CINXE.COM

Developers Look to OpenUSD in Era of AI and Industrial Digitalization | NVIDIA Blog

<!DOCTYPE html> <html lang="en-US" class="no-js no-touch"> <head> <!-- OneTrust Cookies Consent Notice start for nvidia.com --> <script src="https://cdn.cookielaw.org/scripttemplates/otSDKStub.js" data-document-language="true" type="text/javascript" charset="UTF-8" data-domain-script="3e2b62ff-7ae7-4ac5-87c8-d5949ecafff5" ></script> <script type="text/javascript"> function OptanonWrapper() {} </script> <!-- OneTrust Cookies Consent Notice end for nvidia.com --> <!-- OneTrust gpc signal detection script start --> <script type="text/javascript"> (function () { 'use strict'; const observer = new MutationObserver(function (mutations, mutationInstance) { const otPreferencePanel = document.getElementById('onetrust-pc-sdk'); if (otPreferencePanel) { const otBanner = document.getElementById('onetrust-banner-sdk'); if (otBanner && navigator.globalPrivacyControl) { setNvDone(); } mutationInstance.disconnect(); } }); observer.observe(document, { childList: true, subtree: true }); const setNvDone = function () { // Hide elements by their IDs var acceptbtn = document.getElementById('onetrust-accept-btn-handler'); var rejectbtn = document.getElementById('onetrust-reject-all-handler'); if (acceptbtn) { acceptbtn.style.display = 'none'; } if (rejectbtn) { rejectbtn.style.display = 'none'; } const doneButton = document.createElement('button'); doneButton.id = 'nv-done-btn-handler'; doneButton.textContent = 'Done'; document.getElementById('onetrust-button-group') .appendChild(doneButton); // Add click event listener to the new button doneButton.addEventListener('click', function () { OneTrust.Close(); }); }; })(); </script> <!-- OneTrust gpc signal detection script end --> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <meta charset="UTF-8"> <meta id="viewport" name="viewport" content="user-scalable=no, width=device-width, height=device-height, initial-scale=1"> <link rel="profile" href="http://gmpg.org/xfn/11"> <link rel="pingback" href="https://blogs.nvidia.com/xmlrpc.php"> <script> // Check for js support (replace no-js class on html) document.documentElement.className = document.documentElement.className.replace(/\bno-js\b/, '') + ' js'; // Check if touch-capable device. if ('ontouchstart' in window || navigator.maxTouchPoints) { document.documentElement.className = document.documentElement.className.replace(/\bno-touch\b/, '') + ' touch'; } </script> <meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1' /> <link rel="alternate" hreflang="en-us" href="https://blogs.nvidia.com/blog/openusd-ai-industrial-digitalization/" /> <link rel="alternate" hreflang="x-default" href="https://blogs.nvidia.com/blog/openusd-ai-industrial-digitalization/" /> <!-- This site is optimized with the Yoast SEO Premium plugin v23.8 (Yoast SEO v23.9) - https://yoast.com/wordpress/plugins/seo/ --> <title>Developers Look to OpenUSD in Era of AI and Industrial Digitalization | NVIDIA Blog</title> <meta name="description" content="A new paradigm for data modeling and interchange is unlocking possibilities for 3D workflows and virtual worlds." /> <link rel="canonical" href="https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/" /> <meta property="og:locale" content="en_US" /> <meta property="og:type" content="article" /> <meta property="og:title" content="Developers Look to OpenUSD in Era of AI and Industrial Digitalization" /> <meta property="og:description" content="A new paradigm for data modeling and interchange is unlocking possibilities for 3D workflows and virtual worlds." /> <meta property="og:url" content="https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/" /> <meta property="og:site_name" content="NVIDIA Blog" /> <meta property="article:publisher" content="https://www.facebook.com/NVIDIA/" /> <meta property="article:published_time" content="2023-07-27T20:51:45+00:00" /> <meta property="article:modified_time" content="2024-01-24T19:51:05+00:00" /> <meta property="og:image" content="https://34.214.249.23.nip.io/wp-content/uploads/2023/07/openusd-ai-industries.jpg" /> <meta property="og:image:width" content="1280" /> <meta property="og:image:height" content="680" /> <meta property="og:image:type" content="image/jpeg" /> <meta name="author" content="Aaron Luk" /> <meta name="twitter:card" content="summary_large_image" /> <meta name="twitter:creator" content="@NVIDIA" /> <meta name="twitter:site" content="@NVIDIA" /> <meta name="twitter:label1" content="Written by" /> <meta name="twitter:data1" content="Aaron Luk" /> <meta name="twitter:label2" content="Est. reading time" /> <meta name="twitter:data2" content="5 minutes" /> <script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"WebPage","@id":"https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/","url":"https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/","name":"Developers Look to OpenUSD in Era of AI and Industrial Digitalization | NVIDIA Blog","isPartOf":{"@id":"https://blogs.nvidia.com/#website"},"primaryImageOfPage":{"@id":"https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/#primaryimage"},"image":{"@id":"https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/#primaryimage"},"thumbnailUrl":"https://blogs.nvidia.com/wp-content/uploads/2023/07/openusd-ai-industries.jpg","datePublished":"2023-07-27T20:51:45+00:00","dateModified":"2024-01-24T19:51:05+00:00","author":{"@id":"https://blogs.nvidia.com/#/schema/person/5a8bcec63b7c2ddc46808cd603fc0df8"},"description":"A new paradigm for data modeling and interchange is unlocking possibilities for 3D workflows and virtual worlds.","breadcrumb":{"@id":"https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/#primaryimage","url":"https://blogs.nvidia.com/wp-content/uploads/2023/07/openusd-ai-industries.jpg","contentUrl":"https://blogs.nvidia.com/wp-content/uploads/2023/07/openusd-ai-industries.jpg","width":1280,"height":680},{"@type":"BreadcrumbList","@id":"https://34.214.249.23.nip.io/blog/openusd-ai-industrial-digitalization/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://blogs.nvidia.com/"},{"@type":"ListItem","position":2,"name":"Developers Look to OpenUSD in Era of AI and Industrial Digitalization"}]},{"@type":"WebSite","@id":"https://blogs.nvidia.com/#website","url":"https://blogs.nvidia.com/","name":"NVIDIA Blog","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://blogs.nvidia.com/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https://blogs.nvidia.com/#/schema/person/5a8bcec63b7c2ddc46808cd603fc0df8","name":"Aaron Luk","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https://blogs.nvidia.com/#/schema/person/image/7d8e5f07757a62ce149404dbf4765111","url":"https://blogs.nvidia.com/wp-content/uploads/2023/07/cropped-aaron-luk-headshot-96x96.png","contentUrl":"https://blogs.nvidia.com/wp-content/uploads/2023/07/cropped-aaron-luk-headshot-96x96.png","caption":"Aaron Luk"},"description":"Aaron Luk is a senior engineering manager for NVIDIA Omniverse, leading Universal Scene Description (USD) ecosystem engineering, which includes oversight, integration and optimization of USD and Hydra paradigms across all components of the Omniverse platform. Previously, Aaron co-developed and deployed USD into production pipelines at Pixar.","url":"https://blogs.nvidia.com/blog/author/aluk/"}]}</script> <!-- / Yoast SEO Premium plugin. --> <link rel='dns-prefetch' href='//nvidiablog.disqus.com' /> <link rel='dns-prefetch' href='//info.nvidia.com' /> <link rel="alternate" type="application/rss+xml" title="NVIDIA Blog &raquo; Feed" href="https://blogs.nvidia.com/feed/" /> <link rel="alternate" type="application/rss+xml" title="NVIDIA Blog &raquo; Comments Feed" href="https://blogs.nvidia.com/comments/feed/" /> <script type="text/javascript"> /* <![CDATA[ */ window._wpemojiSettings = {"baseUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/","ext":".png","svgUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/svg\/","svgExt":".svg","source":{"concatemoji":"https:\/\/blogs.nvidia.com\/wp-includes\/js\/wp-emoji-release.min.js?ver=6.6.2"}}; /*! This file is auto-generated */ !function(i,n){var o,s,e;function c(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(o,JSON.stringify(t))}catch(e){}}function p(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data),r=(e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0),new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data));return t.every(function(e,t){return e===r[t]})}function u(e,t,n){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\uddfa\ud83c\uddf3","\ud83c\uddfa\u200b\ud83c\uddf3")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!n(e,"\ud83d\udc26\u200d\u2b1b","\ud83d\udc26\u200b\u2b1b")}return!1}function f(e,t,n){var r="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):i.createElement("canvas"),a=r.getContext("2d",{willReadFrequently:!0}),o=(a.textBaseline="top",a.font="600 32px Arial",{});return e.forEach(function(e){o[e]=t(a,e,n)}),o}function t(e){var t=i.createElement("script");t.src=e,t.defer=!0,i.head.appendChild(t)}"undefined"!=typeof Promise&&(o="wpEmojiSettingsSupports",s=["flag","emoji"],n.supports={everything:!0,everythingExceptFlag:!0},e=new Promise(function(e){i.addEventListener("DOMContentLoaded",e,{once:!0})}),new Promise(function(t){var n=function(){try{var e=JSON.parse(sessionStorage.getItem(o));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+f.toString()+"("+[JSON.stringify(s),u.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"}),a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=function(e){c(n=e.data),a.terminate(),t(n)})}catch(e){}c(n=f(s,u,p))}t(n)}).then(function(e){for(var t in e)n.supports[t]=e[t],n.supports.everything=n.supports.everything&&n.supports[t],"flag"!