed.html">torch.cuda.manual_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.manual_seed_all.html">torch.cuda.manual_seed_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.seed.html">torch.cuda.seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.seed_all.html">torch.cuda.seed_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.initial_seed.html">torch.cuda.initial_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.comm.broadcast.html">torch.cuda.comm.broadcast</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.comm.broadcast_coalesced.html">torch.cuda.comm.broadcast_coalesced</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.comm.reduce_add.html">torch.cuda.comm.reduce_add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.comm.reduce_add_coalesced.html">torch.cuda.comm.reduce_add_coalesced</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.comm.scatter.html">torch.cuda.comm.scatter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.comm.gather.html">torch.cuda.comm.gather</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.Stream.html">Stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.ExternalStream.html">ExternalStream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.Event.html">Event</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.is_current_stream_capturing.html">torch.cuda.is_current_stream_capturing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.graph_pool_handle.html">torch.cuda.graph_pool_handle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.CUDAGraph.html">CUDAGraph</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.graph.html">graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.make_graphed_callables.html">torch.cuda.make_graphed_callables</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.empty_cache.html">torch.cuda.empty_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_per_process_memory_fraction.html">torch.cuda.get_per_process_memory_fraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.list_gpu_processes.html">torch.cuda.list_gpu_processes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.mem_get_info.html">torch.cuda.mem_get_info</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory_stats.html">torch.cuda.memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.host_memory_stats.html">torch.cuda.host_memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory_summary.html">torch.cuda.memory_summary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory_snapshot.html">torch.cuda.memory_snapshot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory_allocated.html">torch.cuda.memory_allocated</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.max_memory_allocated.html">torch.cuda.max_memory_allocated</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.reset_max_memory_allocated.html">torch.cuda.reset_max_memory_allocated</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory_reserved.html">torch.cuda.memory_reserved</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.max_memory_reserved.html">torch.cuda.max_memory_reserved</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.set_per_process_memory_fraction.html">torch.cuda.set_per_process_memory_fraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory_cached.html">torch.cuda.memory_cached</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.max_memory_cached.html">torch.cuda.max_memory_cached</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.reset_max_memory_cached.html">torch.cuda.reset_max_memory_cached</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.reset_peak_memory_stats.html">torch.cuda.reset_peak_memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.reset_peak_host_memory_stats.html">torch.cuda.reset_peak_host_memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.caching_allocator_alloc.html">torch.cuda.caching_allocator_alloc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.caching_allocator_delete.html">torch.cuda.caching_allocator_delete</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.get_allocator_backend.html">torch.cuda.get_allocator_backend</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.CUDAPluggableAllocator.html">CUDAPluggableAllocator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.change_current_allocator.html">torch.cuda.change_current_allocator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.MemPool.html">MemPool</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.MemPoolContext.html">MemPoolContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.memory.caching_allocator_enable.html">torch.cuda.memory.caching_allocator_enable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.nvtx.mark.html">torch.cuda.nvtx.mark</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.nvtx.range_push.html">torch.cuda.nvtx.range_push</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.nvtx.range_pop.html">torch.cuda.nvtx.range_pop</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.nvtx.range.html">torch.cuda.nvtx.range</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.jiterator._create_jit_fn.html">torch.cuda.jiterator._create_jit_fn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.jiterator._create_multi_output_jit_fn.html">torch.cuda.jiterator._create_multi_output_jit_fn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../cuda.tunable.html">TunableOp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../cuda._sanitizer.html">CUDA Stream Sanitizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.gds.gds_register_buffer.html">torch.cuda.gds.gds_register_buffer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.gds.gds_deregister_buffer.html">torch.cuda.gds.gds_deregister_buffer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cuda.gds.GdsFile.html">GdsFile</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../torch_cuda_memory.html">Understanding CUDA Memory Usage</a></li>


