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MLOps Ecosystem for Data Center | NVIDIA

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This is included in head section to improve the page performance */ const containerWithFitBgEnabled = []; window.setContainerHeight = (containerID) => { var element = document.getElementById(containerID); var disableMidgroundImgAutoHeight = null; var disableVideoAutoHeight = null; if (element.classList.contains('v1-1')) { disableMidgroundImgAutoHeight = 'true'; disableVideoAutoHeight = 'true'; } var vpWidth = Math.max(document.documentElement.clientWidth || 0, window.innerWidth || 0); var imageContainer = element.querySelector('.nv-img-as-bg'); var videoContainer = element.querySelector('.nv-video-as-bg'); var image = element.querySelector('#image-' + containerID); var video = element.querySelector('#video-' + containerID); disableMidgroundImgAutoHeight = disableMidgroundImgAutoHeight || element.getAttribute('data-cmp-disableMidgroundAutoHeight'); disableVideoAutoHeight = disableVideoAutoHeight || element.getAttribute('data-cmp-disableVideoAutoHeight'); if (!image && !video) { return; } if (!containerWithFitBgEnabled.includes(containerID) && (imageContainer?.classList.contains('t-img-fit') || imageContainer?.classList.contains('p-img-fit') || imageContainer?.classList.contains('t-image-fit-contain') || imageContainer?.classList.contains('t-image-fit-cover') || imageContainer?.classList.contains('p-image-fit-contain') || imageContainer?.classList.contains('p-image-fit-cover') || videoContainer?.classList.contains('t-video-fit') || videoContainer?.classList.contains('p-video-fit') || videoContainer?.classList.contains('t-video-fit-contain') || videoContainer?.classList.contains('t-video-fit-cover') || videoContainer?.classList.contains('p-video-fit-contain') || videoContainer?.classList.contains('p-video-fit-cover'))) { containerWithFitBgEnabled.push(containerID); } if (image && !image.classList.contains('hide')) { var imgHeight = image.naturalHeight; var imgRenderedHeight = image.height; var childElement = imageContainer; if (imgHeight === 1 || imgRenderedHeight === 1) { return; } } if (video && !video.classList.contains('hide') && video.children.length > 0) { var videoHeight = video.videoHeight; var videoRenderedHeight = video.getBoundingClientRect().height; var childElement = videoContainer; } element.style.height = null; if (childElement) childElement.style.height = null; const isMobileViewport = vpWidth < 640; const isTabletViewport = vpWidth >= 640 && vpWidth < 1024; if (isMobileViewport) { if (imageContainer?.classList.contains('p-image-c-top') || imageContainer?.classList.contains('p-image-c-bottom')) { disableMidgroundImgAutoHeight = 'false'; } if (videoContainer?.classList.contains('p-video-c-top') || videoContainer?.classList.contains('p-video-c-bottom')) { disableVideoAutoHeight = 'false'; } } if (isTabletViewport) { if (imageContainer?.classList.contains('t-image-c-top') || imageContainer?.classList.contains('t-image-c-bottom')) { disableMidgroundImgAutoHeight = 'false'; } if (videoContainer?.classList.contains('t-video-c-top') || videoContainer?.classList.contains('t-video-c-bottom')) { disableVideoAutoHeight = 'false'; } } if (videoHeight !== undefined && videoHeight != 1 && videoHeight !== 0 && disableVideoAutoHeight !== 'true') { const pVideoCTop = childElement.classList.contains('p-video-c-top'); const pVideoCBottom = childElement.classList.contains('p-video-c-bottom'); const pVideoFit = childElement.classList.contains('p-video-fit'); const tVideoCTop = childElement.classList.contains('t-video-c-top'); const tVideoCBottom = childElement.classList.contains('t-video-c-bottom'); const tVideoFit = childElement.classList.contains('t-video-fit'); let setChildHeight = false; let height = videoHeight; if (isMobileViewport && (pVideoCTop || pVideoCBottom || pVideoFit)) { setChildHeight = pVideoCTop || pVideoCBottom; height = pVideoFit ? videoRenderedHeight : videoHeight; } else if (isTabletViewport && (tVideoCTop || tVideoCBottom || tVideoFit)) { setChildHeight = tVideoCTop || tVideoCBottom; height = tVideoFit ? videoRenderedHeight : videoHeight; } setChildHeight ? (childElement.style.height = height + 'px') : (element.style.height = height + 'px'); } else if (imgHeight !