==t&&(n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&n.supports[t]);n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&!n.supports.flag,n.DOMReady=!1,n.readyCallback=function(){n.DOMReady=!0}}).then(function(){return e}).then(function(){var e;n.supports.everything||(n.readyCallback(),(e=n.source||{}).concatemoji?t(e.concatemoji):e.wpemoji&&e.twemoji&&(t(e.twemoji),t(e.wpemoji)))}))}((window,document),window._wpemojiSettings); /* ]]> */ </script> <style id='wp-emoji-styles-inline-css' type='text/css'> img.wp-smiley, img.emoji { display: inline !important; border: none !important; box-shadow: none !important; height: 1em !important; width: 1em !important; margin: 0 0.07em !important; vertical-align: -0.1em !important; background: none !important; padding: 0 !important; } </style> <link rel='stylesheet' id='wp-block-library-css' href='https://blogs.nvidia.com/wp-includes/css/dist/block-library/style.min.css?ver=6.6.2' type='text/css' media='all' /> <style id='co-authors-plus-coauthors-style-inline-css' type='text/css'> .wp-block-co-authors-plus-coauthors.is-layout-flow [class*=wp-block-co-authors-plus]{display:inline} </style> <style id='co-authors-plus-avatar-style-inline-css' type='text/css'> .wp-block-co-authors-plus-avatar :where(img){height:auto;max-width:100%;vertical-align:bottom}.wp-block-co-authors-plus-coauthors.is-layout-flow .wp-block-co-authors-plus-avatar :where(img){vertical-align:middle}.wp-block-co-authors-plus-avatar:is(.alignleft,.alignright){display:table}.wp-block-co-authors-plus-avatar.aligncenter{display:table;margin-inline:auto} </style> <style id='co-authors-plus-image-style-inline-css' type='text/css'> .wp-block-co-authors-plus-image{margin-bottom:0}.wp-block-co-authors-plus-image :where(img){height:auto;max-width:100%;vertical-align:bottom}.wp-block-co-authors-plus-coauthors.is-layout-flow .wp-block-co-authors-plus-image :where(img){vertical-align:middle}.wp-block-co-authors-plus-image:is(.alignfull,.alignwide) :where(img){width:100%}.wp-block-co-authors-plus-image:is(.alignleft,.alignright){display:table}.wp-block-co-authors-plus-image.aligncenter{display:table;margin-inline:auto} </style> <style id='classic-theme-styles-inline-css' type='text/css'> /*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} </style> <style id='global-styles-inline-css' type='text/css'> :root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;} :where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;} :where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;} :root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;} </style> <link rel='stylesheet' id='wpml-legacy-dropdown-0-css' href='https://blogs.nvidia.com/wp-content/plugins/sitepress-multilingual-cms/templates/language-switchers/legacy-dropdown/style.min.css?ver=1' type='text/css' media='all' /> <style id='wpml-legacy-dropdown-0-inline-css' type='text/css'> .wpml-ls-statics-shortcode_actions{background-color:#eeeeee;}.wpml-ls-statics-shortcode_actions, .wpml-ls-statics-shortcode_actions .wpml-ls-sub-menu, .wpml-ls-statics-shortcode_actions a {border-color:#cdcdcd;}.wpml-ls-statics-shortcode_actions a, .wpml-ls-statics-shortcode_actions .wpml-ls-sub-menu a, .wpml-ls-statics-shortcode_actions .wpml-ls-sub-menu a:link, .wpml-ls-statics-shortcode_actions li:not(.wpml-ls-current-language) .wpml-ls-link, .wpml-ls-statics-shortcode_actions li:not(.wpml-ls-current-language) .wpml-ls-link:link {color:#444444;background-color:#ffffff;}.wpml-ls-statics-shortcode_actions a, .wpml-ls-statics-shortcode_actions .wpml-ls-sub-menu a:hover,.wpml-ls-statics-shortcode_actions .wpml-ls-sub-menu a:focus, .wpml-ls-statics-shortcode_actions .wpml-ls-sub-menu a:link:hover, .wpml-ls-statics-shortcode_actions .wpml-ls-sub-menu a:link:focus {color:#000000;background-color:#eeeeee;}.wpml-ls-statics-shortcode_actions .wpml-ls-current-language > a {color:#444444;background-color:#ffffff;}.wpml-ls-statics-shortcode_actions .wpml-ls-current-language:hover>a, .wpml-ls-statics-shortcode_actions .wpml-ls-current-language>a:focus {color:#000000;background-color:#eeeeee;} </style> <link rel='stylesheet' id='yith-infs-style-css' href='https://blogs.nvidia.com/wp-content/plugins/yith-infinite-scrolling/assets/css/frontend.css?ver=2.0.0' type='text/css' media='all' /> <link rel='stylesheet' id='print-style-css' href='https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets/css/print.css' type='text/css' media='print' /> <link rel='stylesheet' id='nvb-single-css' href='https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/build/single.css?ver=1730206571' type='text/css' media='all' /> <link rel='stylesheet' id='tablepress-default-css' href='https://blogs.nvidia.com/wp-content/uploads/tablepress-combined.min.css?ver=21' type='text/css' media='all' /> <link rel='stylesheet' id='bsfrt_frontend-css' href='https://blogs.nvidia.com/wp-content/plugins/read-meter/assets/css/bsfrt-frontend-css.min.css?ver=1.0.9' type='text/css' media='all' /> <style id='has-inline-styles-inline-css' type='text/css'> .has-social-placeholder {display: none;height: 0;width: 0;overflow: hidden;}.has-inline-text { background-color: #ffefb1; color: #000000; }.has-inline-text:hover { background-color: #fcd63c; color: #000000; } </style> <link rel='stylesheet' id='colorbox-css' href='https://blogs.nvidia.com/wp-content/plugins/lightbox-gallery/colorbox/example1/colorbox.css?ver=6.6.2' type='text/css' media='all' /> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/sitepress-multilingual-cms/templates/language-switchers/legacy-dropdown/script.min.js?ver=1" id="wpml-legacy-dropdown-0-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-includes/js/jquery/jquery.min.js?ver=3.7.1" id="jquery-core-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-includes/js/jquery/jquery-migrate.min.js?ver=3.4.1" id="jquery-migrate-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets//js/nv-gtm.js?ver=20190419.0001" id="nv-gtm-js"></script> <script type="text/javascript" src="https://info.nvidia.com/js/forms2/js/forms2.min.js?ver=1.1.0.1" id="nvb4-mkto-forms2-js"></script> <script type="text/javascript" src="https://info.nvidia.com/rs/156-OFN-742/images/businessemailvalidation.js?ver=1.1.0.1" id="nvb4-mkto-validation-js"></script> <script type="text/javascript" id="nvb4-mkto-forms-inline-1-js-after"> /* <![CDATA[ */ MktoForms2.whenReady(function(e){e.onSuccess(function(i,n){return e.getFormElem().hide(),document.getElementById("confirmform").style.visibility="visible",document.getElementById("confirmform").style.margin="35px 0 25px 0",!1})}); /* ]]> */ </script> <link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://blogs.nvidia.com/xmlrpc.php?rsd" /> <meta name="generator" content="WordPress 6.6.2" /> <link rel='shortlink' href='https://blogs.nvidia.com/?p=65711' /> <link rel="alternate" title="oEmbed (JSON)" type="application/json+oembed" href="https://blogs.nvidia.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fblogs.nvidia.com%2Fblog%2Fopenusd-ai-industrial-digitalization%2F" /> <link rel="alternate" title="oEmbed (XML)" type="text/xml+oembed" href="https://blogs.nvidia.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fblogs.nvidia.com%2Fblog%2Fopenusd-ai-industrial-digitalization%2F&#038;format=xml" /> <!-- Stream WordPress user activity plugin v4.0.2 --> <meta name="generator" content="WPML ver:4.6.14 stt:1,28,2;" /> <link type="text/css" rel="stylesheet" href="https://blogs.nvidia.com/wp-content/plugins/simple-pull-quote/css/simple-pull-quote.css" /> <meta name="google-site-verification" content="fRN6Tokx0As6AGYPd4zjMBgITWR2dvXjN6Zb3gojo-Y"/> <!-- Hotjar Tracking Code for NVIDIA --> <script> (function(h,o,t,j,a,r){ h.hj=h.hj||function(){(h.hj.q=h.hj.q||[]).push(arguments)}; h._hjSettings={hjid:3655182,hjsv:6}; a=o.getElementsByTagName('head')[0]; r=o.createElement('script');r.async=1; r.src=t+h._hjSettings.hjid+j+h._hjSettings.hjsv; a.appendChild(r); })(window,document,'https://static.hotjar.com/c/hotjar-','.js?sv='); </script> <style type="text/css"> .entry-content .bsf-rt-reading-time{ background: #eeeeee; color: #333333; font-size: 15px; margin-top: 0em; margin-right: 0em; margin-bottom: 1em; margin-left: 0em; padding-top: 0.5em; padding-right: 0.7em; padding-bottom: 0.4em; padding-left: 0.7em; width: max-content; display: block; min-width: 100px; } </style> <style type="text/css"> .admin-bar .progress-container-top { background: #3f3f3f; height: 10px; } .progress-container-top { background: #3f3f3f; height: 10px; } .progress-container-bottom { background: #3f3f3f; height: 10px; } .progress-bar { background: #76b900; height: 10px; width: 0%; } </style> <script src="//assets.adobedtm.com/5d4962a43b79/814eb6e9b4e1/launch-4bc07f1e0b0b.min.js"></script> <style type="text/css" id="wp-custom-css"> #site-navigation { display: none; } </style> </head> <body class="post-template-default single single-post postid-65711 single-format-standard group-blog non-aggregation-view site-lang-en has-body"> <div id="page" class="hfeed site"> <a class="skip-link screen-reader-text" href="#content">Skip to content</a> <header id="masthead" class="site-header" role="banner"> <div class="inner for-masthead"> <div class="site-branding"> <a href="https://www.nvidia.com/en-us/" rel="home"> <div class="site-title"> <svg id="logo" enable-background="new 0 0 974.7 179.7" version="1.1" viewBox="0 0 974.7 179.7" xml:space="preserve" xmlns="http://www.w3.org/2000/svg" width="110" height="44"><title> Artificial Intelligence Computing Leadership from NVIDIA </title> <path d="m962.1 144.1v-2.7h1.7c0.9 0 2.2 0.1 2.2 1.2s-0.7 1.5-1.8 1.5h-2.1m0 1.9h1.2l2.7 4.7h2.9l-3-4.9c1.5 0.1 2.7-1 2.8-2.5v-0.4c0-2.6-1.8-3.4-4.8-3.4h-4.3v11.2h2.5v-4.7m12.6-0.9c0-6.6-5.1-10.4-10.8-10.4s-10.8 3.8-10.8 10.4 5.1 10.4 10.8 10.4 10.8-3.8 10.8-10.4m-3.2 0c0.2 4.2-3.1 7.8-7.3 8h-0.3c-4.4 0.2-8.1-3.3-8.3-7.7s3.3-8.1 7.7-8.3 8.1 3.3 8.3 7.7c-0.1 0.1-0.1 0.2-0.1 0.3z"></path> <path d="m578.2 34v118h33.3v-118h-33.3zm-262-0.2v118.1h33.6v-91.7l26.2 0.1c8.6 0 14.6 2.1 18.7 6.5 5.3 5.6 7.4 14.7 7.4 31.2v53.9h32.6v-65.2c0-46.6-29.7-52.9-58.7-52.9h-59.8zm315.7 0.2v118h54c28.8 0 38.2-4.8 48.3-15.5 7.2-7.5 11.8-24.1 11.8-42.2 0-16.6-3.9-31.4-10.8-40.6-12.2-16.5-30-19.7-56.6-19.7h-46.7zm33 25.6h14.3c20.8 0 34.2 9.3 34.2 33.5s-13.4 33.6-34.2 33.6h-14.3v-67.1zm-134.7-25.6l-27.8 93.5-26.6-93.5h-36l38 118h48l38.4-118h-34zm231.4 118h33.3v-118h-33.3v118zm93.4-118l-46.5 117.9h32.8l7.4-20.9h55l7 20.8h35.7l-46.9-117.8h-44.5zm21.6 21.5l20.2 55.2h-41l20.8-55.2z"></path> <path fill="#76B900" d="m101.3 53.6v-16.2c1.6-0.1 3.2-0.2 4.8-0.2 44.4-1.4 73.5 38.2 73.5 38.2s-31.4 43.6-65.1 43.6c-4.5 0-8.9-0.7-13.1-2.1v-49.2c17.3 2.1 20.8 9.7 31.1 27l23.1-19.4s-16.9-22.1-45.3-22.1c-3-0.1-6 0.1-9 0.4m0-53.6v24.2l4.8-0.3c61.7-2.1 102 50.6 102 50.6s-46.2 56.2-94.3 56.2c-4.2 0-8.3-0.4-12.4-1.1v15c3.4 0.4 6.9 0.7 10.3 0.7 44.8 0 77.2-22.9 108.6-49.9 5.2 4.2 26.5 14.3 30.9 18.7-29.8 25-99.3 45.1-138.7 45.1-3.8 0-7.4-0.2-11-0.6v21.1h170.2v-179.7h-170.4zm0 116.9v12.8c-41.4-7.4-52.9-50.5-52.9-50.5s19.9-22 52.9-25.6v14h-0.1c-17.3-2.1-30.9 14.1-30.9 14.1s7.7 27.3 31 35.2m-73.5-39.5s24.5-36.2 73.6-40v-13.2c-54.4 4.4-101.4 50.4-101.4 50.4s26.6 77 101.3 84v-14c-54.8-6.8-73.5-67.2-73.5-67.2z"></path></svg> </div> </a> </div><!-- .site-branding --> <ul class="secondary-menu-socials top_search"> <li class="search-item"> <form role="search" method="get" class="search-form" action="https://blogs.nvidia.com/"> <div class="form-item for-search"> <label> <span class="screen-reader-text">Search for:</span> <input type="search" class="search-field" placeholder="Search The Blog" value="" name="s" title="Search for:" /> </label> </div> <div class="form-item for-submit"> <input type="submit" class="search-submit" value="Search" /> <button type="submit" class="search-submit-button"> <span class="icon icon-search"></span> </button> </div> <input type='hidden' name='lang' value='en' /></form> <a href="/?s=" class="search-icon-link js-search-item-link"> <span class="hidden">Toggle Search</span> </a> </li><!-- .search-item --> </ul><!