<li class="toctree-l1 has-children"><a class="reference internal" href="../../mps.html">torch.mps</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.device_count.html">torch.mps.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.synchronize.html">torch.mps.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.get_rng_state.html">torch.mps.get_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.set_rng_state.html">torch.mps.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.manual_seed.html">torch.mps.manual_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.seed.html">torch.mps.seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.empty_cache.html">torch.mps.empty_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.set_per_process_memory_fraction.html">torch.mps.set_per_process_memory_fraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.current_allocated_memory.html">torch.mps.current_allocated_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.driver_allocated_memory.html">torch.mps.driver_allocated_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.recommended_max_memory.html">torch.mps.recommended_max_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.compile_shader.html">torch.mps.compile_shader</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.profiler.start.html">torch.mps.profiler.start</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.profiler.stop.html">torch.mps.profiler.stop</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.profiler.profile.html">torch.mps.profiler.profile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.profiler.is_capturing_metal.html">torch.mps.profiler.is_capturing_metal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.profiler.is_metal_capture_enabled.html">torch.mps.profiler.is_metal_capture_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.profiler.metal_capture.html">torch.mps.profiler.metal_capture</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mps.event.Event.html">Event</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../xpu.html">torch.xpu</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.StreamContext.html">StreamContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.current_device.html">torch.xpu.current_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.current_stream.html">torch.xpu.current_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.device.html">device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.device_count.html">torch.xpu.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.device_of.html">device_of</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_arch_list.html">torch.xpu.get_arch_list</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_device_capability.html">torch.xpu.get_device_capability</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_device_name.html">torch.xpu.get_device_name</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_device_properties.html">torch.xpu.get_device_properties</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_gencode_flags.html">torch.xpu.get_gencode_flags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_stream_from_external.html">torch.xpu.get_stream_from_external</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.init.html">torch.xpu.init</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.is_available.html">torch.xpu.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.is_initialized.html">torch.xpu.is_initialized</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.set_device.html">torch.xpu.set_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.set_stream.html">torch.xpu.set_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.stream.html">torch.xpu.stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.synchronize.html">torch.xpu.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_rng_state.html">torch.xpu.get_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.get_rng_state_all.html">torch.xpu.get_rng_state_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.initial_seed.html">torch.xpu.initial_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.manual_seed.html">torch.xpu.manual_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.manual_seed_all.html">torch.xpu.manual_seed_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.seed.html">torch.xpu.seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.seed_all.html">torch.xpu.seed_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.set_rng_state.html">torch.xpu.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.set_rng_state_all.html">torch.xpu.set_rng_state_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.Event.html">Event</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.Stream.html">Stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.empty_cache.html">torch.xpu.empty_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.max_memory_allocated.html">torch.xpu.max_memory_allocated</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.max_memory_reserved.html">torch.xpu.max_memory_reserved</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.mem_get_info.html">torch.xpu.mem_get_info</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.memory_allocated.html">torch.xpu.memory_allocated</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.memory_reserved.html">torch.xpu.memory_reserved</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.memory_stats.html">torch.xpu.memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.memory_stats_as_nested_dict.html">torch.xpu.memory_stats_as_nested_dict</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.reset_accumulated_memory_stats.html">torch.xpu.reset_accumulated_memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.xpu.reset_peak_memory_stats.html">torch.xpu.reset_peak_memory_stats</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../mtia.html">torch.mtia</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.StreamContext.html">StreamContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.current_device.html">torch.mtia.current_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.current_stream.html">torch.mtia.current_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.default_stream.html">torch.mtia.default_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.device_count.html">torch.mtia.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.init.html">torch.mtia.init</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.is_available.html">torch.mtia.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.is_initialized.html">torch.mtia.is_initialized</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.memory_stats.html">torch.mtia.memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.get_device_capability.html">torch.mtia.get_device_capability</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.empty_cache.html">torch.mtia.empty_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.record_memory_history.html">torch.mtia.record_memory_history</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.snapshot.html">torch.mtia.snapshot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.attach_out_of_memory_observer.html">torch.mtia.attach_out_of_memory_observer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.set_device.html">torch.mtia.set_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.set_stream.html">torch.mtia.set_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.stream.html">torch.mtia.stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.synchronize.html">torch.mtia.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.device.html">device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.set_rng_state.html">torch.mtia.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.get_rng_state.html">torch.mtia.get_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.DeferredMtiaCallError.html">torch.mtia.DeferredMtiaCallError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.Event.html">Event</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.Stream.html">Stream</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../mtia.memory.html">torch.mtia.memory</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.mtia.memory.memory_stats.html">torch.mtia.memory.memory_stats</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../meta.html">Meta device</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../backends.html">torch.backends</a></li>
<li class="toctree-l1 current active has-children"><a class="reference internal" href="../../export.html">torch.export</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
<li class="toctree-l2"><a class="reference internal" href="../../export.programming_model.html">torch.export Programming Model</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../export.ir_spec.html">torch.export IR Specification</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_transformations.html">Writing Graph Transformations on ATen IR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_ir.html">IRs</a></li>
<li class="toctree-l2 current active has-children"><a class="reference internal" href="index.html">ExportDB</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
<li class="toctree-l3"><a class="reference internal" href="torch.escape-hatch.html">torch.escape-hatch</a></li>
<li class="toctree-l3"><a class="reference internal" href="torch.cond.html">torch.cond</a></li>
<li class="toctree-l3"><a class="reference internal" href="torch.dynamic-shape.html">torch.dynamic-shape</a></li>
<li class="toctree-l3"><a class="reference internal" href="python.closure.html">python.closure</a></li>
<li class="toctree-l3"><a class="reference internal" href="torch.dynamic-value.html">torch.dynamic-value</a></li>
<li class="toctree-l3"><a class="reference internal" href="python.data-structure.html">python.data-structure</a></li>
<li class="toctree-l3"><a class="reference internal" href="python.assert.html">python.assert</a></li>
<li class="toctree-l3"><a class="reference internal" href="python.control-flow.html">python.control-flow</a></li>
<li class="toctree-l3"><a class="reference internal" href="torch.map.html">torch.map</a></li>
<li class="toctree-l3"><a class="reference internal" href="python.builtin.html">python.builtin</a></li>
<li class="toctree-l3"><a class="reference internal" href="python.object-model.html">python.object-model</a></li>
<li class="toctree-l3 current active"><a class="current reference internal" href="#">python.context-manager</a></li>
<li class="toctree-l3"><a class="reference internal" href="torch.operator.html">torch.operator</a></li>
<li class="toctree-l3"><a class="reference internal" href="torch.mutation.html">torch.mutation</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../../cond.html">Control Flow - Cond</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_dynamo_overview.html">Dynamo Overview</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_dynamo_deepdive.html">Dynamo Deep-Dive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_dynamic_shapes.html">Dynamic shapes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_fake_tensor.html">Fake tensor</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.html">torch.distributed</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.tensor.html">torch.distributed.tensor</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.algorithms.join.html">torch.distributed.algorithms.join</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../distributed.elastic.html">torch.distributed.elastic</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/quickstart.html">Quickstart</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/train_script.html">Train script</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/examples.html">Examples</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/run.html">torchrun (Elastic Launch)</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/agent.html">Elastic Agent</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/multiprocessing.html">Multiprocessing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/errors.html">Error Propagation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/rendezvous.html">Rendezvous</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/timer.html">Expiration Timers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/metrics.html">Metrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/events.html">Events</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/subprocess_handler.html">Subprocess Handling</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/control_plane.html">Control Plane</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/customization.html">Customization</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../elastic/kubernetes.html">TorchElastic Kubernetes</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../fsdp.html">torch.distributed.fsdp</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.fsdp.fully_shard.html">torch.distributed.fsdp.fully_shard</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.tensor.parallel.html">torch.distributed.tensor.parallel</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.optim.html">torch.distributed.optim</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.pipelining.html">torch.distributed.pipelining</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributed.checkpoint.html">torch.distributed.checkpoint</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../distributions.html">torch.distributions</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../torch.compiler.html">torch.compiler</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_get_started.html">Getting Started</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../../torch.compiler_api.html">torch.compiler API reference</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.compile.html">torch.compiler.compile</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.reset.html">torch.compiler.reset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.allow_in_graph.html">torch.compiler.allow_in_graph</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.substitute_in_graph.html">torch.compiler.substitute_in_graph</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.assume_constant_result.html">torch.compiler.assume_constant_result</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.list_backends.html">torch.compiler.list_backends</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.disable.html">torch.compiler.disable</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.set_stance.html">torch.compiler.set_stance</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.cudagraph_mark_step_begin.html">torch.compiler.cudagraph_mark_step_begin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.is_compiling.html">torch.compiler.is_compiling</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.is_dynamo_compiling.html">torch.compiler.is_dynamo_compiling</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.compiler.is_exporting.html">torch.compiler.is_exporting</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler.config.html">torch.compiler.config</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_fine_grain_apis.html">TorchDynamo APIs for fine-grained tracing</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../../torch.compiler_aot_inductor.html">AOTInductor: Ahead-Of-Time Compilation for Torch.Export-ed Models</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3 has-children"><a class="reference internal" href="../../logging.html">torch._logging</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l4"><a class="reference internal" href="../torch._logging.set_logs.html">torch._logging.set_logs</a></li>
</ul>
</details></li>