== undefined && imgHeight != 1 && disableMidgroundImgAutoHeight !== 'true') { const pImageCTop = childElement.classList.contains('p-image-c-top'); const pImageCBottom = childElement.classList.contains('p-image-c-bottom'); const pImgFit = childElement.classList.contains('p-img-fit'); const tImageCTop = childElement.classList.contains('t-image-c-top'); const tImageCBottom = childElement.classList.contains('t-image-c-bottom'); const tImgFit = childElement.classList.contains('t-img-fit'); let height = imgHeight; let setChildHeight = false; if (isMobileViewport && (pImageCTop || pImageCBottom || pImgFit)) { height = imgRenderedHeight; setChildHeight = pImageCTop || pImageCBottom; } else if (isTabletViewport && (tImageCTop || tImageCBottom || tImgFit)) { height = imgRenderedHeight; setChildHeight = tImageCTop || tImageCBottom; } setChildHeight ? (childElement.style.height = height + 'px') : (element.style.height = height + 'px'); } else if (video?.hasAttribute('poster') && disableVideoAutoHeight !== 'true') { element.style.height = videoRenderedHeight + 'px'; } // If container is authored inside carousel - adjust height as per first container height var nvContainer = element.parentNode, nvContainerParent = nvContainer?.parentNode, isCarouselSlide = nvContainerParent?.classList.contains('cmp-carousel__item') || false; if (isCarouselSlide) { var carouselSlideId = nvContainerParent.getAttribute('id'), carouselId = carouselSlideId.match(/(.*)-item-(.*)-tabpanel/)[1], firstSlide = document.querySelector('#' + carouselId + ' [data-cmp-slide-no="1"]'), firstSlideImageHeight = firstSlide?.querySelector('.nv-img-as-bg')?.style.height, firstSlideVideoHeight = firstSlide?.querySelector('.nv-video-as-bg')?.style.height, containerImg = nvContainer.querySelector('.nv-img-as-bg'), containerVideo = nvContainer.querySelector('.nv-video-as-bg'); if (firstSlideImageHeight && containerImg) containerImg.style.height = firstSlideImageHeight; if (firstSlideVideoHeight && containerVideo) containerVideo.style.height = firstSlideVideoHeight; } } window.addEventListener('onNvBreakpointChange', (e) => { document.querySelectorAll('[data-cmp-is="nv-container"]').forEach((container) => { const containerId = container.getAttribute('id'); window.initBuildVideo(containerId); window.initLazyLoadingImages(containerId); window.setContainerHeight(containerId); }); }); // Call setContainerHeight for containers with Fit Image Background or Fit Video Background is Enabled // Fit Image / Video Background is applicabled only for Mobile & Tablet viewports window.addEventListener('resize', (e) => { if (containerWithFitBgEnabled.length > 0) { const vpWidth = Math.max(document.documentElement.clientWidth || 0, window.innerWidth || 0); if (vpWidth <= 1023) { containerWithFitBgEnabled.forEach(containerId => window.setContainerHeight(containerId)); } } }); // END: setContainerHeight // Variables let videoSources = {}; /** * @breif Accepts components JSON data to build source elements for each device type * @param Object videoSource */ let buildSources = (videoSource) => { for (const viewport in videoSource) { const fragment = createSrcFragment(videoSource[viewport]); videoSources[viewport] = fragment; } } /** * @breif Creats document fragment that contain maximum of upto 3 <source> tags (webm, mp4, ogg) * @param {*} videos - Array of objects with type and src properties * @returns DocumentFragment with maximum of upto 3 <source> tags */ let createSrcFragment = (videos) => { const fragment = new DocumentFragment(); const videoWebm = videos.find((src) => src.type === 'video/webm'); const videoMp4 = videos.find((src) => src.type === 'video/mp4'); const videoOgg = videos.find((src) => src.type === 'video/ogg'); if (videoWebm && videoWebm.src && videoWebm.type) { fragment.appendChild(createSource(videoWebm)); } if (videoMp4 && videoMp4.src && videoMp4.type) { fragment.appendChild(createSource(videoMp4)); } if (videoOgg && videoOgg.src && videoOgg.type) { fragment.appendChild(createSource(videoOgg)); } return fragment; } /** * @breif Creates source element * @param {*} videos - Object with type and src properties * @returns HTMLElement <source> */ let createSource = (video) => { const source = document.createElement('source'); source.setAttribute('src', video.src); source.setAttribute('type', video.type); return source; } /** * Adds source elments to video and trigger play * @param {*} videoEle * @param {*} videoSources */ let loadVideo = (videoEle, videoSources) => { videoEle.classList.remove('hide'); videoEle.appendChild(videoSources); } let initLazyLoadingVideo = (containerId) => { //Select all videos that have lazy loading enabled const container = document.getElementById(containerId); const videoTarget = container.querySelector('video[data-nv-lazyload]'); if (videoTarget) { //Intersection Observer Callback Function const loadVideo = (entries, observer) => { const [entry] = entries; if (!entry.isIntersecting) { return; } entry.target.play(); videoTarget.removeAttribute('data-nv-lazyload'); observer.unobserve(entry.target); }; const videoObserver = new IntersectionObserver(loadVideo, { root: null, rootMargin: "300px" }) // Set the Videos to be observed videoObserver.observe(videoTarget); } } /** * @breif Build <source> and append to <video>. Handles changing video source by screen size. */ window.initBuildVideo = (containerId) => { const container = document.getElementById(containerId); const video = container.querySelector('.nv-video-load-src>video'); if (video) { const videoSource = JSON.parse(video.dataset.videoSource); let screen = document.documentElement.clientWidth || document.body.clientWidth; buildSources(videoSource); if (Object.keys(videoSources).length > 0) { while (video.firstChild) { video.removeChild(video.lastChild); } if (screen < 640) { if (videoSources.mobile) loadVideo(video, videoSources.mobile); else video.classList.add('hide'); } else if (screen >= 640 && screen < 1024) { if (videoSources.tablet) loadVideo(video, videoSources.tablet); else video.classList.add('hide'); } else if (screen >= 1024 && screen < 1350) { if (videoSources.laptop) loadVideo(video, videoSources.laptop); else video.classList.add('hide'); } else if (screen >= 1350) { if (videoSources.desktop) loadVideo(video, 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class="menu-level-1 row-1 mm-1" role="none" aria-haspop="true" aria-expanded="false"> <a role="menuitem" href="#nav-lvl1-tab4">For You<svg class="n24-icon menu-button caret-down"> <use xlink:href="#n24-caret-down" /></svg> </a> </li> <li> <ul class="menu-level-2 row-2 menu-accordion grid-container closed hide" role="menu"> <li id="nav-lvl1-tab4-lvl2-tab1" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab1">Creatives/Designers<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">NVIDIA Studio</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/" target="_self" class="mm-link">Overview</a> 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class="global-nav-link"><div class="title no-submenu">DGX Cloud</div></a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/magnum-io/" target="_self" class="global-nav-link"><div class="title no-submenu">Magnum IO</div></a></li> <li><a href="https://catalog.ngc.nvidia.com/" target="_self" class="global-nav-link"><div class="title no-submenu">NGC Catalog*</div></a></li> <li><a href="https://developer.nvidia.com/networking/doca" target="_self" class="global-nav-link"><div class="title no-submenu">Networking*</div></a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/" target="_self" class="global-nav-link"><div class="title no-submenu">Virtualization</div></a></li> <span class="nvArrow"></span> </ul> </div> <div class="sub-brand-item" > <!