-- .secondary-menu-socials --> <nav id="site-navigation" class="primary-menu-slot main-navigation" role="navigation"> <div class="main-navigation-inner"> </div> </nav> </div> </header><!-- #masthead --> <div class="secondary-menu-slot-wrapper"> <nav class="secondary-menu-slot" role="navigation"> <div class="secondary-menu-slot-inner inner for-masthead"> <div class="menu-secondary-container"><ul id="secondary-menu" class="menu"><li id="menu-item-52688" class="nav-home menu-item menu-item-type-custom menu-item-object-custom menu-item-52688"><a href="/">Home</a></li> <li id="menu-item-69474" class="menu-item menu-item-type-taxonomy menu-item-object-category current-post-ancestor current-menu-parent current-post-parent menu-item-69474"><a href="https://blogs.nvidia.com/blog/category/generative-ai/">AI</a></li> <li id="menu-item-51415" class="menu-item menu-item-type-taxonomy menu-item-object-category current-post-ancestor menu-item-51415"><a href="https://blogs.nvidia.com/blog/category/enterprise/">Data Center</a></li> <li id="menu-item-33089" class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-33089"><a href="https://blogs.nvidia.com/blog/category/auto/">Driving</a></li> <li id="menu-item-4893" class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-4893"><a href="https://blogs.nvidia.com/blog/category/gaming/">Gaming</a></li> <li id="menu-item-40164" class="menu-item menu-item-type-taxonomy menu-item-object-category current-post-ancestor current-menu-parent current-post-parent menu-item-40164"><a href="https://blogs.nvidia.com/blog/category/pro-graphics/">Pro Graphics</a></li> <li id="menu-item-38968" class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-38968"><a href="https://blogs.nvidia.com/blog/category/robotics/">Robotics</a></li> <li id="menu-item-44951" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-44951"><a href="https://blogs.nvidia.com/blog/tag/healthcare-life-sciences/">Healthcare</a></li> <li id="menu-item-48928" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-48928"><a href="https://blogs.nvidia.com/blog/tag/inception/">Startups</a></li> <li id="menu-item-52809" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-52809"><a href="https://blogs.nvidia.com/ai-podcast/">AI Podcast</a></li> <li id="menu-item-68871" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-68871"><a href="https://blogs.nvidia.com/blog/category/corporate/nvidia-life/">NVIDIA Life</a></li> </ul></div> </div><!-- /.secondary-menu-slot-inner --> </nav> </div> <div id="content" class="site-content"> <div class="inner for-content"> <div id="primary" class="content-area"> <main id="main" class="site-main" role="main"> <div class="cf-posts-with-overrides"> <article id="post-65711" class="post-with-sidebar post-65711 post type-post status-publish format-standard has-post-thumbnail hentry category-deep-learning category-generative-ai category-pro-graphics tag-artificial-intelligence tag-metaverse tag-omniverse tag-universal-scene-description loop-item-1 for-pagenum-1" data-url="https://blogs.nvidia.com/blog/openusd-ai-industrial-digitalization/" data-identifier="65711 https://blogs.nvidia.com/?p=65711" data-title="Developers Look to OpenUSD in Era of AI and Industrial Digitalization" > <header class="entry-header"> <div class="inner3"> <!-- TITLE --> <h1>Developers Look to OpenUSD in Era of AI and Industrial Digitalization</h1> <div class="nvb4-subtitle"> <div class="nvb4-subtitle-inner"> A new paradigm for data modeling and interchange is unlocking possibilities for 3D workflows and virtual worlds. </div> </div> <div class="author_meta"> <span class="entry-date">July 27, 2023</span> <span class="meta-sep">by</span> <span class="author vcard"><a class="url fn n" href="https://blogs.nvidia.com/blog/author/aluk/" title="View all posts by Aaron Luk">Aaron Luk</a></span> </div> </div><!-- /inner3 --> <!-- FEATURED IMG/VIDEO --> <div id="featured-video-wrapper"> <video poster="https://blogs.nvidia.com/wp-content/uploads/2023/07/openusd-ai-industries.jpg" id="player" autoplay loop muted preload> <source src="https://blogs.nvidia.com/wp-content/uploads/2023/07/ov_usd_cam_anim_11.mp4" type="video/webm"/> <p>Your browser doesn't support HTML5 video. Here is a <a href="https://blogs.nvidia.com/wp-content/uploads/2023/07/ov_usd_cam_anim_11.mp4">link to the video</a> instead.</p> </video> </div> </header> <!-- META --> <div class="entry-meta-social"> <div class="share-count-section"> <span class="share-text"> <span class="icon icon-share"></span> Share </span> </div> <ul class="entry-meta-social-links-list"> <li><a href="https://twitter.com/intent/tweet?text=Developers Look to OpenUSD in Era of AI and Industrial Digitalization https%3A%2F%2Fblogs.nvidia.com%2Fblog%2Fopenusd-ai-industrial-digitalization%2F" class="nvb4-social-share-link for-twitter" target="_blank"> <span class="icon icon-twitter"></span> </a></li><li><a href="https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fblogs.nvidia.com%2Fblog%2Fopenusd-ai-industrial-digitalization%2F" class="nvb4-social-share-link for-facebook" target="_blank"> <span class="icon icon-facebook"></span> </a></li><li><a href="http://news.ycombinator.com/submitlink?u=https%3A%2F%2Fblogs.nvidia.com%2Fblog%2Fopenusd-ai-industrial-digitalization%2F&t=Developers+Look+to+OpenUSD+in+Era+of+AI+and+Industrial+Digitalization+%7C+NVIDIA+Blog" class="nvb4-social-share-link for-hacker-news" target="_blank"> <span class="icon icon-hacker-news"></span> </a></li><li><a href="https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fblogs.nvidia.com%2Fblog%2Fopenusd-ai-industrial-digitalization%2F&title=Developers+Look+to+OpenUSD+in+Era+of+AI+and+Industrial+Digitalization+%7C+NVIDIA+Blog" class="nvb4-social-share-link for-linkedin" target="_blank"> <span class="icon icon-linkedin"></span> </a></li><li><a href="#ea-share-count-email"class="ea-share-count-button style- ea-share-no-count email" data-postid="65711" data-nonce="d0a7db8237""><span class="ea-share-count-icon-label"><i class="ea-share-count-icon easc-envelope"></i><span class="ea-share-count-label">Email</span></span><span class="ea-share-count">0</span></a></li> </ul> </div> <div class="entry-content"> <span class="bsf-rt-reading-time"><span class="bsf-rt-display-label" prefix="Reading Time:"></span> <span class="bsf-rt-display-time" reading_time="4"></span> <span class="bsf-rt-display-postfix" postfix="mins"></span></span><div id="bsf_rt_marker"></div><p><i><span>Editor’s note: In August 2023, Pixar, Adobe, Apple, Autodesk and NVIDIA formed the </span></i><a href="https://aousd.org/" target="_blank" rel="noopener"><i><span>Alliance for OpenUSD</span></i></a><i><span> to drive open standards for 3D content. </span></i><a href="https://www.youtube.com/watch?v=KYfCHkccD8g&amp;list=PL3jK4xNnlCVcUP08kj6eOzvCA82U_JKiy&amp;index=1" target="_blank" rel="noopener"><i><span>Learn more</span></i></a><i><span>. Updates to this post have been made below, covering how to get started with OpenUSD.</span></i></p> <p>From <a href="https://youtu.be/xk1O2o6Fvbo?si=rSOBhrHEgC9H9XCL" target="_blank" rel="noopener">smart factories</a> to <a href="https://www.nvidia.com/en-us/on-demand/session/gtcspring23-s51560/" target="_blank" rel="noopener">next-generation railway systems</a>, developers and enterprises across the world are racing to fuel industrial digitalization opportunities at every scale.</p> <p>Key to this is the open-source <a href="https://www.nvidia.com/en-us/omniverse/usd/" target="_blank" rel="noopener">Universal Scene Description</a> (USD) framework, or OpenUSD, along with <a href="https://blogs.nvidia.com/blog/what-is-the-metaverse/" target="_blank" rel="noopener">metaverse</a> applications powered by AI.</p> <p>OpenUSD, originally developed by Pixar for large-scale feature film pipelines for animation and visual effects, offers a powerful engine for high-fidelity 3D worlds, as well as an expansive ecosystem for the era of AI and the metaverse. Across automotive, healthcare, manufacturing and other industries, businesses are adopting OpenUSD for various applications.</p> <h2><strong>How Developers Use OpenUSD</strong></h2> <p>Developers can use the extensibility of OpenUSD to integrate the latest AI tools, as well as top digital content-creation solutions, into their custom 3D workflows and applications.</p> <p>At enterprises like BMW Group, in-house developers are building custom applications to optimize and interact with their digital twin use cases. The automaker developed an<a href="https://resources.nvidia.com/en-us-omniverse-developers/bmw-group-develop" target="_blank" rel="noopener"> application that allows factory planners to collaborate in real time on virtual factories</a> using <a href="https://developer.nvidia.com/omniverse" target="_blank" rel="noopener">NVIDIA Omniverse</a>, an OpenUSD development platform for building and connecting 3D tools.</p> <p>Startups like<a href="https://medium.com/@nvidiaomniverse/how-to-capture-high-quality-motion-data-with-your-phone-and-import-into-omniverse-48380e2dfc04" target="_blank" rel="noopener"> Move.ai</a>, <a href="https://www.nvidia.com/en-us/on-demand/session/gtcspring23-s52145/?playlistId=playList-1ca31f45-a0c3-4153-ad04-b9ca5afd18be" target="_blank" rel="noopener">SmartCow</a> and <a href="https://www.synctwin.ai/" target="_blank" rel="noopener">SyncTwin</a> are also developing groundbreaking metaverse technologies with OpenUSD. Using USD in Omniverse’s modular development platform allows startups and small businesses to easily launch new tools in the metaverse for larger enterprises to use.</p> <p>In addition, leading 3D modeling and visualization solution providers, including <a href="https://www.esri.com/en-us/home" target="_blank" rel="noopener">Esri</a>,<a href="https://developer.nvidia.com/blog/create-real-time-simulations-with-nvidia-omniverse-and-bentley-lumenrt/" target="_blank" rel="noopener"> Bentley Systems</a> and<a href="https://developer.nvidia.com/blog/optimizing-bim-workflows-using-usd-at-every-design-phase/" target="_blank" rel="noopener"> Vectorworks</a>, are connecting their technologies with OpenUSD to enable new capabilities in the metaverse and reach more customers. Building on OpenUSD ensures their applications can be continuously expanded to meet the industrial metaverse’s evolving needs.</p> <p>“USD helps us provide customers with even more flexibility in the 3D design process,” said Dave Donley, senior director of rendering and research at <a href="https://www.vectorworks.net/en-US" target="_blank" rel="noopener">Vectorworks</a>. “By embracing USD, Vectorworks and its users are poised to lead the charge toward a more collaborative and innovative future in industries such as architecture, landscape design and entertainment.”