<li class="toctree-l3"><a class="reference internal" href="../../torch.compiler_aot_inductor_minifier.html">AOTInductor Minifier</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_inductor_profiling.html">TorchInductor GPU Profiling</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_profiling_torch_compile.html">Profiling to understand torch.compile performance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_faq.html">Frequently Asked Questions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_troubleshooting.html">torch.compile Troubleshooting</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_performance_dashboard.html">PyTorch 2.0 Performance Dashboard</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_dynamo_overview.html">Dynamo Overview</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_dynamo_deepdive.html">Dynamo Deep-Dive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_dynamic_shapes.html">Dynamic shapes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_nn_module.html">PyTorch 2.0 NNModule Support</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_best_practices_for_backends.html">Best Practices for Backends</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_cudagraph_trees.html">CUDAGraph Trees</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_fake_tensor.html">Fake tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_custom_backends.html">Custom Backends</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_transformations.html">Writing Graph Transformations on ATen IR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch.compiler_ir.html">IRs</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../fft.html">torch.fft</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.fft.html">torch.fft.fft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.ifft.html">torch.fft.ifft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.fft2.html">torch.fft.fft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.ifft2.html">torch.fft.ifft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.fftn.html">torch.fft.fftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.ifftn.html">torch.fft.ifftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.rfft.html">torch.fft.rfft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.irfft.html">torch.fft.irfft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.rfft2.html">torch.fft.rfft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.irfft2.html">torch.fft.irfft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.rfftn.html">torch.fft.rfftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.irfftn.html">torch.fft.irfftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.hfft.html">torch.fft.hfft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.ihfft.html">torch.fft.ihfft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.hfft2.html">torch.fft.hfft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.ihfft2.html">torch.fft.ihfft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.hfftn.html">torch.fft.hfftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.ihfftn.html">torch.fft.ihfftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.fftfreq.html">torch.fft.fftfreq</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.rfftfreq.html">torch.fft.rfftfreq</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.fftshift.html">torch.fft.fftshift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fft.ifftshift.html">torch.fft.ifftshift</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../func.html">torch.func</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../../func.whirlwind_tour.html">torch.func Whirlwind Tour</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../../func.api.html">torch.func API Reference</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.vmap.html">torch.func.vmap</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.grad.html">torch.func.grad</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.grad_and_value.html">torch.func.grad_and_value</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.vjp.html">torch.func.vjp</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.jvp.html">torch.func.jvp</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.linearize.html">torch.func.linearize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.jacrev.html">torch.func.jacrev</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.jacfwd.html">torch.func.jacfwd</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.hessian.html">torch.func.hessian</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.functionalize.html">torch.func.functionalize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.functional_call.html">torch.func.functional_call</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.stack_module_state.html">torch.func.stack_module_state</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.replace_all_batch_norm_modules_.html">torch.func.replace_all_batch_norm_modules_</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../func.batch_norm.html">Patching Batch Norm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.func.debug_unwrap.html">torch.func.debug_unwrap</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../../func.ux_limitations.html">UX Limitations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../func.migrating.html">Migrating from functorch to torch.func</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../futures.html">torch.futures</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../fx.html">torch.fx</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../fx.experimental.html">torch.fx.experimental</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.ShapeEnv.html">ShapeEnv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.DimDynamic.html">DimDynamic</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.StrictMinMaxConstraint.html">StrictMinMaxConstraint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.RelaxedUnspecConstraint.html">RelaxedUnspecConstraint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.EqualityConstraint.html">EqualityConstraint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.SymbolicContext.html">SymbolicContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.StatelessSymbolicContext.html">StatelessSymbolicContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.StatefulSymbolicContext.html">StatefulSymbolicContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.SubclassSymbolicContext.html">SubclassSymbolicContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.DimConstraints.html">DimConstraints</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.ShapeEnvSettings.html">ShapeEnvSettings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.ConvertIntKey.html">ConvertIntKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.CallMethodKey.html">CallMethodKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.PropagateUnbackedSymInts.html">PropagateUnbackedSymInts</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.DivideByKey.html">DivideByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.InnerTensorKey.html">InnerTensorKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.hint_int.html">torch.fx.experimental.symbolic_shapes.hint_int</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.is_concrete_int.html">torch.fx.experimental.symbolic_shapes.is_concrete_int</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.is_concrete_bool.html">torch.fx.experimental.symbolic_shapes.is_concrete_bool</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.is_concrete_float.html">torch.fx.experimental.symbolic_shapes.is_concrete_float</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.has_free_symbols.html">torch.fx.experimental.symbolic_shapes.has_free_symbols</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.has_free_unbacked_symbols.html">torch.fx.experimental.symbolic_shapes.has_free_unbacked_symbols</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.guard_or_true.html">torch.fx.experimental.symbolic_shapes.guard_or_true</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.guard_or_false.html">torch.fx.experimental.symbolic_shapes.guard_or_false</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.guard_size_oblivious.html">torch.fx.experimental.symbolic_shapes.guard_size_oblivious</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.sym_and.html">torch.fx.experimental.symbolic_shapes.sym_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.sym_eq.html">torch.fx.experimental.symbolic_shapes.sym_eq</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.sym_or.html">torch.fx.experimental.symbolic_shapes.sym_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.constrain_range.html">torch.fx.experimental.symbolic_shapes.constrain_range</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.constrain_unify.html">torch.fx.experimental.symbolic_shapes.constrain_unify</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.canonicalize_bool_expr.html">torch.fx.experimental.symbolic_shapes.canonicalize_bool_expr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.statically_known_true.html">torch.fx.experimental.symbolic_shapes.statically_known_true</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.has_static_value.html">torch.fx.experimental.symbolic_shapes.has_static_value</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.lru_cache.html">torch.fx.experimental.symbolic_shapes.lru_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.check_consistent.html">torch.fx.experimental.symbolic_shapes.check_consistent</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.compute_unbacked_bindings.html">torch.fx.experimental.symbolic_shapes.compute_unbacked_bindings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.rebind_unbacked.html">torch.fx.experimental.symbolic_shapes.rebind_unbacked</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.resolve_unbacked_bindings.html">torch.fx.experimental.symbolic_shapes.resolve_unbacked_bindings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.symbolic_shapes.is_accessor_node.html">torch.fx.experimental.symbolic_shapes.is_accessor_node</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.proxy_tensor.make_fx.html">torch.fx.experimental.proxy_tensor.make_fx</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.proxy_tensor.handle_sym_dispatch.html">torch.fx.experimental.proxy_tensor.handle_sym_dispatch</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.proxy_tensor.get_proxy_mode.html">torch.fx.experimental.proxy_tensor.get_proxy_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.proxy_tensor.maybe_enable_thunkify.html">torch.fx.experimental.proxy_tensor.maybe_enable_thunkify</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fx.experimental.proxy_tensor.maybe_disable_thunkify.html">torch.fx.experimental.proxy_tensor.maybe_disable_thunkify</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../hub.html">torch.hub</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../jit.html">torch.jit</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../../jit_builtin_functions.html">torch.jit.supported_ops</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../jit_language_reference.html">TorchScript Language Reference</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../jit_language_reference_v2.html">TorchScript Language Reference</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.script.html">torch.jit.script</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.trace.html">torch.jit.trace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.script_if_tracing.html">torch.jit.script_if_tracing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.trace_module.html">torch.jit.trace_module</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.fork.html">torch.jit.fork</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.wait.html">torch.jit.wait</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.ScriptModule.html">ScriptModule</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.ScriptFunction.html">ScriptFunction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.freeze.html">torch.jit.freeze</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.optimize_for_inference.html">torch.jit.optimize_for_inference</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.enable_onednn_fusion.html">torch.jit.enable_onednn_fusion</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.onednn_fusion_enabled.html">torch.jit.onednn_fusion_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.set_fusion_strategy.html">torch.jit.set_fusion_strategy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.strict_fusion.html">strict_fusion</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.save.html">torch.jit.save</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.load.html">torch.jit.load</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.ignore.html">torch.jit.ignore</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.unused.html">torch.jit.unused</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.interface.html">torch.jit.interface</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.isinstance.html">torch.jit.isinstance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.Attribute.html">Attribute</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.jit.annotate.html">torch.jit.annotate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../jit_python_reference.html">Python Language Reference Coverage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../jit_unsupported.html">TorchScript Unsupported PyTorch Constructs</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../linalg.html">torch.linalg</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.norm.html">torch.linalg.norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.vector_norm.html">torch.linalg.vector_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.matrix_norm.html">torch.linalg.matrix_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.diagonal.html">torch.linalg.diagonal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.det.html">torch.linalg.det</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.slogdet.html">torch.linalg.slogdet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.cond.html">torch.linalg.cond</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.matrix_rank.html">torch.linalg.matrix_rank</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.cholesky.html">torch.linalg.cholesky</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.qr.html">torch.linalg.qr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.lu.html">torch.linalg.lu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.lu_factor.html">torch.linalg.lu_factor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.eig.html">torch.linalg.eig</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.eigvals.html">torch.linalg.eigvals</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.eigh.html">torch.linalg.eigh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.eigvalsh.html">torch.linalg.eigvalsh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.svd.html">torch.linalg.svd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.svdvals.html">torch.linalg.svdvals</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.solve.html">torch.linalg.solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.solve_triangular.html">torch.linalg.solve_triangular</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.lu_solve.html">torch.linalg.lu_solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.lstsq.html">torch.linalg.lstsq</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.inv.html">torch.linalg.inv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.pinv.html">torch.linalg.pinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.matrix_exp.html">torch.linalg.matrix_exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.matrix_power.html">torch.linalg.matrix_power</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.cross.html">torch.linalg.cross</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.matmul.html">torch.linalg.matmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.vecdot.html">torch.linalg.vecdot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.multi_dot.html">torch.linalg.multi_dot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.householder_product.html">torch.linalg.householder_product</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.tensorinv.html">torch.linalg.tensorinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.tensorsolve.html">torch.linalg.tensorsolve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.vander.html">torch.linalg.vander</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.cholesky_ex.html">torch.linalg.cholesky_ex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.inv_ex.html">torch.linalg.inv_ex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.solve_ex.html">torch.linalg.solve_ex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.lu_factor_ex.html">torch.linalg.lu_factor_ex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.ldl_factor.html">torch.linalg.ldl_factor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.ldl_factor_ex.html">torch.linalg.ldl_factor_ex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.linalg.ldl_solve.html">torch.linalg.ldl_solve</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../monitor.html">torch.monitor</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../signal.html">torch.signal</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.bartlett.html">torch.signal.windows.bartlett</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.blackman.html">torch.signal.windows.blackman</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.cosine.html">torch.signal.windows.cosine</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.exponential.html">torch.signal.windows.exponential</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.gaussian.html">torch.signal.windows.gaussian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.general_cosine.html">torch.signal.windows.general_cosine</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.general_hamming.html">torch.signal.windows.general_hamming</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.hamming.html">torch.signal.windows.hamming</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.hann.html">torch.signal.windows.hann</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.kaiser.html">torch.signal.windows.kaiser</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signal.windows.nuttall.html">torch.signal.windows.nuttall</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../special.html">torch.special</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../torch.overrides.html">torch.overrides</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../package.html">torch.package</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../profiler.html">torch.profiler</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../nn.init.html">torch.nn.init</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../nn.attention.html">torch.nn.attention</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.attention.sdpa_kernel.html">torch.nn.attention.sdpa_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.attention.SDPBackend.html">SDPBackend</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../nn.attention.flex_attention.html">torch.nn.attention.flex_attention</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../nn.attention.bias.html">torch.nn.attention.bias</a></li>