-- Updated code for Clickable Navigation COM 109 fix --> <!-- This Other wise condition will not execute as from backend the label is truncated if not hyperlink for it --> <span class="sub-brand-link"> Technologies 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href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/" target="_self" class="global-nav-link"><div class="title no-submenu">Cybersecurity - Morpheus</div></a></li> <span class="nvArrow"></span> </ul> </div> <div class="sub-brand-item" > <!-- Updated code for Clickable Navigation COM 109 fix --> <span class="sub-brand-link"> <a href="https://www.nvidia.com/en-sg/data-center/resources/" class="sub-brand-link">Resources</a> <div class="ic-arrow-dropdown"> <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"> <path d="M7 10l5 5 5-5z" /> <path d="M0 0h24v24H0z" fill="none" /></svg> </div> </span> <!-- End of Navigation COM 109 fix --> <ul class="dropdown-menu bullet" id="nav"> <li><a class="global-nav-link" target="_self" href="https://www.nvidia.com/en-sg/data-center/resources/"><div class="title no-submenu"> Overview </div></a></li> <li><a href="https://www.nvidia.com/en-us/gpu-accelerated-applications/" target="_self" class="global-nav-link"><div class="title no-submenu">Applications</div></a></li> <li><a href="https://www.nvidia.com/en-sg/gpu-cloud/" target="_self" class="global-nav-link"><div class="title no-submenu">NVIDIA NGC</div></a></li> <li><a href="https://www.nvidia.com/en-sg/training/" target="_self" class="global-nav-link"><div class="title no-submenu">Technical Training</div></a></li> <li><a href="https://www.nvidia.com/en-us/gtc/" target="_self" class="global-nav-link"><div class="title no-submenu">GTC Digital</div></a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/data-center-gpus/tesla-qualified-servers-catalog/" target="_self" class="global-nav-link"><div class="title no-submenu">Qualified Server Catalog</div></a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/where-to-buy/" target="_self" class="global-nav-link"><div class="title no-submenu">Where to Buy</div></a></li> <span class="nvArrow"></span> </ul> </div> <div class="sub-brand-item hide"> <span class="sub-brand-link"> <div class="more-dropdown"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 21.4 5"> <path d="M12613.6,1800.5a2.654,2.654,0,1,0-2.6,2.5A2.575,2.575,0,0,0,12613.6,1800.5Zm2.7,0a2.708,2.708,0,1,0,2.7-2.5A2.6,2.6,0,0,0,12616.3,1800.5Zm8.1,0a2.654,2.654,0,1,0,2.6-2.5A2.575,2.575,0,0,0,12624.4,1800.5Z" transform="translate(-12608.3 -1798)" /> </svg> </div> </span> <ul class="dropdown-menu bullet "> <li class="more-element hide"> <span> Solutions </span> <ul class="more-sub-items"> <li><a href="https://www.nvidia.com/en-sg/data-center/solutions/accelerated-computing/">Accelerated Computing for Enterprise IT</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/">Cloud Computing</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/colocation-partners/">Colocation</a> </li> <li><a href="https://www.nvidia.com/en-sg/edge-computing/">Edge Computing</a> </li> <li><a href="https://www.nvidia.com/en-sg/high-performance-computing/">High Performance Computing</a> </li> <li><a href="https://www.nvidia.com/en-us/networking/">Networking</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/virtualization/">Virtualization</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/solutions/mlops/">MLOps</a> </li> </ul> </li> <li class="more-element hide"> <span> Products </span> <ul class="more-sub-items"> <li><a href=""> DGX</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/products/certified-systems/">NVIDIA-Certified Systems</a> </li> <li><a href="https://www.nvidia.com/en-us/edge-computing/products/igx/">IGX Platform</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/grace-cpu/">Grace