</p> <h2><strong>Why Developers Use OpenUSD</strong></h2> <p>Linear and siloed workflows used to be the norm in 3D content creation. Today, enterprises must integrate their diverse, distributed, highly skilled teams and expand their offerings to remain competitive — most notably in generative AI.</p> <p>Fluid design collaboration is critical for this, as is the ability for developers to work in open, modular and extensible frameworks. As the pace of AI and metaverse innovation increases, businesses attempting to build new features and capabilities in closed environments are likely to lag behind.</p> <p>The 3D worlds of the metaverse — which are ushering in a new era of design, simulation and AI advancements — require a common framework to enable scalability and interconnection. As with the 2D web, the success of the metaverse will depend on its interoperability as governed by open standards and protocols.</p> <p>OpenUSD is well-suited for diverse metaverse applications due to its extensibility and ability to support a wide variety of properties for defining and rendering objects. More than just a file format, the interchange framework connects a robust ecosystem of creative and developer tools.</p> <p><a href="https://cesium.com/platform/cesium-for-omniverse/" target="_blank" rel="noopener">Cesium</a>, a platform for 3D geospatial workflows, uses USD to enable enterprises building industrial metaverse applications in construction, robotics, simulation and digital twins for climate change.</p> <p>“Leveraging the interoperability of USD with 3D Tiles and glTF, we create additional workflows, like importing content from Bentley LumenRT, Trimble Sketchup, Autodesk Revit, Autodesk 3ds Max and Esri ArcGIS CityEngine into NVIDIA Omniverse in precise 3D geospatial context,” said Shehzan Mohammed, director of 3D engineering and ecosystems at Cesium.</p> <p>3D tools interoperate seamlessly with OpenUSD, allowing users to work efficiently across various tools and pipelines. USD’s efficient referencing and layering allows teams to non-destructively edit projects in real time and preserve all source content, enabling iterative, collaborative workflows. Designed to handle large-scale scenes with millions of assets and complex datasets, OpenUSD is ideal for developers building applications to support virtual worlds.</p> <p>Learn more about the unique capabilities of USD in the video below, as well as in the article, “<a href="https://medium.com/@nvidiaomniverse/what-you-need-to-know-about-universal-scene-description-from-one-of-its-founding-developers-12625e99389a" target="_blank" rel="noopener">What You Need to Know About Universal Scene Description</a>.”</p> <p><iframe title="Universal Scene Description (OpenUSD): 4 Superpowers to Get You Started" width="500" height="281" src="https://www.youtube.com/embed/1RnTSZK9SwM?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p> <h2><strong>Omniverse: The Platform for Building With OpenUSD</strong></h2> <p>NVIDIA Omniverse interconnects diverse 3D tools and datasets with OpenUSD to unlock new possibilities for large-scale, physically accurate virtual worlds and industrial digitalization applications.</p> <p>Built for developers by developers, Omniverse is open and highly modular. <a href="https://developer.nvidia.com/omniverse/code-app" target="_blank" rel="noopener">Omniverse Code</a> and <a href="https://docs.omniverse.nvidia.com/dev-guide/104.2.0/kit-architecture.html" target="_blank" rel="noopener">Kit</a> enable developers to build advanced, real-time simulation solutions for industrial digitalization and perception AI. They can use all of the platform’s key components, such as <a href="https://docs.omniverse.nvidia.com/nucleus/latest/features.html" target="_blank" rel="noopener">Omniverse Nucleus</a> and <a href="https://docs.omniverse.nvidia.com/materials-and-rendering/latest/rtx-renderer_overview.html" target="_blank" rel="noopener">RTX Renderer</a>, and core technologies to develop solutions designed for their customer needs.</p> <p>People of all experience levels can build with OpenUSD on Omniverse. Beginners can develop tools with little to no code using existing platform extensions. Experienced developers can use templates or build from scratch with Python or C++ to produce their own powerful apps and extensions — as well as combine them with existing ones to create tools customized for their needs. In addition, visual programming tools like <a href="https://docs.omniverse.nvidia.com/prod_extensions/prod_extensions/ext_omnigraph.html" target="_blank" rel="noopener">OmniGraph</a> make it easy to set up and perform advanced procedural tasks with just a few clicks.</p> <p>For example, a <a href="https://medium.com/@nvidiaomniverse/how-to-get-started-building-digital-twins-with-an-interactive-warehouse-decf07a3e54d" target="_blank" rel="noopener">warehouse simulation tool</a> can be developed by combining extensions for building layout, warehouse objects, smart object placement and user interfaces that can be fine-tuned for specific needs.</p> <p>Plus, Omniverse foundation applications like <a href="https://www.nvidia.com/en-us/omniverse/apps/create/" target="_blank" rel="noopener">USD Composer</a> and <a href="https://www.nvidia.com/en-us/omniverse/apps/view/" target="_blank" rel="noopener">USD Presenter</a> are modular, so users can work with just the functionality they need, and add their own code or extensions to customize apps for different workflows. Developers can easily access and tap into the Python source code of Omniverse extensions in Omniverse Kit.</p> <h2><strong>Get Started Developing With OpenUSD</strong></h2> <p><span>Evaluating whether applications and assets are compatible with OpenUSD is simple with the </span><a target="_blank" href="https://developer.nvidia.com/usd/validator"><span>RunUSD validation service</span></a><span>. Join the </span><a target="_blank" href="https://developer.nvidia.com/usd/dev-program"><span>OpenUSD Developer Program</span></a><span> to get access to the service, along with curated OpenUSD resources. For the latest tutorials and more, visit the </span><a target="_blank" href="https://developer.nvidia.com/usd"><span>OpenUSD resources page</span></a><span>.</span></p> <p><i>Get started with NVIDIA Omniverse by downloading the standard license </i><a href="https://www.nvidia.com/en-us/omniverse/download/" target="_blank" rel="noopener"><i>free</i></a><i>, or learn how </i><a href="https://www.nvidia.com/en-us/omniverse/enterprise/" target="_blank" rel="noopener"><i>Omniverse Enterprise</i><i> can connect your team</i></a><i>. Developers can check out these </i><a href="https://developer.nvidia.com/omniverse/get-started/" target="_blank" rel="noopener"><i>Omniverse resources</i></a><i> to begin building on the platform. </i></p> <p><i>Stay up to date on the platform by subscribing to the </i><a href="https://nvda.ws/3u5KPv1" target="_blank" rel="noopener"><i>newsletter</i></a><i> and following NVIDIA Omniverse on </i><a href="https://www.instagram.com/nvidiaomniverse/" target="_blank" rel="noopener"><i>Instagram</i></a><i>, </i><a href="https://www.linkedin.com/showcase/nvidia-omniverse" target="_blank" rel="noopener"><i>LinkedIn</i></a><i>, </i><a href="https://medium.com/@nvidiaomniverse" target="_blank" rel="noopener"><i>Medium</i></a><i>, </i><a href="https://www.threads.net/@nvidiaomniverse" target="_blank" rel="noopener"><i>Threads</i></a><i> and </i><a href="https://twitter.com/nvidiaomniverse" target="_blank" rel="noopener"><i>Twitter</i></a><i>. For more, check out our </i><a href="https://forums.developer.nvidia.com/c/omniverse/300" target="_blank" rel="noopener"><i>forums</i></a><i>, </i><a href="https://discord.com/invite/XWQNJDNuaC" target="_blank" rel="noopener"><i>Discord server</i></a><i>, </i><a href="https://www.twitch.tv/nvidiaomniverse" target="_blank" rel="noopener"><i>Twitch</i></a><i> and </i><a href="https://www.youtube.com/channel/UCSKUoczbGAcMld7HjpCR8OA" target="_blank" rel="noopener"><i>YouTube</i></a><i> channels.</i></p> <div class="has-social-placeholder has-content-area" data-url="https://blogs.nvidia.com/blog/openusd-ai-industrial-digitalization/" data-title="Developers Look to OpenUSD in Era of AI and Industrial Digitalization" data-hashtags="" data-post-id="65711"></div> <footer id="post-footer" class="entry-footer "> <div class="entry-footer-categories"><span class="cat-links">Categories: <a href="https://blogs.nvidia.com/blog/category/enterprise/deep-learning/" rel="category tag">Deep Learning</a> | <a href="https://blogs.nvidia.com/blog/category/generative-ai/" rel="category tag">Generative AI</a> | <a href="https://blogs.nvidia.com/blog/category/pro-graphics/" rel="category tag">Pro Graphics</a></span></div><div class="entry-footer-tags"><span class="tags-links">Tags: <a href="https://blogs.nvidia.com/blog/tag/artificial-intelligence/" rel="tag">Artificial Intelligence</a> | <a href="https://blogs.nvidia.com/blog/tag/metaverse/" rel="tag">Metaverse</a> | <a href="https://blogs.nvidia.com/blog/tag/omniverse/" rel="tag">Omniverse</a> | <a href="https://blogs.nvidia.com/blog/tag/universal-scene-description/" rel="tag">Universal Scene Description</a></span></div><div id="disqus_thread"></div> </footer> </div> <div id="secondary" class="single-latest-news-widget-area" role="complementary"> <aside id="nvb5_subscribe_widget-2" class="widget NVB5_Subscribe_Widget"> <div class="subscribe-wrapper"> <img src="https://blogs.nvidia.com/the-ai-podcast-2/" alt="Subscribe Widget"> <a href="https://soundcloud.com/theaipodcast" class="subscribe-inner"> </a> </div> </aside><aside id="nvb5categorynewswidget-3" class="widget NVB5CategoryNewsWidget"><h3 class="widget-title">All NVIDIA News</h3> <div class="category-latest-news"> <article class="excerpt post-75922 post type-post status-publish format-standard has-post-thumbnail hentry category-robotics tag-nvidia-isaac-sim tag-nvidia-jetson tag-omniverse-enterprise loop-item-1 for-pagenum-1" id="post-75922" data-post-id="75922" > <div class="inner for-hentry img-bg orientation-landscape"> <div class="tile-image-wrapper"><img width="960" height="480" src="https://blogs.nvidia.com/wp-content/uploads/2024/11/Zordi-960x480.jpg" class="attachment-medium size-medium" alt="" decoding="async" srcset="https://blogs.nvidia.com/wp-content/uploads/2024/11/Zordi-960x480.jpg 960w, https://blogs.nvidia.com/wp-content/uploads/2024/11/Zordi-1680x840.jpg 1680w, https://blogs.nvidia.com/wp-content/uploads/2024/11/Zordi-1280x640.jpg 1280w, https://blogs.nvidia.com/wp-content/uploads/2024/11/Zordi-1536x768.jpg 1536w, https://blogs.nvidia.com/wp-content/uploads/2024/11/Zordi.jpg 2030w" sizes="(max-width: 960px) 100vw, 960px" /></div> <div class="inner2 for-hentry no-gradient"> <a href="https://blogs.nvidia.com/blog/zordi-ai-robotics-isaac-omniverse/" class="aggregation-card-link" title="Taste of Success: Zordi Plants AI and Robotics to Grow Flavorful Strawberries Indoors"></a> </div> </div> <div class="title-excerpt"> <p