<li class="toctree-l2"><a class="reference internal" href="../../nn.attention.experimental.html">torch.nn.attention.experimental</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../onnx.html">torch.onnx</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2 has-children"><a class="reference internal" href="../../onnx_dynamo.html">TorchDynamo-based ONNX Exporter</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../../onnx_dynamo_memory_usage.html">Understanding TorchDynamo-based ONNX Exporter Memory Usage</a></li>


</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../../onnx_ops.html">torch.onnx.ops</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../onnx_verification.html">torch.onnx.verification</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../onnx_dynamo_onnxruntime_backend.html">ONNX Backend for TorchDynamo</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../../onnx_torchscript.html">TorchScript-based ONNX Exporter</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../torch.onnx.JitScalarType.html">JitScalarType</a></li>
</ul>
</details></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../optim.html">torch.optim</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.add_param_group.html">torch.optim.Optimizer.add_param_group</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.load_state_dict.html">torch.optim.Optimizer.load_state_dict</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.register_load_state_dict_pre_hook.html">torch.optim.Optimizer.register_load_state_dict_pre_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.register_load_state_dict_post_hook.html">torch.optim.Optimizer.register_load_state_dict_post_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.state_dict.html">torch.optim.Optimizer.state_dict</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.register_state_dict_pre_hook.html">torch.optim.Optimizer.register_state_dict_pre_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.register_state_dict_post_hook.html">torch.optim.Optimizer.register_state_dict_post_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.step.html">torch.optim.Optimizer.step</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.register_step_pre_hook.html">torch.optim.Optimizer.register_step_pre_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.register_step_post_hook.html">torch.optim.Optimizer.register_step_post_hook</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Optimizer.zero_grad.html">torch.optim.Optimizer.zero_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Adadelta.html">Adadelta</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Adafactor.html">Adafactor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Adagrad.html">Adagrad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Adam.html">Adam</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.AdamW.html">AdamW</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.SparseAdam.html">SparseAdam</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Adamax.html">Adamax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.ASGD.html">ASGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.LBFGS.html">LBFGS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.NAdam.html">NAdam</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.RAdam.html">RAdam</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.RMSprop.html">RMSprop</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.Rprop.html">Rprop</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.SGD.html">SGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.LRScheduler.html">LRScheduler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.LambdaLR.html">LambdaLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.MultiplicativeLR.html">MultiplicativeLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.StepLR.html">StepLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.MultiStepLR.html">MultiStepLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.ConstantLR.html">ConstantLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.LinearLR.html">LinearLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.ExponentialLR.html">ExponentialLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.PolynomialLR.html">PolynomialLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.CosineAnnealingLR.html">CosineAnnealingLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.ChainedScheduler.html">ChainedScheduler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.SequentialLR.html">SequentialLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.ReduceLROnPlateau.html">ReduceLROnPlateau</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.CyclicLR.html">CyclicLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.OneCycleLR.html">OneCycleLR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.lr_scheduler.CosineAnnealingWarmRestarts.html">CosineAnnealingWarmRestarts</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.swa_utils.AveragedModel.html">AveragedModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.optim.swa_utils.SWALR.html">SWALR</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../complex_numbers.html">Complex Numbers</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../ddp_comm_hooks.html">DDP Communication Hooks</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../quantization.html">Quantization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2 has-children"><a class="reference internal" href="../../quantization-support.html">Quantization API Reference</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.quantize.html">quantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.quantize_dynamic.html">quantize_dynamic</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.quantize_qat.html">quantize_qat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.prepare.html">prepare</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.prepare_qat.html">prepare_qat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.convert.html">convert</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fuse_modules.fuse_modules.html">fuse_modules</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.QuantStub.html">QuantStub</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.DeQuantStub.html">DeQuantStub</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.QuantWrapper.html">QuantWrapper</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.add_quant_dequant.html">add_quant_dequant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.swap_module.html">swap_module</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.propagate_qconfig_.html">propagate_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.default_eval_fn.html">default_eval_fn</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.quantize_fx.prepare_fx.html">prepare_fx</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.quantize_fx.prepare_qat_fx.html">prepare_qat_fx</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.quantize_fx.convert_fx.html">convert_fx</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.quantize_fx.fuse_fx.html">fuse_fx</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig_mapping.QConfigMapping.html">QConfigMapping</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig_mapping.get_default_qconfig_mapping.html">get_default_qconfig_mapping</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig_mapping.get_default_qat_qconfig_mapping.html">get_default_qat_qconfig_mapping</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.backend_config.BackendConfig.html">BackendConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.backend_config.BackendPatternConfig.html">BackendPatternConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.backend_config.DTypeConfig.html">DTypeConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.backend_config.DTypeWithConstraints.html">DTypeWithConstraints</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.backend_config.ObservationType.html">ObservationType</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fx.custom_config.FuseCustomConfig.html">FuseCustomConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fx.custom_config.PrepareCustomConfig.html">PrepareCustomConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fx.custom_config.ConvertCustomConfig.html">ConvertCustomConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fx.custom_config.StandaloneModuleConfigEntry.html">StandaloneModuleConfigEntry</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.pt2e.export_utils.model_is_exported.html">model_is_exported</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.pt2e.lowering.lower_pt2e_quantized_to_x86.html">lower_pt2e_quantized_to_x86</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.generate_numeric_debug_handle.html">generate_numeric_debug_handle</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.CUSTOM_KEY.html">CUSTOM_KEY</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.NUMERIC_DEBUG_HANDLE_KEY.html">NUMERIC_DEBUG_HANDLE_KEY</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.prepare_for_propagation_comparison.html">prepare_for_propagation_comparison</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.extract_results_from_loggers.html">extract_results_from_loggers</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.compare_results.html">compare_results</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.quantize_per_tensor.html">torch.quantize_per_tensor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.quantize_per_channel.html">torch.quantize_per_channel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.dequantize.html">torch.dequantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.view.html">torch.Tensor.view</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.as_strided.html">torch.Tensor.as_strided</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.expand.html">torch.Tensor.expand</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.flatten.html">torch.Tensor.flatten</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.select.html">torch.Tensor.select</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.ne.html">torch.Tensor.ne</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.eq.html">torch.Tensor.eq</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.ge.html">torch.Tensor.ge</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.le.html">torch.Tensor.le</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.gt.html">torch.Tensor.gt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.lt.html">torch.Tensor.lt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.copy_.html">torch.Tensor.copy_</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.clone.html">torch.Tensor.clone</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.dequantize.html">torch.Tensor.dequantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.equal.html">torch.Tensor.equal</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.int_repr.html">torch.Tensor.int_repr</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.max.html">torch.Tensor.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.mean.html">torch.Tensor.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.min.html">torch.Tensor.