CPU</a> </li> <li><a href="https://www.nvidia.com/en-sg/networking/products/data-processing-unit/">BlueField DPUs</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/where-to-buy/">Where to Buy</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/data-center-gpus/gpu-test-drive/">Test Drive</a> </li> <li><a href="https://www.nvidia.com/en-sg/omniverse/platform/ovx/">NVIDIA OVX</a> </li> </ul> </li> <li class="more-element hide"> <span> Data Center GPUs </span> <ul class="more-sub-items"> <li><a href="https://www.nvidia.com/en-sg/data-center/gb200-nvl72/">GB200 NVL72</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/gb200-nvl2/">GB200 NVL2</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/h100/">H100</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/l4/">L4</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/l40s/">L40S</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/l40/">L40</a> </li> <li><a href="https://resources.nvidia.com/l/en-us-gpu">All GPUs</a> </li> <li><a href="https://docs.nvidia.com/data-center-gpu/line-card.pdf">Line Card</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/data-center-gpus/gpu-test-drive/">Test Drive</a> </li> </ul> </li> <li class="more-element hide"> <span> Software </span> <ul class="more-sub-items"> <li><a href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise/">AI Enterprise Suite</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/base-command/">Base Command</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/base-command/manager/">Base Command Manager</a> </li> <li><a href="https://www.nvidia.com/en-sg/technologies/cuda-x/">CUDA-X</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/dgx-cloud/">DGX Cloud</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/magnum-io/">Magnum IO</a> </li> <li><a href="https://catalog.ngc.nvidia.com/">NGC Catalog*</a> </li> <li><a href="https://developer.nvidia.com/networking/doca">Networking*</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/">Virtualization</a> </li> </ul> </li> <li class="more-element hide"> <span> Technologies </span> <ul class="more-sub-items"> <li><a href="https://www.nvidia.com/en-sg/data-center/technologies/blackwell-architecture/">NVIDIA Blackwell Architecture</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/technologies/hopper-architecture/">NVIDIA Hopper Architecture</a> </li> <li><a href="https://www.nvidia.com/en-sg/design-visualization/ada-lovelace-architecture/">NVIDIA Ada Lovelace Architecture</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/solutions/confidential-computing/">Confidential Computing</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/nvlink-c2c/">NVLink-C2C</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/nvlink/">NVLink/NVSwitch</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/tensor-cores/">Tensor Cores</a> </li> <li><a href="https://www.nvidia.com/en-sg/technologies/multi-instance-gpu/">Multi-Instance GPU</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/index-paraview-plugin/">IndeX ParaView Plugin</a> </li> <li><a href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/">Cybersecurity - Morpheus</a> </li> </ul> </li> <li class="more-element hide"> <span> Resources </span> <ul class="more-sub-items"> <li><a href="https://www.nvidia.com/en-us/gpu-accelerated-applications/">Applications</a> </li> <li><a href="https://www.nvidia.com/en-sg/gpu-cloud/">NVIDIA NGC</a> </li> <li><a href="https://www.nvidia.com/en-sg/training/">Technical Training</a> </li> <li><a href="https://www.nvidia.com/en-us/gtc/">GTC Digital</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/data-center-gpus/tesla-qualified-servers-catalog/">Qualified Server Catalog</a> </li> <li><a href="https://www.nvidia.com/en-sg/data-center/where-to-buy/">Where to Buy</a> </li> </ul> </li> <span 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style="display: block; opacity: 1;"></div> <ul class="mobile-menu"> <li><a href="#">Solutions</a> <ul class="submenu"> <li class="menu-title"><a href="#">Solutions</a></li> <!