class="entry-title"> <a href="https://blogs.nvidia.com/blog/zordi-ai-robotics-isaac-omniverse/" class="entry-title-text"> Taste of Success: Zordi Plants AI and Robotics to Grow Flavorful Strawberries Indoors </a> </p> </div> </article> <article class="excerpt post-75622 post type-post status-publish format-standard has-post-thumbnail hentry category-the-ai-podcast tag-artificial-intelligence tag-education loop-item-1 for-pagenum-1" id="post-75622" data-post-id="75622" > <div class="inner for-hentry img-bg orientation-landscape"> <div class="tile-image-wrapper"><img width="960" height="638" src="https://blogs.nvidia.com/wp-content/uploads/2018/05/ai-podcast-960x638.jpg" class="attachment-medium size-medium" alt="NVIDIA AI Podcast" decoding="async" loading="lazy" srcset="https://blogs.nvidia.com/wp-content/uploads/2018/05/ai-podcast-960x638.jpg 960w, https://blogs.nvidia.com/wp-content/uploads/2018/05/ai-podcast-1280x851.jpg 1280w, https://blogs.nvidia.com/wp-content/uploads/2018/05/ai-podcast.jpg 1400w" sizes="(max-width: 960px) 100vw, 960px" /></div> <div class="inner2 for-hentry no-gradient"> <a href="https://blogs.nvidia.com/blog/workforce-development-ai/" class="aggregation-card-link" title="Why Workforce Development Is Key to Reaping AI Benefits"></a> </div> </div> <div class="title-excerpt"> <p class="entry-title"> <a href="https://blogs.nvidia.com/blog/workforce-development-ai/" class="entry-title-text"> Why Workforce Development Is Key to Reaping AI Benefits </a> </p> </div> </article> <article class="excerpt post-75917 post type-post status-publish format-standard has-post-thumbnail hentry category-generative-ai category-nvidia-research tag-artificial-intelligence loop-item-1 for-pagenum-1" id="post-75917" data-post-id="75917" > <div class="inner for-hentry img-bg orientation-landscape"> <div class="tile-image-wrapper"><img width="960" height="510" src="https://blogs.nvidia.com/wp-content/uploads/2024/11/fugatto-cat-960x510.jpg" class="attachment-medium size-medium" alt="Fugatto" decoding="async" loading="lazy" srcset="https://blogs.nvidia.com/wp-content/uploads/2024/11/fugatto-cat-960x510.jpg 960w, https://blogs.nvidia.com/wp-content/uploads/2024/11/fugatto-cat.jpg 1280w" sizes="(max-width: 960px) 100vw, 960px" /></div> <div class="inner2 for-hentry no-gradient"> <a href="https://blogs.nvidia.com/blog/fugatto-gen-ai-sound-model/" class="aggregation-card-link" title="Now Hear This: World’s Most Flexible Sound Machine Debuts"></a> </div> </div> <div class="title-excerpt"> <p class="entry-title"> <a href="https://blogs.nvidia.com/blog/fugatto-gen-ai-sound-model/" class="entry-title-text"> Now Hear This: World’s Most Flexible Sound Machine Debuts </a> </p> </div> </article> <article class="excerpt post-75901 post type-post status-publish format-standard has-post-thumbnail hentry category-generative-ai category-hardware category-software tag-dgx-cloud tag-digital-twin tag-earth-2 tag-events tag-inception tag-jetson tag-nvidia-ai-enterprise tag-nvidia-isaac-sim tag-nvidia-nemo tag-nvidia-nim tag-omniverse loop-item-1 for-pagenum-1" id="post-75901" data-post-id="75901" > <div class="inner for-hentry img-bg orientation-landscape"> <div class="tile-image-wrapper"><img width="960" height="518" src="https://blogs.nvidia.com/wp-content/uploads/2023/11/aws-re-invent-2023-blog-1260x680-1-960x518.jpg" class="attachment-medium size-medium" alt="" decoding="async" loading="lazy" srcset="https://blogs.nvidia.com/wp-content/uploads/2023/11/aws-re-invent-2023-blog-1260x680-1-960x518.jpg 960w, https://blogs.nvidia.com/wp-content/uploads/2023/11/aws-re-invent-2023-blog-1260x680-1.jpg 1260w" sizes="(max-width: 960px) 100vw, 960px" /></div> <div class="inner2 for-hentry no-gradient"> <a href="https://blogs.nvidia.com/blog/aws-reinvent-2024/" class="aggregation-card-link" title="NVIDIA Advances AI With Accelerated Computing at AWS re:Invent"></a> </div> </div> <div class="title-excerpt"> <p class="entry-title"> <a href="https://blogs.nvidia.com/blog/aws-reinvent-2024/" class="entry-title-text"> NVIDIA Advances AI With Accelerated Computing at AWS re:Invent </a> </p> </div> </article> <article class="excerpt post-65135 post type-post status-publish format-standard has-post-thumbnail hentry category-explainer category-robotics tag-metropolis tag-nvidia-isaac-sim tag-nvidia-jetson tag-nvidia-research tag-omniverse-enterprise tag-synthetic-data-generation loop-item-1 for-pagenum-1" id="post-65135" data-post-id="65135" > <div class="inner for-hentry img-bg orientation-landscape"> <div class="tile-image-wrapper"><img width="960" height="540" src="https://blogs.nvidia.com/wp-content/uploads/2023/06/Copy-of-capture.2022-12-28-14.01.52-1-960x540.png" class="attachment-medium size-medium" alt="" decoding="async" loading="lazy" srcset="https://blogs.nvidia.com/wp-content/uploads/2023/06/Copy-of-capture.2022-12-28-14.01.52-1-960x540.png 960w, https://blogs.nvidia.com/wp-content/uploads/2023/06/Copy-of-capture.2022-12-28-14.01.52-1-1680x945.png 1680w, https://blogs.nvidia.com/wp-content/uploads/2023/06/Copy-of-capture.2022-12-28-14.01.52-1-1280x720.png 1280w, https://blogs.nvidia.com/wp-content/uploads/2023/06/Copy-of-capture.2022-12-28-14.01.52-1-1536x864.png 1536w, https://blogs.nvidia.com/wp-content/uploads/2023/06/Copy-of-capture.2022-12-28-14.01.52-1.png 2048w" sizes="(max-width: 960px) 100vw, 960px" /></div> <div class="inner2 for-hentry no-gradient"> <a href="https://blogs.nvidia.com/blog/what-is-robotics-simulation/" class="aggregation-card-link" title="What Is Robotics Simulation?"></a> </div> </div> <div class="title-excerpt"> <p class="entry-title"> <a href="https://blogs.nvidia.com/blog/what-is-robotics-simulation/" class="entry-title-text"> What Is Robotics Simulation? </a> </p> </div> </article> </div> </aside></div><!-- #secondary --> <div class="clearfix"></div> </article> <nav class="navigation post-navigation nvb4-post-navigation" role="navigation"> <h2 class="screen-reader-text">Post navigation</h2> <div class="nvb4-single-post-pagination"> <div class="for-next js-for-next"> <a href="https://blogs.nvidia.com/blog/generative-ai-for-industries/?nv_excludes=65368,65584,65711&#038;nv_next_ids=65584" title="Developers Look to OpenUSD in Era of AI and Industrial Digitalization"></a> </div> </div> </nav><!-- .navigation --> </div> </main><!-- #main --> </div><!-- #primary --> </div><!-- /.inner.for-content --> </div><!-- #content --> <footer id="colophon" class="site-footer" role="contentinfo"> <div class="inner for-colophon"> <!-- == FOOTER AREA 1 == --> <div class="footer-area-1"> <nav class="footer-menu-1-slot" role="navigation"> <h3 class="menu-title">Corporate Information</h3> <div class="menu-corporate-information-container"><ul id="footer-menu-1" class="menu"><li id="menu-item-51253" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51253"><a href="https://www.nvidia.com/en-us/about-nvidia/">About NVIDIA</a></li> <li id="menu-item-51254" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51254"><a href="https://www.nvidia.com/en-us/about-nvidia/ai-computing/">Corporate Overview</a></li> <li id="menu-item-51255" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51255"><a href="https://www.nvidia.com/en-us/technologies/">Technologies</a></li> <li id="menu-item-51256" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51256"><a href="https://www.nvidia.com/en-us/research/">NVIDIA Research</a></li> <li id="menu-item-51257" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51257"><a href="https://investor.nvidia.com/home/default.aspx">Investors</a></li> <li id="menu-item-51258" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51258"><a href="https://www.nvidia.com/en-us/csr/">Social Responsibility</a></li> <li id="menu-item-51259" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51259"><a href="https://www.nvidia.com/en-us/foundation/">NVIDIA Foundation</a></li> </ul></div> </nav> <nav class="footer-menu-2-slot" role="navigation"> <h3 class="menu-title">Get Involved</h3> <div class="menu-get-involved-container"><ul id="footer-menu-2" class="menu"><li id="menu-item-51267" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51267"><a href="https://www.nvidia.com/en-us/forums/">Forums</a></li> <li id="menu-item-51268" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51268"><a href="https://www.nvidia.com/en-us/about-nvidia/careers/">Careers</a></li> <li id="menu-item-51269" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51269"><a href="https://developer.nvidia.com/">Developer Home</a></li> <li id="menu-item-51270" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51270"><a href="https://developer.nvidia.com/developer-program">Join the Developer Program</a></li> <li id="menu-item-51271" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51271"><a href="https://www.nvidia.com/en-us/about-nvidia/partners/">NVIDIA Partner Network</a></li> <li id="menu-item-51272" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51272"><a href="https://www.nvidia.com/en-us/deep-learning-ai/startups/">NVIDIA Inception</a></li> <li id="menu-item-51273" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51273"><a href="https://www.nvidia.com/en-us/deep-learning-ai/startups/venture-capital/">Resources for Venture Capitalists</a></li> <li id="menu-item-51274" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51274"><a href="https://www.nventures.ai/">Venture Capital (NVentures)</a></li> <li id="menu-item-51275" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51275"><a href="https://www.nvidia.com/en-us/training/">Technical Training</a></li> <li id="menu-item-51276" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51276"><a href="https://academy.nvidia.com/en/">Training for IT Professionals</a></li> <li id="menu-item-51277" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51277"><a href="https://www.nvidia.com/en-us/ai-data-science/professional-services/">Professional Services for Data Science</a></li> </ul></div> </nav> <nav class="footer-menu-3-slot" role="navigation"> <h3 class="menu-title">News &amp; Events</h3> <div class="menu-news-events-container"><ul id="footer-menu-3" class="menu"><li id="menu-item-51283" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51283"><a href="https://nvidianews.nvidia.com/">Newsroom</a></li> <li id="menu-item-51284" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-home menu-item-51284"><a href="https://blogs.nvidia.com/">NVIDIA Blog</a></li> <li id="menu-item-55155" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-55155"><a href="https://developer.nvidia.com/blog/">NVIDIA Technical Blog</a></li> <li id="menu-item-51285" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51285"><a href="https://www.nvidia.com/en-us/about-nvidia/webinar-portal/">Webinars</a></li> <li id="menu-item-51286" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51286"><a href="https://www.nvidia.com/en-us/preferences/email-signup/">Stay Informed</a></li> <li id="menu-item-51287" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51287"><a href="https://www.nvidia.com/en-us/events/">Events Calendar</a></li> <li id="menu-item-51288" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51288"><a href="https://www.nvidia.com/en-us/gtc/">NVIDIA GTC</a></li> <li id="menu-item-51289" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-51289"><a href="https://www.nvidia.com/en-us/on-demand/">NVIDIA On-Demand</a></li> </ul></div> </nav> </div><!