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.q_scale.html">torch.Tensor.q_scale</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.q_zero_point.html">torch.Tensor.q_zero_point</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.q_per_channel_scales.html">torch.Tensor.q_per_channel_scales</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.q_per_channel_zero_points.html">torch.Tensor.q_per_channel_zero_points</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.q_per_channel_axis.html">torch.Tensor.q_per_channel_axis</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.resize_.html">torch.Tensor.resize_</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.sort.html">torch.Tensor.sort</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.Tensor.topk.html">torch.Tensor.topk</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.ObserverBase.html">ObserverBase</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.MinMaxObserver.html">MinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.MovingAverageMinMaxObserver.html">MovingAverageMinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PerChannelMinMaxObserver.html">PerChannelMinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.MovingAveragePerChannelMinMaxObserver.html">MovingAveragePerChannelMinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.HistogramObserver.html">HistogramObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PlaceholderObserver.html">PlaceholderObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.RecordingObserver.html">RecordingObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.NoopObserver.html">NoopObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.get_observer_state_dict.html">get_observer_state_dict</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.load_observer_state_dict.html">load_observer_state_dict</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_observer.html">default_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_placeholder_observer.html">default_placeholder_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_debug_observer.html">default_debug_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_weight_observer.html">default_weight_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_histogram_observer.html">default_histogram_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_per_channel_weight_observer.html">default_per_channel_weight_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_dynamic_quant_observer.html">default_dynamic_quant_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.default_float_qparams_observer.html">default_float_qparams_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.AffineQuantizedObserverBase.html">AffineQuantizedObserverBase</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.Granularity.html">Granularity</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.MappingType.html">MappingType</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PerAxis.html">PerAxis</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PerBlock.html">PerBlock</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PerGroup.html">PerGroup</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PerRow.html">PerRow</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PerTensor.html">PerTensor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.PerToken.html">PerToken</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.TorchAODType.html">TorchAODType</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.ZeroPointDomain.html">ZeroPointDomain</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.observer.get_block_size.html">get_block_size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.FakeQuantizeBase.html">FakeQuantizeBase</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.FakeQuantize.html">FakeQuantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.FixedQParamsFakeQuantize.html">FixedQParamsFakeQuantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.FusedMovingAvgObsFakeQuantize.html">FusedMovingAvgObsFakeQuantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.default_fake_quant.html">default_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.default_weight_fake_quant.html">default_weight_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.default_per_channel_weight_fake_quant.html">default_per_channel_weight_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.default_histogram_fake_quant.html">default_histogram_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.default_fused_act_fake_quant.html">default_fused_act_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.default_fused_wt_fake_quant.html">default_fused_wt_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.default_fused_per_channel_wt_fake_quant.html">default_fused_per_channel_wt_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.disable_fake_quant.html">disable_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.enable_fake_quant.html">enable_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.disable_observer.html">disable_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.fake_quantize.enable_observer.html">enable_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.QConfig.html">QConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_qconfig.html">default_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_debug_qconfig.html">default_debug_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_per_channel_qconfig.html">default_per_channel_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_dynamic_qconfig.html">default_dynamic_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.float16_dynamic_qconfig.html">float16_dynamic_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.float16_static_qconfig.html">float16_static_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.per_channel_dynamic_qconfig.html">per_channel_dynamic_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.float_qparams_weight_only_qconfig.html">float_qparams_weight_only_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_qat_qconfig.html">default_qat_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_weight_only_qconfig.html">default_weight_only_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_activation_only_qconfig.html">default_activation_only_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.quantization.qconfig.default_qat_qconfig_v2.html">default_qat_qconfig_v2</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvReLU1d.html">ConvReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvReLU2d.html">ConvReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvReLU3d.html">ConvReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvBn1d.html">ConvBn1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvBn2d.html">ConvBn2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvBn3d.html">ConvBn3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvBnReLU1d.html">ConvBnReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvBnReLU2d.html">ConvBnReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.ConvBnReLU3d.html">ConvBnReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.BNReLU2d.html">BNReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.BNReLU3d.html">BNReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvBn1d.html">ConvBn1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvBnReLU1d.html">ConvBnReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvBn2d.html">ConvBn2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvBnReLU2d.html">ConvBnReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvReLU2d.html">ConvReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvBn3d.html">ConvBn3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvBnReLU3d.html">ConvBnReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.ConvReLU3d.html">ConvReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.update_bn_stats.html">update_bn_stats</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.qat.freeze_bn_stats.html">freeze_bn_stats</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.quantized.BNReLU2d.html">BNReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.quantized.BNReLU3d.html">BNReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.quantized.ConvReLU1d.html">ConvReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.quantized.ConvReLU2d.html">ConvReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.quantized.ConvReLU3d.html">ConvReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.quantized.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.intrinsic.quantized.dynamic.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.qat.Conv2d.html">Conv2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.qat.Conv3d.html">Conv3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.qat.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.qat.dynamic.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.ReLU6.html">ReLU6</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.Hardswish.html">Hardswish</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.ELU.html">ELU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.LeakyReLU.html">LeakyReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.Sigmoid.html">Sigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.BatchNorm2d.html">BatchNorm2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.BatchNorm3d.html">BatchNorm3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.Conv1d.html">Conv1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.Conv2d.html">Conv2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.Conv3d.html">Conv3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.ConvTranspose1d.html">ConvTranspose1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.ConvTranspose2d.html">ConvTranspose2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.ConvTranspose3d.html">ConvTranspose3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.Embedding.html">Embedding</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.EmbeddingBag.html">EmbeddingBag</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.FloatFunctional.html">FloatFunctional</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.FXFloatFunctional.html">FXFloatFunctional</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.QFunctional.html">QFunctional</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.LayerNorm.html">LayerNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.GroupNorm.html">GroupNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.InstanceNorm1d.html">InstanceNorm1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.InstanceNorm2d.html">InstanceNorm2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.InstanceNorm3d.html">InstanceNorm3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.avg_pool2d.html">avg_pool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.avg_pool3d.html">avg_pool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.adaptive_avg_pool2d.html">adaptive_avg_pool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.adaptive_avg_pool3d.html">adaptive_avg_pool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.conv1d.html">conv1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.conv2d.html">conv2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.conv3d.html">conv3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.interpolate.html">interpolate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.linear.html">linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.max_pool1d.html">max_pool1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.max_pool2d.html">max_pool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.celu.html">celu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.leaky_relu.html">leaky_relu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.hardtanh.html">hardtanh</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.hardswish.html">hardswish</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.threshold.html">threshold</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.elu.html">elu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.hardsigmoid.html">hardsigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.clamp.html">clamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.upsample.html">upsample</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.upsample_bilinear.html">upsample_bilinear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.functional.upsample_nearest.html">upsample_nearest</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantizable.LSTM.html">LSTM</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantizable.MultiheadAttention.html">MultiheadAttention</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.dynamic.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.dynamic.LSTM.html">LSTM</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.dynamic.GRU.html">GRU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.dynamic.RNNCell.html">RNNCell</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.dynamic.LSTMCell.html">LSTMCell</a></li>
<li class="toctree-l3"><a class="reference internal" href="../torch.ao.nn.quantized.dynamic.GRUCell.html">GRUCell</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../../quantization-backend-configuration.html">Quantization Backend Configuration</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../quantization-accuracy-debugging.html">Quantization Accuracy Debugging</a></li>