-- Condition for Overview --> <li><a href="https://www.nvidia.com/en-sg/data-center/solutions/accelerated-computing/" target="_self" class="brand-nav-link">Accelerated Computing for Enterprise IT</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/" target="_self" class="brand-nav-link">Cloud Computing</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/colocation-partners/" target="_self" class="brand-nav-link">Colocation</a></li> <li><a href="https://www.nvidia.com/en-sg/edge-computing/" target="_self" class="brand-nav-link">Edge Computing</a></li> <li><a href="https://www.nvidia.com/en-sg/high-performance-computing/" target="_self" class="brand-nav-link">High Performance Computing</a></li> <li><a href="https://www.nvidia.com/en-us/networking/" target="_self" class="brand-nav-link">Networking</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/virtualization/" target="_self" class="brand-nav-link">Virtualization</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/solutions/mlops/" target="_self" class="brand-nav-link">MLOps</a></li> </ul></li> <li><a href="#">Products</a> <ul class="submenu"> <li class="menu-title"><a href="#">Products</a></li> <!-- Condition for Overview --> <li><a href="https://www.nvidia.com/en-sg/data-center/products/" class="overview">Overview</a></li> <li><a href="#"> DGX</a> <ul class="submenu"> <li class="menu-title"><a href="#"> DGX</a></li> <!-- Condition for Overview --> <li><a href="https://www.nvidia.com/en-sg/data-center/dgx-platform/" target="_self" class="brand-nav-link">DGX Platform</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/dgx-benefits/" target="_self" class="brand-nav-link">DGX Benefits</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/get-dgx/" target="_self" class="brand-nav-link">Get DGX</a></li> </ul></li> <li><a href="#">NVIDIA-Certified Systems</a> <ul class="submenu"> <li class="menu-title"><a href="#">NVIDIA-Certified Systems</a></li> <!-- Condition for Overview --> <li><a href="https://www.nvidia.com/en-sg/data-center/products/certified-systems/" class="overview">Overview</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/products/egx/" target="_self" class="brand-nav-link">EGX</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/hgx/" target="_self" class="brand-nav-link">HGX</a></li> </ul></li> <li><a href="https://www.nvidia.com/en-us/edge-computing/products/igx/" target="_self" class="brand-nav-link">IGX Platform</a></li> <li><a href="#">Grace CPU</a> <ul class="submenu"> <li class="menu-title"><a href="#">Grace CPU</a></li> <!-- Condition for Overview --> <li><a href="https://www.nvidia.com/en-sg/data-center/grace-cpu/" class="overview">Overview</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/gb200-nvl72/" target="_self" class="brand-nav-link">NVIDIA GB200 NVL72</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/gb200-nvl2/" target="_self" class="brand-nav-link">NVIDIA GB200 NVL2</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/grace-cpu-superchip/" target="_self" class="brand-nav-link">Grace CPU Superchip</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/grace-hopper-superchip/" target="_self" class="brand-nav-link">Grace Hopper Superchip</a></li> </ul></li> <li><a href="#">BlueField DPUs</a> <ul class="submenu"> <li class="menu-title"><a href="#">BlueField DPUs</a></li> <!-- Condition for Overview --> <li><a href="https://www.nvidia.com/en-sg/networking/products/data-processing-unit/" class="overview">Overview</a></li> <li><a href="https://www.nvidia.com/en-sg/launchpad/infra-optimization/experience-vmware-vsphere-distributed-services-engine-on-bluefield-2-dpu/" target="_self" class="brand-nav-link">Try Project Monterey</a></li> </ul></li> <li><a href="https://www.nvidia.com/en-sg/data-center/where-to-buy/" target="_self" class="brand-nav-link">Where to Buy</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/data-center-gpus/gpu-test-drive/" target="_self" class="brand-nav-link">Test Drive</a></li> <li><a href="https://www.nvidia.com/en-sg/omniverse/platform/ovx/" target="_self" class="brand-nav-link">NVIDIA OVX</a></li> </ul></li> <li><a href="#">Data Center GPUs</a> <ul class="submenu"> <li class="menu-title"><a href="#">Data Center GPUs</a></li> <!