-- /.footer-area-1 --> <!-- == FOOTER AREA 2 == --> <div class="footer-area-2"> <div class="explore-cta"> <a href="https://www.nvidia.com/en-us/contact/social/"> <div class="explore-cta-icon-wrapper"> <span class="icon icon-plus"></span> </div> <div class="explore-cta-text"> <div class="explore-cta-text-inner"> Explore our regional blogs and other social networks</div> </div> </a> </div> </div><!-- /.footer-area-2 --> <!-- == FOOTER AREA 3 == --> <div class="footer-area-3"> </div><!-- /.footer-area-3 --> </div><!-- /.inner.for-colophon --> <div id="white-footer"> <div class="inner for-colophon"> <div class="area footer-area-4"> <svg class="global-footer__logo" xmlns="http://www.w3.org/2000/svg" viewBox="0 407.8 1000 184.4" enable-background="new 0 407.8 1000 184.4" xml:space="preserve"> <g id="nvidia-logo"> <path d="M987.1 555.7v-2.8h1.7c0.9 0 2.3 0.1 2.3 1.2 0 1.2-0.7 1.5-1.8 1.5H987.1M987.1 557.6h1.2l2.8 4.8h3l-3.1-5c1.5-0.1 2.9-0.8 2.9-3 0-2.7-1.8-3.5-4.9-3.5h-4.4v11.5h2.6L987.1 557.6M1000 556.7c0-6.8-5.2-10.7-11.1-10.7 -5.8 0-11.1 3.9-11.1 10.7 0 6.8 5.2 10.7 11.1 10.7S1000 563.5 1000 556.7M996.8 556.7c0 4.9-3.6 8.2-7.9 8.2l0 0c-4.4 0-7.9-3.3-7.9-8.2 0-4.9 3.6-8.2 7.9-8.2C993.2 548.6 996.8 551.9 996.8 556.7z"></path> <path d="M593.2 442.7v121.1h34.2V442.7H593.2zM324.4 442.5v121.2h34.5v-94.1l26.9 0.1c8.8 0 15 2.2 19.2 6.7 5.4 5.7 7.6 15.1 7.6 32v55.3H446v-66.9c0-47.8-30.5-54.3-60.2-54.3C385.8 442.5 324.4 442.5 324.4 442.5zM648.3 442.7v121.1h55.4c29.5 0 39.2-4.9 49.6-15.9 7.4-7.7 12.1-24.7 12.1-43.3 0-17-4-32.2-11.1-41.7 -12.5-16.9-30.8-20.2-58.1-20.2H648.3zM682.2 469h14.7c21.3 0 35.1 9.5 35.1 34.4 0 24.8-13.7 34.4-35.1 34.4h-14.7V469zM544 442.7l-28.5 95.9 -27.3-95.9h-36.9l39 121.1h49.2l39.3-121.1H544zM781.4 563.7h34.2v-121h-34.2V563.7zM877.2 442.7l-47.7 121h33.7l7.6-21.3h56.5l7.2 21.3h36.6l-48.2-121H877.2zM899.4 464.8l20.7 56.6H878L899.4 464.8z"></path> <path d="M103.9 462.8v-16.6c1.6-0.1 3.3-0.2 4.9-0.2 45.6-1.4 75.4 39.1 75.4 39.1s-32.2 44.8-66.8 44.8c-5 0-9.4-0.8-13.4-2.2v-50.5c17.7 2.2 21.3 10 32 27.7l23.7-20c0 0-17.3-22.7-46.5-22.7C110 462.3 106.9 462.5 103.9 462.8M103.9 407.8v24.8c1.6-0.1 3.3-0.2 4.9-0.3 63.3-2.2 104.6 51.9 104.6 51.9s-47.4 57.7-96.7 57.7c-4.5 0-8.7-0.4-12.7-1.1v15.4c3.4 0.4 7 0.7 10.6 0.7 46 0 79.2-23.5 111.4-51.2 5.3 4.3 27.2 14.7 31.7 19.2 -30.6 25.6-101.9 46.3-142.3 46.3 -3.9 0-7.6-0.2-11.3-0.6v21.6h174.7V407.8H103.9zM103.9 527.8v13.1c-42.5-7.6-54.3-51.8-54.3-51.8s20.4-22.6 54.3-26.3v14.4c0 0 0 0-0.1 0 -17.7-2.2-31.7 14.5-31.7 14.5S80 519.6 103.9 527.8M28.4 487.2c0 0 25.2-37.1 75.5-41v-13.5C48.2 437.2 0 484.4 0 484.4s27.3 79 103.9 86.3v-14.4C47.7 549.2 28.4 487.2 28.4 487.2z"></path> </g> <image src="images/nvidia-logo.png" alt="NVIDIA" title="NVIDIA" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href=""></image> </svg> <div class="site-info"> <ul class="site-info-list"><li id="menu-item-75131"><a href="https://www.nvidia.com/en-us/about-nvidia/privacy-policy/">Privacy Policy</a></li> <li id="menu-item-75132"><a href="https://www.nvidia.com/en-us/privacy-center/">Manage My Privacy</a></li> <li id="menu-item-75133"><a href="https://www.nvidia.com/en-us/about-nvidia/legal-info/">Legal</a></li> <li id="menu-item-75134"><a href="https://www.nvidia.com/en-us/about-nvidia/accessibility/">Accessibility</a></li> <li id="menu-item-75135"><a href="https://www.nvidia.com/en-us/product-security/">Product Security</a></li> <li id="menu-item-75136"><a href="https://www.nvidia.com/en-us/contact/">Contact</a></li> </ul> <div class="copyright"> Copyright &copy; 2024 NVIDIA Corporation </div> </div> </div> <div class="area footer-area-5"> <a href="https://www.nvidia.com/en-us/location-selector/"> USA - United States </a> </div> </div> </div> </footer><!-- #colophon --> </div><!-- #page --> <link rel='stylesheet' id='highlight-and-share-css' href='https://blogs.nvidia.com/wp-content/plugins/highlight-and-share/dist/has-themes.css?ver=5.0.1' type='text/css' media='all' /> <script type="text/javascript"> /** * We define our custom disqus configs here. This function is invoked from: * /disqus-comment-system/public/js/comment_embed.js by variable `disqus_config_custom` */ var disqus_config = function () { this.language = "en"; }; </script><div id="bsf_rt_progress_bar_container" class="progress-container-top"> <div class="progress-bar" id="bsf_rt_progress_bar"></div> </div><div id="has-highlight-and-share"><div class="highlight-and-share-wrapper theme-default orientation-horizontal show-has-labels"> <style> .highlight-and-share-wrapper div.has-tooltip:hover:after { background-color: #000000 !important; color: #FFFFFF !important; } </style> <div class="has_twitter has-tooltip" style="display: none;" data-type="twitter" data-tooltip="Share on X"><a href="https://x.com/intent/tweet?via=%username%&url=%url%&text=%prefix%%text%%suffix%&hashtags=%hashtags%" target="_blank" rel="nofollow"><svg class="has-icon"><use xlink:href="#has-twitter-icon"></use></svg><span class="has-text">&nbsp;Share This</span></a></div><div class="has_facebook has-tooltip" style="display: none;" data-type="facebook" data-tooltip="Share on Facebook"><a href="https://www.facebook.com/sharer/sharer.php?u=%url%&t=%title%" target="_blank" rel="nofollow"><svg class="has-icon"><use xlink:href="#has-facebook-icon"></use></svg><span class="has-text">&nbsp;Facebook</span></a></div><div class="has_linkedin has-tooltip" style="display: none;" data-type="linkedin" data-tooltip="Share on LinkedIn"><a href="https://www.linkedin.com/sharing/share-offsite/?mini=true&url=%url%&title=%title%" target="_blank" rel="nofollow"><svg class="has-icon"><use xlink:href="#has-linkedin-icon"></use></svg><span class="has-text">&nbsp;LinkedIn</span></a></div><div class="has_email has_email_form has-tooltip" style="display: none;" data-type="email" data-title="%title%" data-url="%url%" data-tooltip="Share via email"><a href="https://blogs.nvidia.com/wp-admin/admin-ajax.php?action=has_email_social_modal&#038;permalink=%url%&#038;nonce=b21feff709&#038;text=%prefix%%text%%suffix%&#038;post_id=65711&#038;type=%type%" target="_blank" rel="nofollow"><svg class="has-icon"><use xlink:href="#has-email-icon"></use></svg><span class="has-text">&nbsp;Email</span></a></div></div><!-- #highlight-and-share-wrapper --></div><!-- #has-highlight-and-share --> <svg width="0" height="0" class="hidden" style="display: none;"> <symbol aria-hidden="true" data-prefix="fas" data-icon="twitter" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" id="has-twitter-icon"> <g><path fill="currentColor" d="M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-5.214-6.817L4.99 21.75H1.68l7.73-8.835L1.254 2.25H8.08l4.713 6.231zm-1.161 17.52h1.833L7.084 4.126H5.117z"></path></g> </symbol> <symbol aria-hidden="true" data-prefix="fas" data-icon="facebook" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512" id="has-facebook-icon"> <path fill="currentColor" d="M279.14 288l14.22-92.66h-88.91v-60.13c0-25.35 12.42-50.06 52.24-50.06h40.42V6.26S260.43 0 225.36 0c-73.22 0-121.08 44.38-121.08 124.72v70.62H22.89V288h81.39v224h100.17V288z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fas" data-icon="at" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" id="has-email-icon"> <path fill="currentColor" d="M256 8C118.941 8 8 118.919 8 256c0 137.059 110.919 248 248 248 48.154 0 95.342-14.14 135.408-40.223 12.005-7.815 14.625-24.288 5.552-35.372l-10.177-12.433c-7.671-9.371-21.179-11.667-31.373-5.129C325.92 429.757 291.314 440 256 440c-101.458 0-184-82.542-184-184S154.542 72 256 72c100.139 0 184 57.619 184 160 0 38.786-21.093 79.742-58.17 83.693-17.349-.454-16.91-12.857-13.476-30.024l23.433-121.11C394.653 149.75 383.308 136 368.225 136h-44.981a13.518 13.518 0 0 0-13.432 11.993l-.01.092c-14.697-17.901-40.448-21.775-59.971-21.775-74.58 0-137.831 62.234-137.831 151.46 0 65.303 36.785 105.87 96 105.87 26.984 0 57.369-15.637 74.991-38.333 9.522 34.104 40.613 34.103 70.71 34.103C462.609 379.41 504 307.798 504 232 504 95.653 394.023 8 256 8zm-21.68 304.43c-22.249 0-36.07-15.623-36.07-40.771 0-44.993 30.779-72.729 58.63-72.729 22.292 0 35.601 15.241 35.601 40.77 0 45.061-33.875 72.73-58.161 72.73z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fas" data-icon="linkedin" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" id="has-linkedin-icon"> <path fill="currentColor" d="M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 0 1 107.58 0c0 29.7-24.1 54.3-53.79 54.3zM447.9 448h-92.68V302.4c0-34.7-.7-79.2-48.29-79.2-48.29 0-55.69 37.7-55.69 76.7V448h-92.78V148.9h89.08v40.8h1.3c12.4-23.5 42.69-48.3 87.88-48.3 94 0 111.28 61.9 111.28 142.3V448z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fas" data-icon="xing" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 384 512" id="has-xing-icon"> <path fill="currentColor" d="M162.7 210c-1.8 3.3-25.2 44.4-70.1 123.5-4.9 8.3-10.8 12.5-17.7 12.5H9.8c-7.7 0-12.1-7.5-8.5-14.4l69-121.3c.2 0 .2-.1 0-.3l-43.9-75.6c-4.3-7.8.3-14.1 8.5-14.1H100c7.3 0 13.3 4.1 18 12.2l44.7 77.5zM382.6 46.1l-144 253v.3L330.2 466c3.9 7.1.2 14.1-8.5 14.1h-65.2c-7.6 0-13.6-4-18-12.2l-92.4-168.5c3.3-5.8 51.5-90.8 144.8-255.2 4.6-8.1 10.4-12.2 17.5-12.2h65.7c8 0 12.3 6.7 8.5 14.1z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fas" data-icon="whatsapp" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" id="has-whatsapp-icon"> <path fill="currentColor" d="M380.9 97.1C339 55.1 283.2 32 223.9 32c-122.4 0-222 99.6-222 222 0 39.1 10.2 77.3 29.6 111L0 480l117.7-30.9c32.4 17.7 68.9 27 106.1 27h.1c122.3 0 224.1-99.6 224.1-222 0-59.3-25.2-115-67.1-157zm-157 341.6c-33.2 0-65.7-8.9-94-25.7l-6.7-4-69.8 18.3L72 359.2l-4.4-7c-18.5-29.4-28.2-63.3-28.2-98.2 0-101.7 82.8-184.5 184.6-184.5 49.3 0 95.6 19.2 130.4 54.1 34.8 34.9 56.2 81.2 56.1 130.5 0 101.8-84.9 184.6-186.6 184.6zm101.2-138.2c-5.5-2.8-32.8-16.2-37.9-18-5.1-1.9-8.8-2.8-12.5 2.8-3.7 5.6-14.3 18-17.6 21.8-3.2 3.7-6.5 4.2-12 1.4-32.6-16.3-54-29.1-75.5-66-5.7-9.8 5.7-9.1 16.3-30.3 1.8-3.7.9-6.9-.5-9.7-1.4-2.8-12.5-30.1-17.1-41.2-4.5-10.8-9.1-9.3-12.5-9.5-3.2-.2-6.9-.2-10.6-.2-3.7 0-9.7 1.4-14.8 6.9-5.1 5.6-19.4 19-19.4 46.3 0 27.3 19.9 53.7 22.6 57.4 2.8 3.7 39.1 59.7 94.8 83.8 35.2 15.2 49 16.5 66.6 13.9 10.7-1.6 32.8-13.4 37.4-26.4 4.6-13 4.6-24.1 3.2-26.4-1.3-2.5-5-3.9-10.5-6.6z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fas" data-icon="copy" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" id="has-copy-icon"> <path