</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../rpc.html">Distributed RPC Framework</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../../rpc/rref.html">Remote Reference Protocol</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../rpc/distributed_autograd.html">Distributed Autograd Design</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../random.html">torch.random</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../masked.html">torch.masked</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.abs.html">torch.abs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.absolute.html">torch.absolute</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.acos.html">torch.acos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arccos.html">torch.arccos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.acosh.html">torch.acosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arccosh.html">torch.arccosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.angle.html">torch.angle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.asin.html">torch.asin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arcsin.html">torch.arcsin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.asinh.html">torch.asinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arcsinh.html">torch.arcsinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atan.html">torch.atan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arctan.html">torch.arctan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atanh.html">torch.atanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arctanh.html">torch.arctanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_not.html">torch.bitwise_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ceil.html">torch.ceil</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.clamp.html">torch.clamp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.clip.html">torch.clip</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.conj_physical.html">torch.conj_physical</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cos.html">torch.cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cosh.html">torch.cosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.deg2rad.html">torch.deg2rad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.digamma.html">torch.digamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.erf.html">torch.erf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.erfc.html">torch.erfc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.erfinv.html">torch.erfinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.exp.html">torch.exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.exp2.html">torch.exp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.expm1.html">torch.expm1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fix.html">torch.fix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.floor.html">torch.floor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.frac.html">torch.frac</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lgamma.html">torch.lgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log.html">torch.log</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log10.html">torch.log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log1p.html">torch.log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.log2.html">torch.log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logit.html">torch.logit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.i0.html">torch.i0</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isnan.html">torch.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nan_to_num.html">torch.nan_to_num</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.neg.html">torch.neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.negative.html">torch.negative</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.positive.html">torch.positive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.pow.html">torch.pow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.rad2deg.html">torch.rad2deg</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.reciprocal.html">torch.reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.round.html">torch.round</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.rsqrt.html">torch.rsqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sigmoid.html">torch.sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sign.html">torch.sign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sgn.html">torch.sgn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signbit.html">torch.signbit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sin.html">torch.sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sinc.html">torch.sinc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sinh.html">torch.sinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sqrt.html">torch.sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.square.html">torch.square</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tan.html">torch.tan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.tanh.html">torch.tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.trunc.html">torch.trunc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.angle.html">torch.angle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.positive.html">torch.positive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.signbit.html">torch.signbit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.isnan.html">torch.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.add.html">torch.add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atan2.html">torch.atan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.arctan2.html">torch.arctan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_and.html">torch.bitwise_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_or.html">torch.bitwise_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_xor.html">torch.bitwise_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_left_shift.html">torch.bitwise_left_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.bitwise_right_shift.html">torch.bitwise_right_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.div.html">torch.div</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.divide.html">torch.divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.floor_divide.html">torch.floor_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmod.html">torch.fmod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logaddexp.html">torch.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logaddexp2.html">torch.logaddexp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mul.html">torch.mul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.multiply.html">torch.multiply</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nextafter.html">torch.nextafter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.remainder.html">torch.remainder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sub.html">torch.sub</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.subtract.html">torch.subtract</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.true_divide.html">torch.true_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.eq.html">torch.eq</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ne.html">torch.ne</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.le.html">torch.le</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ge.html">torch.ge</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.greater.html">torch.greater</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.greater_equal.html">torch.greater_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.gt.html">torch.gt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.less_equal.html">torch.less_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.lt.html">torch.lt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.less.html">torch.less</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.maximum.html">torch.maximum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.minimum.html">torch.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmax.html">torch.fmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmin.html">torch.fmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.not_equal.html">torch.not_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logaddexp.html">torch.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.logaddexp2.html">torch.logaddexp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.equal.html">torch.equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmin.html">torch.fmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.minimum.html">torch.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.fmax.html">torch.fmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sum.html">torch.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.mean.html">torch.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.amin.html">torch.amin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.amax.html">torch.amax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.argmin.html">torch.argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.argmax.html">torch.argmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.prod.html">torch.prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.all.html">torch.all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.norm.html">torch.norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.var.html">torch.var</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.std.html">torch.std</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.atleast_1d.html">torch.atleast_1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.broadcast_tensors.html">torch.broadcast_tensors</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.broadcast_to.html">torch.broadcast_to</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.cat.html">torch.cat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.chunk.html">torch.chunk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.column_stack.html">torch.column_stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.dsplit.html">torch.dsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.flatten.html">torch.flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hsplit.html">torch.hsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hstack.html">torch.hstack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.kron.html">torch.kron</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.meshgrid.html">torch.meshgrid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.narrow.html">torch.narrow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.nn.functional.unfold.html">torch.nn.functional.unfold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.ravel.html">torch.ravel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.select.html">torch.select</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.split.html">torch.split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.stack.html">torch.stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.t.html">torch.t</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.transpose.html">torch.transpose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.vsplit.html">torch.vsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.vstack.html">torch.vstack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.expand.html">torch.Tensor.expand</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.expand_as.html">torch.Tensor.expand_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.reshape.html">torch.Tensor.reshape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.reshape_as.html">torch.Tensor.reshape_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.unfold.html">torch.Tensor.unfold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.view.html">torch.Tensor.view</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../nested.html">torch.nested</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../size.html">torch.Size</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../sparse.html">torch.sparse</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_sparse.html">torch.Tensor.is_sparse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_sparse_csr.html">torch.Tensor.is_sparse_csr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.dense_dim.html">torch.Tensor.dense_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sparse_dim.html">torch.Tensor.sparse_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sparse_mask.html">torch.Tensor.sparse_mask</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse.html">torch.Tensor.to_sparse</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_coo.html">torch.Tensor.to_sparse_coo</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_csr.html">torch.Tensor.to_sparse_csr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_csc.html">torch.Tensor.to_sparse_csc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_bsr.html">torch.Tensor.to_sparse_bsr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_sparse_bsc.html">torch.Tensor.to_sparse_bsc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.to_dense.html">torch.Tensor.to_dense</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.values.html">torch.Tensor.values</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.coalesce.html">torch.Tensor.coalesce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sparse_resize_.html">torch.Tensor.sparse_resize_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.sparse_resize_and_clear_.html">torch.Tensor.sparse_resize_and_clear_</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.is_coalesced.html">torch.Tensor.is_coalesced</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.indices.html">torch.Tensor.indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.crow_indices.html">torch.Tensor.crow_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.col_indices.html">torch.Tensor.col_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.row_indices.html">torch.Tensor.row_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.Tensor.ccol_indices.html">torch.Tensor.ccol_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_coo_tensor.html">torch.sparse_coo_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_csr_tensor.html">torch.sparse_csr_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_csc_tensor.html">torch.sparse_csc_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_bsr_tensor.html">torch.sparse_bsr_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_bsc_tensor.html">torch.sparse_bsc_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse_compressed_tensor.html">torch.sparse_compressed_tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.sum.html">torch.sparse.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.addmm.html">torch.sparse.addmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.sampled_addmm.html">torch.sparse.sampled_addmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.mm.html">torch.sparse.mm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sspaddmm.html">torch.sspaddmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.hspmm.html">torch.hspmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.smm.html">torch.smm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.softmax.html">torch.sparse.softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.spsolve.html">torch.sparse.spsolve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.log_softmax.html">torch.sparse.log_softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.spdiags.html">torch.sparse.spdiags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.check_sparse_tensor_invariants.html">check_sparse_tensor_invariants</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.sparse.as_sparse_gradcheck.html">torch.sparse.as_sparse_gradcheck</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../storage.html">torch.Storage</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../testing.html">torch.testing</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../utils.html">torch.utils</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch.utils.rename_privateuse1_backend.html">torch.utils.rename_privateuse1_backend</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.utils.generate_methods_for_privateuse1_backend.html">torch.utils.generate_methods_for_privateuse1_backend</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.utils.get_cpp_backtrace.html">torch.utils.get_cpp_backtrace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.utils.set_module.html">torch.utils.set_module</a></li>
<li class="toctree-l2"><a class="reference internal" href="../torch.utils.swap_tensors.html">torch.utils.swap_tensors</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="../../benchmark_utils.html">torch.utils.benchmark</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../bottleneck.html">torch.utils.bottleneck</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../checkpoint.html">torch.utils.checkpoint</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../cpp_extension.html">torch.utils.cpp_extension</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../data.html">torch.utils.data</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../deterministic.html">torch.utils.deterministic</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../jit_utils.html">torch.utils.jit</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../dlpack.html">torch.utils.dlpack</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../mobile_optimizer.html">torch.utils.mobile_optimizer</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../model_zoo.html">torch.utils.model_zoo</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../tensorboard.html">torch.utils.tensorboard</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../module_tracker.html">torch.utils.module_tracker</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../type_info.html">Type Info</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../named_tensor.html">Named Tensors</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../name_inference.html">Named Tensors operator coverage</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../config_mod.html">torch.__config__</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../future_mod.html">torch.__future__</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../logging.html">torch._logging</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../torch._logging.set_logs.html">torch._logging.set_logs</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../torch_environment_variables.html">Torch Environment Variables</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../../threading_environment_variables.html">Threading Environment Variables</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../cuda_environment_variables.html">CUDA Environment Variables</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../mps_environment_variables.html">MPS Environment Variables</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../debugging_environment_variables.html">Debugging Environment Variables</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../miscellaneous_environment_variables.html">Miscellaneous Environment Variables</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../../logging.html">torch._logging</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../torch._logging.set_logs.html">torch._logging.set_logs</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../../torch_nccl_environment_variables.html">PYTORCH ProcessGroupNCCL Environment Variables</a></li>
</ul>
</details></li>
</ul>
</div>
</nav></div>
    </div>
  