-- Condition for Overview --> <li><a href="https://www.nvidia.com/en-sg/data-center/gb200-nvl72/" target="_self" class="brand-nav-link">GB200 NVL72</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/gb200-nvl2/" target="_self" class="brand-nav-link">GB200 NVL2</a></li> <li><a href="https://www.nvidia.com/en-sg/data-center/h100/" target="_self" class="brand-nav-link">H100</a></li> <li><a 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DGX-Ready Software is tested and certified for use on DGX systems, helping you get the most out of your AI platform investment.</p> </div> </div> </div> </div> <div class="nv-button button nv-button-text nv-button-caret aem-GridColumn aem-GridColumn--default--10"> <div class="nv-button-standard button-left button-lap-left button-tab-left button-mob-left"> <a id="nv-button-ae55e4b0b4" class="btn-content btncta " data-title="Learn More" target="_blank" data-cmp-clickable="false " rel="noopener noreferrer" href="https://www.nvidia.com/en-sg/data-center/dgx-ready-software/"> <span class="btn-text">Learn More</span> </a> </div> </div> </div> </div> </div> </div> <div class="nv-container container responsivegrid"> <div id="container-4c4262586f" class=" " data-cmp-is="nv-container"> <div class="general-container"> <div class="aem-Grid aem-Grid--10 aem-Grid--default--10 "> <div class="nv-image image nv-no-bottom-padding aem-GridColumn aem-GridColumn--default--10"> <div data-cmp-is="nv-image" data-cmp-lazy data-cmp-lazythreshold="300" data-cmp-src="/content/nvidiaGDC/sg/en_SG/data-center/solutions/mlops/_jcr_content/root/responsivegrid/nv_container_5990053/nv_tabs/nv_container_1546575_1849968822/nv_container_2031657848/nv_image.coreimg.100{.width}.jpeg/1710671826644/ai-infrastructure-2c50-d-2x.jpeg" data-cmp-widths="190,410,630,850,1070,1290" data-asset="/content/dam/en-zz/Solutions/Data-Center/solutions/mlops/ai-infrastructure-2c50-d@2x.jpg" data-title="Streamline AI Deployment" id="nv-image-14c90630f6" class="cmp-image d-align-left l-align-left t-align-left m-align-left" itemscope itemtype="http://schema.org/ImageObject" data-cmp-type="renditionUpload"> <noscript data-cmp-hook-image="noscript"> <img src="/content/nvidiaGDC/sg/en_SG/data-center/solutions/mlops/_jcr_content/root/responsivegrid/nv_container_5990053/nv_tabs/nv_container_1546575_1849968822/nv_container_2031657848/nv_image.coreimg.jpeg/1710671826644/ai-infrastructure-2c50-d-2x.jpeg" class="cmp-image__image" itemprop="contentUrl" data-cmp-hook-image="image" alt="Streamline AI Deployment" title="Streamline AI Deployment" data-analytics="nv-image-14c90630f6"/> </noscript> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div id="tabs-c98522cc11-item-5167c6b7a7-tabpanel" role="tabpanel" aria-labelledby="tabs-c98522cc11-item-5167c6b7a7-tab" tabindex="0" class="cmp-tabs__tabpanel" data-cmp-hook-tabs="tabpanel"><div class="nv-container container responsivegrid"> <div id="container-5167c6b7a7" class="p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 d-top-align d-left-align l-left-align l-top-align t-left-align t-top-align m-top-align m-left-align d-content-align-top l-content-align-top t-content-align-top m-content-align-top " data-cmp-is="nv-container"> <div class="general-container nv-flexbox d-col-2 l-col-2 t-col-2 p-col-1 d-justify-left l-justify-left t-justify-left p-justify-left flex-align-top p-column-reverse "> <div class="nv-container container responsivegrid"> <div id="container-c9939a6d0b" class=" " data-cmp-is="nv-container"> <div class="general-container"> <div class="aem-Grid aem-Grid--10 aem-Grid--default--10 "> <div class="nv-title text h--small aem-GridColumn aem-GridColumn--default--10"> <div id="nv-title-3084430ca8" class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title " style="color: #000000;"> Deploy AI to Production </h3> </div> </div> </div> <div class="nv-text text nv-no-top-padding nv-no-bottom-padding aem-GridColumn--default--none aem-GridColumn aem-GridColumn--default--10 aem-GridColumn--offset--default--0"> <div id="nv-text-92f45bd5c3" class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <div class="description "> <p>The software layer of the NVIDIA AI platform, <a href="https://www.nvidia.com/en-us/data-center/products/ai-enterprise/">NVIDIA AI Enterprise</a> accelerates data science pipelines and streamlines development and deployment of production AI, including generative AI, computer vision, speech AI, and more. With over 100 frameworks, pretrained models, and development tools, NVIDIA AI Enterprise is designed to accelerate enterprises to the leading edge of AI and deliver enterprise-ready MLOps with enterprise-grade security, reliability, including API stability, and support. </p> </div> </div> </div> </div> <div class="nv-button button nv-button-text nv-button-caret aem-GridColumn aem-GridColumn--default--10"> <div class="nv-button-standard button-left button-lap-left button-tab-left button-mob-left"> <a id="nv-button-93a23a950a" class="btn-content btncta " data-title="Learn More" target="_blank" data-cmp-clickable="false " rel="noopener noreferrer" href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise/"> <span class="btn-text">Learn More</span> </a> </div> </div> </div> </div> </div> </div> <div class="nv-container container responsivegrid"> <div id="container-4474cb97d2" class=" " data-cmp-is="nv-container"> <div class="general-container"> <div class="aem-Grid aem-Grid--10 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class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <div class="description "> <p>Accelerated MLOps infrastructure can be deployed anywhere—from mainstream NVIDIA-Certified Systems™ and DGX™ systems to the public cloud—making your AI projects portable across today’s increasingly multi- and hybrid-cloud data centers.</p> </div> </div> </div> </div> <div class="nv-button button nv-button-text nv-button-caret aem-GridColumn aem-GridColumn--default--10"> <div class="nv-button-standard button-left button-lap-left button-tab-left button-mob-left"> <a id="nv-button-f1e2d7bf9f" class="btn-content btncta " data-title="Learn More" target="_blank" data-cmp-clickable="false " rel="noopener noreferrer" href="https://nvidianews.nvidia.com/news/nvidia-collaborates-with-microsoft-to-accelerate-enterprise-ready-generative-ai"> <span class="btn-text">Learn More</span> </a> </div> </div> </div> </div> </div> </div> <div class="nv-container container 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new button doneButton.addEventListener('click', function () { OneTrust.Close(); }); }; })(); </script> <!-- OneTrust gpc signal detection script end --> <!-- End of Locale level script injection for pages --></div> </div> </div> <script src="/etc.clientlibs/nvidiaweb/clientlibs/clientlib-site.min.94338822cb70249e0e420e14ddc6b012.js"></script> <script src="/etc.clientlibs/nvidiaweb/clientlibs/clientlib-base.min.d6f7cf09cb5f2ed6dcc4910f204d2372.js"></script> <script type="text/javascript"> NVIDIAGDC.funcQueue.executeQueue(); //DTM code Execution //if(typeof _satellite !== "undefined"){ // _satellite.pageBottom(); //} </script> <style> .unibrow-subnav{ position: relative; top: auto !important; } </style> <script> $(function(){ $(window).bind('load', function(){ var ubContainer=""; if(typeof t_ubContainer !== 'undefined' && t_ubContainer.length>0){ ubContainer = t_ubContainer; var cookieKey = ""; if(typeof t_cookieKey !== 'undefined' && t_cookieKey.length>0){ cookieKey = t_cookieKey } var 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