fill="currentColor" d="M320 448v40c0 13.255-10.745 24-24 24H24c-13.255 0-24-10.745-24-24V120c0-13.255 10.745-24 24-24h72v296c0 30.879 25.121 56 56 56h168zm0-344V0H152c-13.255 0-24 10.745-24 24v368c0 13.255 10.745 24 24 24h272c13.255 0 24-10.745 24-24V128H344c-13.2 0-24-10.8-24-24zm120.971-31.029L375.029 7.029A24 24 0 0 0 358.059 0H352v96h96v-6.059a24 24 0 0 0-7.029-16.97z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fas" data-icon="share" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" id="has-share-icon"> <path fill="currentColor" d="M352 320c-22.608 0-43.387 7.819-59.79 20.895l-102.486-64.054a96.551 96.551 0 0 0 0-41.683l102.486-64.054C308.613 184.181 329.392 192 352 192c53.019 0 96-42.981 96-96S405.019 0 352 0s-96 42.981-96 96c0 7.158.79 14.13 2.276 20.841L155.79 180.895C139.387 167.819 118.608 160 96 160c-53.019 0-96 42.981-96 96s42.981 96 96 96c22.608 0 43.387-7.819 59.79-20.895l102.486 64.054A96.301 96.301 0 0 0 256 416c0 53.019 42.981 96 96 96s96-42.981 96-96-42.981-96-96-96z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="reddit" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" id="has-reddit-icon"> <path fill="currentColor" d="M440.3 203.5c-15 0-28.2 6.2-37.9 15.9-35.7-24.7-83.8-40.6-137.1-42.3L293 52.3l88.2 19.8c0 21.6 17.6 39.2 39.2 39.2 22 0 39.7-18.1 39.7-39.7s-17.6-39.7-39.7-39.7c-15.4 0-28.7 9.3-35.3 22l-97.4-21.6c-4.9-1.3-9.7 2.2-11 7.1L246.3 177c-52.9 2.2-100.5 18.1-136.3 42.8-9.7-10.1-23.4-16.3-38.4-16.3-55.6 0-73.8 74.6-22.9 100.1-1.8 7.9-2.6 16.3-2.6 24.7 0 83.8 94.4 151.7 210.3 151.7 116.4 0 210.8-67.9 210.8-151.7 0-8.4-.9-17.2-3.1-25.1 49.9-25.6 31.5-99.7-23.8-99.7zM129.4 308.9c0-22 17.6-39.7 39.7-39.7 21.6 0 39.2 17.6 39.2 39.7 0 21.6-17.6 39.2-39.2 39.2-22 .1-39.7-17.6-39.7-39.2zm214.3 93.5c-36.4 36.4-139.1 36.4-175.5 0-4-3.5-4-9.7 0-13.7 3.5-3.5 9.7-3.5 13.2 0 27.8 28.5 120 29 149 0 3.5-3.5 9.7-3.5 13.2 0 4.1 4 4.1 10.2.1 13.7zm-.8-54.2c-21.6 0-39.2-17.6-39.2-39.2 0-22 17.6-39.7 39.2-39.7 22 0 39.7 17.6 39.7 39.7-.1 21.5-17.7 39.2-39.7 39.2z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="telegram" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" id="has-telegram-icon"> <path fill="currentColor" d="M446.7 98.6l-67.6 318.8c-5.1 22.5-18.4 28.1-37.3 17.5l-103-75.9-49.7 47.8c-5.5 5.5-10.1 10.1-20.7 10.1l7.4-104.9 190.9-172.5c8.3-7.4-1.8-11.5-12.9-4.1L117.8 284 16.2 252.2c-22.1-6.9-22.5-22.1 4.6-32.7L418.2 66.4c18.4-6.9 34.5 4.1 28.5 32.2z"></path> </symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="signal" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 256 256" id="has-signal-icon"> <g> <path d="M97.2800192,3.739673 L100.160021,15.3787704 C88.8306631,18.1647705 77.9879854,22.6484879 68.0000023,28.6777391 L61.8399988,18.3985363 C72.8467373,11.7537029 84.7951803,6.81153332 97.2800192,3.739673 Z M158.720055,3.739673 L155.840053,15.3787704 C167.169411,18.1647705 178.012089,22.6484879 188.000072,28.6777391 L194.200075,18.3985363 C183.180932,11.7499974 171.218739,6.80771878 158.720055,3.739673 L158.720055,3.739673 Z M18.3999736,61.8351679 C11.7546212,72.8410466 6.81206547,84.7885562 3.73996516,97.2724198 L15.3799719,100.152197 C18.1661896,88.8237238 22.6502573,77.981893 28.6799796,67.9946902 L18.3999736,61.8351679 Z M11.9999699,127.990038 C11.9961044,122.172725 12.4306685,116.363392 13.2999707,110.611385 L1.43996383,108.811525 C-0.479938607,121.525138 -0.479938607,134.454937 1.43996383,147.168551 L13.2999707,145.36869 C12.4306685,139.616684 11.9961044,133.807351 11.9999699,127.990038 L11.9999699,127.990038 Z M194.160075,237.581539 L188.000072,227.302336 C178.024494,233.327885 167.195565,237.811494 155.880053,240.601305 L158.760055,252.240403 C171.231048,249.164732 183.165742,244.222671 194.160075,237.581539 L194.160075,237.581539 Z M244.000104,127.990038 C244.00397,133.807351 243.569406,139.616684 242.700103,145.36869 L254.56011,147.168551 C256.480013,134.454937 256.480013,121.525138 254.56011,108.811525 L242.700103,110.611385 C243.569406,116.363392 244.00397,122.172725 244.000104,127.990038 Z M252.260109,158.707656 L240.620102,155.827879 C237.833884,167.156352 233.349817,177.998183 227.320094,187.985385 L237.6001,194.184905 C244.249159,183.166622 249.191823,171.205364 252.260109,158.707656 L252.260109,158.707656 Z M145.380047,242.701142 C133.858209,244.43447 122.141865,244.43447 110.620027,242.701142 L108.820026,254.560223 C121.534632,256.479975 134.465442,256.479975 147.180048,254.560223 L145.380047,242.701142 Z M221.380091,196.804701 C214.461479,206.174141 206.175877,214.452354 196.800077,221.362797 L203.920081,231.022048 C214.262958,223.418011 223.404944,214.303705 231.040097,203.984145 L221.380091,196.804701 Z M196.800077,34.6172785 C206.177345,41.5338058 214.463023,49.8188367 221.380091,59.1953726 L231.040097,51.9959309 C223.429284,41.6822474 214.31457,32.5682452 204.000081,24.9580276 L196.800077,34.6172785 Z M34.619983,59.1953726 C41.5370506,49.8188367 49.8227288,41.5338058 59.1999972,34.6172785 L51.9999931,24.9580276 C41.6855038,32.5682452 32.5707896,41.6822474 24.9599774,51.9959309 L34.619983,59.1953726 Z M237.6001,61.8351679 L227.320094,67.9946902 C233.346114,77.969489 237.830073,88.7975718 240.620102,100.1122 L252.260109,97.2324229 C249.184198,84.7624043 244.241751,72.8286423 237.6001,61.8351679 L237.6001,61.8351679 Z M110.620027,13.2989317 C122.141865,11.5656035 133.858209,11.5656035 145.380047,13.2989317 L147.180048,1.43985134 C134.465442,-0.479901112 121.534632,-0.479901112 108.820026,1.43985134 L110.620027,13.2989317 Z M40.7799866,234.201801 L15.9999722,239.981353 L21.7799756,215.203275 L10.0999688,212.463487 L4.3199655,237.241566 C3.3734444,241.28318 4.58320332,245.526897 7.51859925,248.462064 C10.4539952,251.39723 14.6980441,252.606895 18.7399738,251.660448 L43.4999881,245.980888 L40.7799866,234.201801 Z M12.5999703,201.764317 L24.279977,204.484106 L28.2799793,187.305438 C22.4496684,177.507146 18.1025197,166.899584 15.3799719,155.827879 L3.73996516,158.707656 C6.34937618,169.311891 10.3154147,179.535405 15.539972,189.125297 L12.5999703,201.764317 Z M68.6000027,227.762301 L51.4199927,231.761991 L54.1399943,243.441085 L66.7800016,240.501313 C76.3706428,245.725462 86.5949557,249.691191 97.2000192,252.300398 L100.080021,240.6613 C89.0307035,237.906432 78.4495684,233.532789 68.6800027,227.682307 L68.6000027,227.762301 Z M128.000037,23.9980665 C90.1565244,24.0177003 55.3105242,44.590631 37.01511,77.715217 C18.7196958,110.839803 19.8628631,151.287212 39.9999861,183.325747 L29.9999803,225.982439 L72.660005,215.983214 C110.077932,239.548522 158.307237,236.876754 192.892851,209.322653 C227.478464,181.768552 240.856271,135.358391 226.242944,93.6248278 C211.629616,51.8912646 172.221191,23.9617202 128.000037,23.9980665 Z" fill="currentColor"></path> </g> </symbol> <symbol aria-hidden="true" data-prefix="ok" data-icon="logo" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" id="has-ok-icon"> <g> <path fill="currentColor" d="M357.1,324.5c-24.1,15.3-57.2,21.4-79.1,23.6l18.4,18.1l67,67c24.5,25.1-15.4,64.4-40.2,40.2c-16.8-17-41.4-41.6-67-67.3 l-67,67.2c-24.8,24.2-64.7-15.5-39.9-40.2c17-17,41.4-41.6,67-67l18.1-18.1c-21.6-2.3-55.3-8-79.6-23.6 c-28.6-18.5-41.2-29.3-30.1-51.8c6.5-12.8,24.3-23.6,48-5c0,0,31.9,25.4,83.4,25.4s83.4-25.4,83.4-25.4c23.6-18.5,41.4-7.8,48,5 C398.3,295.1,385.7,305.9,357.1,324.5L357.1,324.5z M142,145c0-63,51.2-114,114-114s114,51,114,114c0,62.7-51.2,113.7-114,113.7 S142,207.7,142,145L142,145z M200,145c0,30.8,25.1,56,56,56s56-25.1,56-56c0-31.1-25.1-56.2-56-56.2S200,113.9,200,145z"/> </g> </symbol> <symbol aria-hidden="true" data-prefix="vk" data-icon="logo" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 700 700" id="has-vk-icon"> <g style="fill:none;fill-rule:evenodd" transform="translate(0,664)" > <path fill="currentColor" d="m 1073.3513,-606.40537 h 196.278 c 179.2103,0 221.8795,42.66915 221.8795,221.8795 v 196.27799 c 0,179.2103512 -42.6692,221.879451 -221.8795,221.879451 h -196.278 c -179.21038,0 -221.87951,-42.6691298 -221.87951,-221.879451 v -196.27801 c 0,-179.21035 42.66913,-221.87946 221.87951,-221.87948 z" /> <path fill="currentColor" d="m 1375.0576,-393.98425 c 2.9513,-9.7072 0,-16.85429 -14.1342,-16.85429 h -46.6693 c -11.8763,0 -17.3521,6.16927 -20.3212,12.97854 0,0 -23.7347,56.82106 -57.3544,93.74763 -10.8806,10.66728 -15.8232,14.08081 -21.7613,14.08081 -2.969,0 -7.2715,-3.39577 -7.2715,-13.12075 v -90.83194 c 0,-11.66288 -3.4491,-16.85429 -13.3341,-16.85429 h -73.3553 c -7.4138,0 -11.8763,5.40476 -11.8763,10.54286 0,11.0406 16.8188,13.60078 18.5433,44.67814 v 67.52388 c 0,14.80973 -2.7202,17.49433 -8.6583,17.49433 -15.8231,0 -54.3143,-57.08773 -77.16,-122.40705 -4.4447,-12.71185 -8.9427,-17.83214 -20.8723,-17.83214 h -46.68718 c -13.3341,0 -16.0009,6.16925 -16.0009,12.97852 0,12.12515 15.8232,72.35973 73.69318,152.02656 38.58,54.40315 92.8942,83.89819 142.3726,83.89819 29.6729,0 33.3353,-6.54262 33.3353,-17.83216 v -41.12238 c 0,-13.10297 2.809,-15.71646 12.214,-15.71646 6.9338,0 18.7922,3.41353 46.4916,29.63728 31.6463,31.09512 36.8555,45.03372 54.6698,45.03372 h 46.6694 c 13.3341,0 20.0189,-6.54262 16.1787,-19.46781 -4.2313,-12.88962 -19.3433,-31.57515 -39.38,-53.74532 -10.8807,-12.62294 -27.2016,-26.22375 -32.1441,-33.03302 -6.9338,-8.72941 -4.9603,-12.62294 0,-20.39227 0,0 56.8566,-78.68897 62.7947,-105.41058 z" /> <path fill="currentColor" d="m 567.69877,-429.06912 c 3.15618,-10.38133 0,-18.0247 -15.11579,-18.0247 h -49.91013 c -12.70096,0 -18.55706,6.59763 -21.73232,13.87977 0,0 -25.38286,60.76685 -61.33724,100.25768 -11.63627,11.40806 -16.92197,15.05863 -23.27242,15.05863 -3.17519,0 -7.77644,-3.63156 -7.77644,-14.0319 v -97.13948 c 0,-12.47278 -3.68869,-18.0247 -14.26014,-18.0247 h -78.44923 c -7.92857,0 -12.70097,5.78005 -12.70097,11.27491 0,11.80736 17.98666,14.54527 19.83094,47.78071 v 72.21293 c 0,15.83815 -2.9091,18.70918 -9.25948,18.70918 -16.92197,0 -58.08598,-61.05206 -82.51817,-130.90731 -4.75337,-13.59458 -9.56381,-19.07042 -22.32175,-19.07042 h -49.92915 c -14.26014,0 -17.11213,6.59763 -17.11213,13.87977 0,12.96714 16.92197,77.38454 78.81059,162.58363 41.25909,58.18101 99.34506,89.72424 152.25931,89.72424 31.73343,0 35.65018,-6.99691 35.65018,-19.07043 v -43.978 c 0,-14.01288 3.00405,-16.80786 13.0622,-16.80786 7.41521,0 20.09716,3.65057 49.71998,31.69536 33.84387,33.25443 39.41486,48.16093 58.46622,48.16093 h 49.91026 c 14.26,0 21.40913,-6.99691 17.30216,-20.81966 -4.5252,-13.78473 -20.68653,-33.76783 -42.11468,-57.47752 -11.63621,-13.49953 -29.09043,-28.04479 -34.37631,-35.32694 -7.41508,-9.33557 -5.30458,-13.4995 0,-21.80835 0,0 60.80491,-84.15334 67.15549,-112.73048 z" /> </g> </symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="tumblr" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512" id="has-tumblr"><path fill="currentColor" d="M309.8 480.3c-13.6 14.5-50 31.7-97.4 31.7-120.8 0-147-88.8-147-140.6v-144H17.9c-5.5 0-10-4.5-10-10v-68c0-7.2 4.5-13.6 