  
  <div class="sidebar-primary-items__end sidebar-primary__section">
  </div>
  
  <div id="rtd-footer-container"></div>


      </div>
      
      <main id="main-content" class="bd-main" role="main">
        
        
          <div class="bd-content">
            <div class="bd-article-container">
              
              <div class="bd-header-article d-print-none">
<div class="header-article-items header-article__inner">
  
    <div class="header-article-items__start">
      
        <div class="header-article-item">


<nav aria-label="Breadcrumb" class="d-print-none">
  <ul class="bd-breadcrumbs">
    
    <li class="breadcrumb-item breadcrumb-home">
      <a href="../../index.html" class="nav-link" aria-label="Home">
        <i class="fa-solid fa-home"></i>
      </a>
    </li>
    
    <li class="breadcrumb-item"><a href="../../pytorch-api.html" class="nav-link">Python API</a></li>
    
    
    <li class="breadcrumb-item"><i class="fa-solid fa-ellipsis"></i></li>
    
    
    <li class="breadcrumb-item"><a href="index.html" class="nav-link">ExportDB</a></li>
    
    <li class="breadcrumb-item active" aria-current="page">python.conte...</li>
  </ul>
</nav>
</div>
      
    </div>
  
  
    <div class="header-article-items__end">
      
        <div class="header-article-item">
<div class="rating">
    Rate this Page
    <div class="stars">
        
        <span class="star" data-behavior="tutorial-rating" data-count="1" data-value="1">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="2" data-value="2">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="3" data-value="3">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="4" data-value="4">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="5" data-value="5">★</span>
        
    </div>
</div>
</div>
      
    </div>
  
</div>
</div>
              
              
<div id="searchbox"></div>
  <article class="bd-article">
    
    
<div id="searchbox"></div>
                <article class="bd-article">
                  
  <div class="section" id="python-context-manager">
<h1>python.context-manager<a class="headerlink" href="#python-context-manager" title="Permalink to this heading">#</a></h1>
<div class="section" id="null-context-manager">
<h2>null_context_manager<a class="headerlink" href="#null-context-manager" title="Permalink to this heading">#</a></h2>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Tags: <a class="reference internal" href="#"><span class="doc">python.context-manager</span></a></p>
<p>Support Level: SUPPORTED</p>
</div>
<p>Original source code:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># mypy: allow-untyped-defs</span>
<span class="kn">import</span> <span class="nn">contextlib</span>

<span class="kn">import</span> <span class="nn">torch</span>

<span class="k">class</span> <span class="nc">NullContextManager</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Null context manager in Python will be traced out.</span>
<span class="sd">    &quot;&quot;&quot;</span>

    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">        Null context manager in Python will be traced out.</span>
<span class="sd">        &quot;&quot;&quot;</span>
        <span class="n">ctx</span> <span class="o">=</span> <span class="n">contextlib</span><span class="o">.</span><span class="n">nullcontext</span><span class="p">()</span>
        <span class="k">with</span> <span class="n">ctx</span><span class="p">:</span>
            <span class="k">return</span> <span class="n">x</span><span class="o">.</span><span class="n">sin</span><span class="p">()</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">cos</span><span class="p">()</span>

<span class="n">example_args</span> <span class="o">=</span> <span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">),)</span>
<span class="n">tags</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;python.context-manager&quot;</span><span class="p">}</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">NullContextManager</span><span class="p">()</span>


<span class="n">torch</span><span class="o">.</span><span class="n">export</span><span class="o">.</span><span class="n">export</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">example_args</span><span class="p">)</span>
</pre></div>
</div>
<p>Result:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">ExportedProgram</span><span class="p">:</span>
    <span class="k">class</span> <span class="nc">GraphModule</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
        <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">:</span> <span class="s2">&quot;f32[3, 2]&quot;</span><span class="p">):</span>
                 <span class="n">sin</span><span class="p">:</span> <span class="s2">&quot;f32[3, 2]&quot;</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">ops</span><span class="o">.</span><span class="n">aten</span><span class="o">.</span><span class="n">sin</span><span class="o">.</span><span class="n">default</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
            <span class="n">cos</span><span class="p">:</span> <span class="s2">&quot;f32[3, 2]&quot;</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">ops</span><span class="o">.</span><span class="n">aten</span><span class="o">.</span><span class="n">cos</span><span class="o">.</span><span class="n">default</span><span class="p">(</span><span class="n">x</span><span class="p">);</span>  <span class="n">x</span> <span class="o">=</span> <span class="kc">None</span>
            <span class="n">add</span><span class="p">:</span> <span class="s2">&quot;f32[3, 2]&quot;</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">ops</span><span class="o">.</span><span class="n">aten</span><span class="o">.</span><span class="n">add</span><span class="o">.</span><span class="n">Tensor</span><span class="p">(</span><span class="n">sin</span><span class="p">,</span> <span class="n">cos</span><span class="p">);</span>  <span class="n">sin</span> <span class="o">=</span> <span class="n">cos</span> <span class="o">=</span> <span class="kc">None</span>
            <span class="k">return</span> <span class="p">(</span><span class="n">add</span><span class="p">,)</span>

<span class="n">Graph</span> <span class="n">signature</span><span class="p">:</span>
    <span class="c1"># inputs</span>
    <span class="n">x</span><span class="p">:</span> <span class="n">USER_INPUT</span>

    <span class="c1"># outputs</span>
    <span class="n">add</span><span class="p">:</span> <span class="n">USER_OUTPUT</span>

<span class="n">Range</span> <span class="n">constraints</span><span class="p">:</span> <span class="p">{}</span>
</pre></div>
</div>
</div>
</div>


                </article>
              
  </article>

              
                <footer class="bd-footer-article">
                  <div class="footer-article-items footer-article__inner">
  
    <div class="footer-article-item">
<div class="feedback">
  
<div class="rating">
    Rate this Page
    <div class="stars">
        
        <span class="star" data-behavior="tutorial-rating" data-count="1" data-value="1">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="2" data-value="2">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="3" data-value="3">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="4" data-value="4">★</span>
        
        <span class="star" data-behavior="tutorial-rating" data-count="5" data-value="5">★</span>
        
    </div>
</div>

  <div class="feedback-send">
    <button class="feedback-btn"
            onclick="openGitHubIssue()"
            data-bs-title="Create a GitHub Issue"
            data-bs-placement="bottom"
            data-bs-toggle="tooltip"
            data-gtm="feedback-btn-click">Send Feedback
    </button>
  </div>
</div>


<div class="prev-next-area">
    <a class="left-prev"
       href="python.object-model.html"
       title="previous page">
      <i class="fa-solid fa-angle-left"></i>
      <div class="prev-next-info">
        <p class="prev-next-subtitle">previous</p>
        <p class="prev-next-title">python.object-model</p>
      </div>
    </a>
    <a class="right-next"
       href="torch.operator.html"
       title="next page">
      <div class="prev-next-info">
        <p class="prev-next-subtitle">next</p>
        <p class="prev-next-title">torch.operator</p>
      </div>
      <i class="fa-solid fa-angle-right"></i>
    </a>
</div>

<div class="footer-info">
  <p class="copyright">
    
      
        © Copyright PyTorch Contributors.
      
      <br/>
    
  </p>

  <p class="theme-version">
    Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.15.4.
  </p>
</div></div>
  
</div>
                </footer>
              
              
                <footer class="prev-next-footer d-print-none">
                  
<div class="prev-next-area">
    <a class="left-prev"
       href="python.object-model.html"
       title="previous page">
      <i class="fa-solid fa-angle-left"></i>
      <div class="prev-next-info">
        <p class="prev-next-subtitle">previous</p>
        <p class="prev-next-title">python.object-model</p>
      </div>
    </a>
    <a class="right-next"
       href="torch.operator.html"
       title="next page">
      <div class="prev-next-info">
        <p class="prev-next-subtitle">next</p>
        <p class="prev-next-title">torch.operator</p>
      </div>
      <i class="fa-solid fa-angle-right"></i>
    </a>
</div>
                </footer>
              
            </div>
            
            
                <div class="bd-sidebar-secondary bd-toc">
<div class="sidebar-secondary-items sidebar-secondary__inner">
    
       <div class="sidebar-secondary-item">
<div
    id="pst-page-navigation-heading-2"
    class="page-toc tocsection onthispage">
    <i class="fa-solid fa-list"></i> On this page
  </div>
  <nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
    <ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#null-context-manager">null_context_manager</a></li>
</ul>
  </nav></div>
    
       <div class="sidebar-secondary-item">
    <div class="tocsection sourcelink">
      <a href="../../_sources/generated/exportdb/python.context-manager.rst.txt">
        <i class="fa-solid fa-file-lines"></i> Show Source
      </a>
    </div>
</div>
    

<div class="sidebar-secondary-item">
  <div class="sidebar-heading">PyTorch Community</div>
  <ul style="list-style-type: none; padding: 0;">
  
     <li><a class="nav-link nav-external" href="../../community/index.html" style="color: var(--pst-color-text-muted)">PyTorch Governance</a></li>
  
     <li><a class="nav-link nav-external" href="../../community/design.html" style="color: var(--pst-color-text-muted)">PyTorch Design Philosophy</a></li>
  
     <li><a class="nav-link nav-external" href="https://github.com/pytorch/pytorch/wiki/The-Ultimate-Guide-to-PyTorch-Contributions" style="color: var(--pst-color-text-muted)">The Ultimate Guide to PyTorch Contributions</a></li>
  