11.3-16 62-21.8 81.5-76 84.3-117.1.8-11 6.5-16.3 16.1-16.3h70.9c5.5 0 10 4.5 10 10v115.2h83c5.5 0 10 4.4 10 9.9v81.7c0 5.5-4.5 10-10 10h-83.4V360c0 34.2 23.7 53.6 68 35.8 4.8-1.9 9-3.2 12.7-2.2 3.5.9 5.8 3.4 7.4 7.9l22 64.3c1.8 5 3.3 10.6-.4 14.5z"></path></symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="share" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" id="has-webshare-icon"><path fill="currentColor" d="M512 208L320 384H288V288H208c-61.9 0-112 50.1-112 112c0 48 32 80 32 80s-128-48-128-176c0-97.2 78.8-176 176-176H288V32h32L512 208z"/></symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="x" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512" id="has-x"><path fill="currentColor" d="M309.8 480.3c-13.6 14.5-50 31.7-97.4 31.7-120.8 0-147-88.8-147-140.6v-144H17.9c-5.5 0-10-4.5-10-10v-68c0-7.2 4.5-13.6 11.3-16 62-21.8 81.5-76 84.3-117.1.8-11 6.5-16.3 16.1-16.3h70.9c5.5 0 10 4.5 10 10v115.2h83c5.5 0 10 4.4 10 9.9v81.7c0 5.5-4.5 10-10 10h-83.4V360c0 34.2 23.7 53.6 68 35.8 4.8-1.9 9-3.2 12.7-2.2 3.5.9 5.8 3.4 7.4 7.9l22 64.3c1.8 5 3.3 10.6-.4 14.5z"></path></symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="mastodon" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" id="has-mastodon"><path fill="currentColor" d="M433 179.1c0-97.2-63.7-125.7-63.7-125.7-62.5-28.7-228.6-28.4-290.5 0 0 0-63.7 28.5-63.7 125.7 0 115.7-6.6 259.4 105.6 289.1 40.5 10.7 75.3 13 103.3 11.4 50.8-2.8 79.3-18.1 79.3-18.1l-1.7-36.9s-36.3 11.4-77.1 10.1c-40.4-1.4-83-4.4-89.6-54a102.5 102.5 0 0 1 -.9-13.9c85.6 20.9 158.7 9.1 178.8 6.7 56.1-6.7 105-41.3 111.2-72.9 9.8-49.8 9-121.5 9-121.5zm-75.1 125.2h-46.6v-114.2c0-49.7-64-51.6-64 6.9v62.5h-46.3V197c0-58.5-64-56.6-64-6.9v114.2H90.2c0-122.1-5.2-147.9 18.4-175 25.9-28.9 79.8-30.8 103.8 6.1l11.6 19.5 11.6-19.5c24.1-37.1 78.1-34.8 103.8-6.1 23.7 27.3 18.4 53 18.4 175z"/></symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="threads" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" id="has-threads"> <path fill="currentColor" d="M331.5 235.7c2.2 .9 4.2 1.9 6.3 2.8c29.2 14.1 50.6 35.2 61.8 61.4c15.7 36.5 17.2 95.8-30.3 143.2c-36.2 36.2-80.3 52.5-142.6 53h-.3c-70.2-.5-124.1-24.1-160.4-70.2c-32.3-41-48.9-98.1-49.5-169.6V256v-.2C17 184.3 33.6 127.2 65.9 86.2C102.2 40.1 156.2 16.5 226.4 16h.3c70.3 .5 124.9 24 162.3 69.9c18.4 22.7 32 50 40.6 81.7l-40.4 10.8c-7.1-25.8-17.8-47.8-32.2-65.4c-29.2-35.8-73-54.2-130.5-54.6c-57 .5-100.1 18.8-128.2 54.4C72.1 146.1 58.5 194.3 58 256c.5 61.7 14.1 109.9 40.3 143.3c28 35.6 71.2 53.9 128.2 54.4c51.4-.4 85.4-12.6 113.7-40.9c32.3-32.2 31.7-71.8 21.4-95.9c-6.1-14.2-17.1-26-31.9-34.9c-3.7 26.9-11.8 48.3-24.7 64.8c-17.1 21.8-41.4 33.6-72.7 35.3c-23.6 1.3-46.3-4.4-63.9-16c-20.8-13.8-33-34.8-34.3-59.3c-2.5-48.3 35.7-83 95.2-86.4c21.1-1.2 40.9-.3 59.2 2.8c-2.4-14.8-7.3-26.6-14.6-35.2c-10-11.7-25.6-17.7-46.2-17.8H227c-16.6 0-39 4.6-53.3 26.3l-34.4-23.6c19.2-29.1 50.3-45.1 87.8-45.1h.8c62.6 .4 99.9 39.5 103.7 107.7l-.2 .2zm-156 68.8c1.3 25.1 28.4 36.8 54.6 35.3c25.6-1.4 54.6-11.4 59.5-73.2c-13.2-2.9-27.8-4.4-43.4-4.4c-4.8 0-9.6 .1-14.4 .4c-42.9 2.4-57.2 23.2-56.2 41.8l-.1 .1z"/> </symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="bluesky" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512" id="has-bluesky"> <path fill="currentColor" d="M407.8 294.7c-3.3-.4-6.7-.8-10-1.3c3.4 .4 6.7 .9 10 1.3zM288 227.1C261.9 176.4 190.9 81.9 124.9 35.3C61.6-9.4 37.5-1.7 21.6 5.5C3.3 13.8 0 41.9 0 58.4S9.1 194 15 213.9c19.5 65.7 89.1 87.9 153.2 80.7c3.3-.5 6.6-.9 10-1.4c-3.3 .5-6.6 1-10 1.4C74.3 308.6-9.1 342.8 100.3 464.5C220.6 589.1 265.1 437.8 288 361.1c22.9 76.7 49.2 222.5 185.6 103.4c102.4-103.4 28.1-156-65.8-169.9c-3.3-.4-6.7-.8-10-1.3c3.4 .4 6.7 .9 10 1.3c64.1 7.1 133.6-15.1 153.2-80.7C566.9 194 576 75 576 58.4s-3.3-44.7-21.6-52.9c-15.8-7.1-40-14.9-103.2 29.8C385.1 81.9 314.1 176.4 288 227.1z"/> </symbol> <symbol aria-hidden="true" data-prefix="fab" data-icon="bluesky" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 384 512" id="has-pinterest"> <path fill="currentColor" d="M204 6.5C101.4 6.5 0 74.9 0 185.6 0 256 39.6 296 63.6 296c9.9 0 15.6-27.6 15.6-35.4 0-9.3-23.7-29.1-23.7-67.8 0-80.4 61.2-137.4 140.4-137.4 68.1 0 118.5 38.7 118.5 109.8 0 53.1-21.3 152.7-90.3 152.7-24.9 0-46.2-18-46.2-43.8 0-37.8 26.4-74.4 26.4-113.4 0-66.2-93.9-54.2-93.9 25.8 0 16.8 2.1 35.4 9.6 50.7-13.8 59.4-42 147.9-42 209.1 0 18.9 2.7 37.5 4.5 56.4 3.4 3.8 1.7 3.4 6.9 1.5 50.4-69 48.6-82.5 71.4-172.8 12.3 23.4 44.1 36 69.3 36 106.2 0 153.9-103.5 153.9-196.8C384 71.3 298.2 6.5 204 6.5z"/> </symbol> </svg> <div id="has-mastodon-prompt" aria-hidden="true" style="display: none"> <h3>Share on Mastodon</h3> <div class="mastodon-input-prompt"> <form class="has-mastodon-form"> <label><span class="has-mastodon-label">Enter your Mastodon instance URL (optional)</span><input type="text" placeholder="https://mastodon.social" tabindex="0" /></label> <button id="has-mastodon-submit" tabindex="0" class="button button-primary">Share</button> </form> </div> </div> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/highlight-and-share/js/fancybox.umd.js?ver=5.0.1" id="has-fancybox-js-js"></script> <link rel='stylesheet' id='has-fancybox-css-css' href='https://blogs.nvidia.com/wp-content/plugins/highlight-and-share/js/fancybox.css?ver=5.0.1' type='text/css' media='all' /> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/yith-infinite-scrolling/assets/js/yith.infinitescroll.min.js?ver=2.0.0" id="yith-infinitescroll-js"></script> <script type="text/javascript" id="yith-infs-js-extra"> /* <![CDATA[ */ var yith_infs = {"navSelector":".nvb4-single-post-pagination","nextSelector":".for-next a","itemSelector":".cf-posts-with-overrides","contentSelector":"#main","loader":"https:\/\/blogs.nvidia.com\/wp-content\/plugins\/yith-infinite-scrolling\/assets\/images\/loader.gif","shop":""}; /* ]]> */ </script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/yith-infinite-scrolling/assets/js/yith-infs.min.js?ver=2.0.0" id="yith-infs-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets//js/lib/jquery.ba-throttle-debounce.min.js?ver=20190419.0001" id="throttle-debounce-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets//js/lib/waypoints/jquery.waypoints.min.js?ver=4.0.0" id="waypoints-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets//js/lib/waypoints/shortcuts/sticky.min.js?ver=4.0.0" id="waypoints-sticky-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets//js/lib/jquery.fitvids.min.js?ver=1.2.0" id="fitvids-js" defer="defer" data-wp-strategy="defer"></script> <script type="text/javascript" src="//nvidiablog.disqus.com/count.js?ver=6.6.2" id="count-js-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets/js/load-disqus.js?ver=20200311.1140" id="nvb-disqus-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/assets/js/lib/magnific-popup/jquery.magnific-popup.min.js?ver=1.0.0" id="magnific-popup-js"></script> <script type="text/javascript" id="nvb-single-js-extra"> /* <![CDATA[ */ var nvbThemeVars = {"ajaxUrl":"https:\/\/blogs.nvidia.com\/wp-admin\/admin-ajax.php","disqus_url":"https:\/\/blogs.nvidia.com\/blog\/openusd-ai-industrial-digitalization\/","language":"ICL_LANGUAGE_CODE","site_url":"https:\/\/blogs.nvidia.com"}; /* ]]> */ </script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/themes/nvidia-blog-v5/build/single.min.js?ver=1730206570" id="nvb-single-js" defer="defer" data-wp-strategy="defer"></script> <script type="text/javascript" id="nvb4-mkto-forms-inline-2-js-after"> /* <![CDATA[ */ window.addEventListener("load", function() {MktoForms2.loadForm("//info.nvidia.com", "156-OFN-742", 18313)}); /* ]]> */ </script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/page-links-to/dist/new-tab.js?ver=3.3.7" id="page-links-to-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-includes/js/dist/hooks.min.js?ver=2810c76e705dd1a53b18" id="wp-hooks-js"></script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-includes/js/dist/i18n.min.js?ver=5e580eb46a90c2b997e6" id="wp-i18n-js"></script> <script type="text/javascript" id="wp-i18n-js-after"> /* <![CDATA[ */ wp.i18n.setLocaleData( { 'text direction\u0004ltr': [ 'ltr' ] } ); /* ]]> */ </script> <script type="text/javascript" id="highlight-and-share-js-extra"> /* <![CDATA[ */ var highlight_and_share = {"show_facebook":"1","show_twitter":"1","show_linkedin":"1","show_ok":"","show_vk":"","show_email":"1","show_xing":"","show_copy":"","show_whatsapp":"","show_telegram":"","show_mastodon":"","show_threads":"","show_bluesky":"","twitter_username":"nvidia","enable_webshare_inline_highlight":"","enable_webshare_click_to_share":"","content_legacy_mode":"","mobile":"","content":".has-content-area,.has-excerpt-area","tweet_text":"Tweet","facebook_text":"Share","linkedin_text":"LinkedIn","ok_text":"Odnoklassniki","vk_text":"VKontakte","mastodon_text":"Mastodon","threads_text":"Threads","bluesky_text":"Bluesky","whatsapp_text":"WhatsApp","xing_text":"Xing","copy_text":"Copy","email_text":"E-mail","webshare_text":"Share","prefix":"","suffix":"","inline_highlight_tooltips_enabled":"","inline_highlight_tooltips_text":"","enable_webshare_image_only":""}; /* ]]> */ </script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/highlight-and-share/dist/highlight-and-share.js?ver=5.0.1" id="highlight-and-share-js"></script> <script type="text/javascript" id="ea-share-count-js-extra"> /* <![CDATA[ */ var easc = {"url":"https:\/\/blogs.nvidia.com\/wp-admin\/admin-ajax.php"}; /* ]]> */ </script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/cf-ea-share-count/assets/js/share-count.js?ver=1.5.9" id="ea-share-count-js"></script> <script type="text/javascript" id="bsfrt_frontend-js-extra"> /* <![CDATA[ */ var myObj = {"option":""}; /* ]]> */ </script> <script type="text/javascript" src="https://blogs.nvidia.com/wp-content/plugins/read-meter/assets/js/bsf-rt-frontend.min.js?ver=1.0.9" id="bsfrt_frontend-js"></script> <div id="easc-modal-wrap" style="display:none;"> <div class="easc-modal"> <span class="easc-modal-title"><? echo $labels['title']; ?></span> <p> <label for="easc-modal-recipient"><? echo $labels['recipient']; ?></label> <input type="text" id="easc-modal-recipient"> </p> <p> <label for="easc-modal-name"><? echo $labels['name']; ?></label> <input type="text" id="easc-modal-name"> </p> <p> <label for="easc-modal-email"><? echo $labels['email']; ?></label> <input type="text" id="easc-modal-email"> </p> <p class="easc-modal-validation"> <label for="easc-modal-validation"><? echo $labels['validation']; ?></label> <input type="text" id="easc-modal-validation" autocomplete="off"> </p> <p class="easc-modal-submit"> <button id="easc-modal-submit"><? echo $labels['submit']; ?></button> </p> <a href="#" id="easc-modal-close"><? echo $labels['close']; ?></a> <div id="easc-modal-sent">Email sent!</div> </div> </div> <script type="text/javascript"> _satellite.pageBottom(); </script> </body> </html>

Pages: 1 2 3 4 5 6 7 8 9 10