  </ul>
</div>


<div class="sidebar-secondary-item">
 <div class="sidebar-heading">Language Bindings</div>
 <ul style="list-style-type: none; padding: 0;">
 
   <li><a class="nav-link nav-external" href="../../cpp_index.html" style="color: var(--pst-color-text-muted)">C++</a></li>
 
   <li><a class="nav-link nav-external" href="https://pytorch.org/javadoc/" style="color: var(--pst-color-text-muted)">Javadoc</a></li>
 
   <li><a class="nav-link nav-external" href="https://github.com/pytorch/multipy" style="color: var(--pst-color-text-muted)">torch.multiply</a></li>
 
 </ul>
</div>


<div class="sidebar-secondary-item">
  <div class="sidebar-heading">PyTorch Libraries</div>
  <ul style="list-style-type: none; padding: 0; padding-bottom: 80px;">
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/audio/stable/" style="color: var(--pst-color-text-muted)">torchaudio</a></li>
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/ao" style="color: var(--pst-color-text-muted)">torchao</a></li>
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/executorch" style="color: var(--pst-color-text-muted)">ExecuTorch</a></li>
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/torchrec" style="color: var(--pst-color-text-muted)">torchrec</a></li>
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/serve/" style="color: var(--pst-color-text-muted)">torchserve</a></li>
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/data" style="color: var(--pst-color-text-muted)">torchdata</a></li>
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/data" style="color: var(--pst-color-text-muted)">torchvision</a></li>
  
   <li><a class="nav-link nav-external" href="https://pytorch.org/xla" style="color: var(--pst-color-text-muted)">PyTorch on XLA Devices</a></li>
  
  </ul>
</div>

</div>
</div>
              
            
          </div>
          <footer class="bd-footer-content">
            
          </footer>
        
      </main>
    </div>
  </div>
  
  <!-- Scripts loaded after <body> so the DOM is not blocked -->
  <script src="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>

   <div class="container-fluid docs-tutorials-resources" id="docs-tutorials-resources">
      <div class="container">
        <div class="row">
          <div class="col-md-4 text-center">
            <h2>Docs</h2>
            <p>Access comprehensive developer documentation for PyTorch</p>
            <a class="with-right-arrow" href="https://pytorch.org/docs/stable/index.html">View Docs</a>
          </div>

          <div class="col-md-4 text-center">
            <h2>Tutorials</h2>
            <p>Get in-depth tutorials for beginners and advanced developers</p>
            <a class="with-right-arrow" href="https://pytorch.org/tutorials">View Tutorials</a>
          </div>

          <div class="col-md-4 text-center">
            <h2>Resources</h2>
            <p>Find development resources and get your questions answered</p>
            <a class="with-right-arrow" href="https://pytorch.org/resources">View Resources</a>
          </div>
        </div>
      </div>
  </div>

  <footer class="site-footer">
      <div class="container footer-container">
        <div class="footer-logo-wrapper">
          <a href="https://pytorch.org/" class="footer-logo"></a>
        </div>

        <div class="footer-links-wrapper">
          <div class="footer-links-col">
            <ul>
              <li class="list-title"><a href="https://pytorch.org/">PyTorch</a></li>
              <li><a href="https://pytorch.org/get-started">Get Started</a></li>
              <li><a href="https://pytorch.org/features">Features</a></li>
              <li><a href="https://pytorch.org/ecosystem">Ecosystem</a></li>
              <li><a href="https://pytorch.org/blog/">Blog</a></li>
              <li><a href="https://github.com/pytorch/pytorch/blob/master/CONTRIBUTING.md">Contributing</a></li>
            </ul>
          </div>

          <div class="footer-links-col">
            <ul>
              <li class="list-title"><a href="https://pytorch.org/resources">Resources</a></li>
              <li><a href="https://pytorch.org/tutorials">Tutorials</a></li>
              <li><a href="https://pytorch.org/docs/stable/index.html">Docs</a></li>
              <li><a href="https://discuss.pytorch.org" target="_blank">Discuss</a></li>
              <li><a href="https://github.com/pytorch/pytorch/issues" target="_blank">Github Issues</a></li>
              <li><a href="https://pytorch.org/assets/brand-guidelines/PyTorch-Brand-Guidelines.pdf" target="_blank">Brand Guidelines</a></li>
            </ul>
          </div>

          <div class="footer-links-col">
            <ul>
              <li class="list-title">Stay up to date</li>
              <li><a href="https://www.facebook.com/pytorch" target="_blank">Facebook</a></li>
              <li><a href="https://twitter.com/pytorch" target="_blank">Twitter</a></li>
              <li><a href="https://www.youtube.com/pytorch" target="_blank">YouTube</a></li>
              <li><a href="https://www.linkedin.com/company/pytorch" target="_blank">LinkedIn</a></li>
            </ul>
            </div>

          <div class="footer-links-col">
            <ul>
              <li class="list-title">PyTorch Podcasts</li>
              <li><a href="https://open.spotify.com/show/6UzHKeiy368jKfQMKKvJY5" target="_blank">Spotify</a></li>
              <li><a href="https://podcasts.apple.com/us/podcast/pytorch-developer-podcast/id1566080008" target="_blank">Apple</a></li>
              <li><a href="https://www.google.com/podcasts?feed=aHR0cHM6Ly9mZWVkcy5zaW1wbGVjYXN0LmNvbS9PQjVGa0lsOA%3D%3D" target="_blank">Google</a></li>
              <li><a href="https://music.amazon.com/podcasts/7a4e6f0e-26c2-49e9-a478-41bd244197d0/PyTorch-Developer-Podcast?" target="_blank">Amazon</a></li>
            </ul>
           </div>
          </div>

          <div class="privacy-policy">
            <ul>
              <li class="privacy-policy-links"><a href="https://www.linuxfoundation.org/terms/" target="_blank">Terms</a></li>
              <li class="privacy-policy-links">|</li>
              <li class="privacy-policy-links"><a href="https://www.linuxfoundation.org/privacy-policy/" target="_blank">Privacy</a></li>
            </ul>
          </div>
          <div class="copyright">
          <p>© Copyright The Linux Foundation. The PyTorch Foundation is a project of The Linux Foundation.
            For web site terms of use, trademark policy and other policies applicable to The PyTorch Foundation please see
            <a href="https://www.linuxfoundation.org/policies/">www.linuxfoundation.org/policies/</a>. The PyTorch Foundation supports the PyTorch open source
            project, which has been established as PyTorch Project a Series of LF Projects, LLC. For policies applicable to the PyTorch Project a Series of LF Projects, LLC,
            please see <a href="https://www.lfprojects.org/policies/">www.lfprojects.org/policies/</a>.</p>
        </div>
       </div>

  <div class="cookie-banner-wrapper">
  <div class="container">
    <p class="gdpr-notice">To analyze traffic and optimize your experience, we serve cookies on this site. By clicking or navigating, you agree to allow our usage of cookies. As the current maintainers of this site, Facebook’s Cookies Policy applies. Learn more, including about available controls: <a href="https://www.facebook.com/policies/cookies/">Cookies Policy</a>.</p>
    <img class="close-button" src="../../_static/img/pytorch-x.svg">
  </div>
</div>
 </footer>
   
  <footer class="bd-footer"><div class="cookie-banner-wrapper">
  <div class="container">
    <p class="gdpr-notice">To analyze traffic and optimize your experience, we serve cookies on this site. By clicking or navigating, you agree to allow our usage of cookies. As the current maintainers of this site, Facebook’s Cookies Policy applies. Learn more, including about available controls: <a href="https://www.facebook.com/policies/cookies/">Cookies Policy</a>.</p>
    <img class="close-button" src="../../_static/img/pytorch-x.svg">
  </div>
</div>
<div class="bd-footer__inner bd-page-width">
  
    <div class="footer-items__start">
      
        <div class="footer-item">

  <p class="copyright">
    
      © Copyright PyTorch Contributors.
      <br/>
    
  </p>
</div>
      
        <div class="footer-item">

  <p class="sphinx-version">
    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 5.3.0.
    <br/>
  </p>
</div>
      
    </div>
  
  
    <div class="footer-items__end">
      
        <div class="footer-item">
<p class="theme-version">
  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.15.4.
</p></div>
      
    </div>
  
</div>

  </footer>

  </body>
</html>