Tensor Cores: Versatility for HPC & AI

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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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href="https://www.nvidia.com/en-us/launchpad/infra-optimization/experience-vmware-vsphere-distributed-services-engine-on-bluefield-2-dpu/" target="_self" class="global-nav-link"><div class="title no-submenu">Try vSphere on BlueField</div></a></li> </ul></li> <li><a href="https://www.nvidia.com/en-us/data-center/where-to-buy/" target="_self" class="global-nav-link"><div class="title no-submenu">Where to Buy</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/data-center-gpus/gpu-test-drive/" target="_self" class="global-nav-link"><div class="title no-submenu">Test Drive</div></a></li> <li><a href="https://www.nvidia.com/en-us/omniverse/platform/ovx/" target="_self" class="global-nav-link"><div class="title no-submenu">NVIDIA OVX</div></a></li> <span class="nvArrow"></span> </ul> </div> <div class="sub-brand-item" >   <span class="sub-brand-link"> Data Center GPUs <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>  <ul class="dropdown-menu bullet" id="nav"> <li><a href="https://www.nvidia.com/en-us/data-center/gb200-nvl72/" target="_self" class="global-nav-link"><div class="title no-submenu">GB200 NVL72</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/hgx/" target="_self" class="global-nav-link"><div class="title no-submenu">HGX</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/h200/" target="_self" class="global-nav-link"><div class="title no-submenu">H200</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/h100/" target="_self" class="global-nav-link"><div class="title no-submenu">H100</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/l4/" target="_self" class="global-nav-link"><div class="title no-submenu">L4</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/l40s/" target="_self" class="global-nav-link"><div class="title no-submenu">L40S</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/l40/" target="_self" class="global-nav-link"><div class="title no-submenu">L40</div></a></li> <li><a href="https://resources.nvidia.com/l/en-us-gpu" target="_self" class="global-nav-link"><div class="title no-submenu">All GPUs</div></a></li> <li><a href="https://docs.nvidia.com/data-center-gpu/line-card.pdf" target="_self" class="global-nav-link"><div class="title no-submenu">Line Card</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/data-center-gpus/gpu-test-drive/" target="_self" class="global-nav-link"><div class="title no-submenu">Test Drive</div></a></li> <span class="nvArrow"></span> </ul> </div> <div class="sub-brand-item" >  <span class="sub-brand-link"> <a href="https://www.nvidia.com/en-us/data-center/software/" class="sub-brand-link">Software</a> <div class="ic-arrow-dropdown"> <svg xmlns="http://www.w3.org/2000/svg" width="24" 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class="title no-submenu">Trial</div></a></li> </ul></li> <li><a href="https://www.nvidia.com/en-us/data-center/base-command/" target="_self" class="global-nav-link"><div class="title no-submenu">Base Command</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/base-command/manager/" target="_self" class="global-nav-link"><div class="title no-submenu">Base Command Manager</div></a></li> <li><a href="https://www.nvidia.com/en-us/technologies/cuda-x/" target="_self" class="global-nav-link"><div class="title no-submenu">CUDA-X</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/dgx-cloud/" target="_self" class="global-nav-link"><div class="title no-submenu">DGX Cloud</div></a></li> <li><a href="https://www.nvidia.com/en-us/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-us/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" >   <span class="sub-brand-link"> Technologies <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>  <ul class="dropdown-menu bullet" id="nav"> <li><a href="https://www.nvidia.com/en-us/data-center/technologies/blackwell-architecture/" target="_self" class="global-nav-link"><div class="title no-submenu">NVIDIA Blackwell Architecture</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/technologies/hopper-architecture/" target="_self" class="global-nav-link"><div class="title no-submenu">NVIDIA Hopper Architecture</div></a></li> <li><a href="https://www.nvidia.com/en-us/design-visualization/ada-lovelace-architecture/" target="_self" class="global-nav-link"><div class="title no-submenu">NVIDIA Ada Lovelace Architecture</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/solutions/confidential-computing/" target="_self" class="global-nav-link"><div class="title no-submenu">Confidential Computing</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/nvlink-c2c/" target="_self" class="global-nav-link"><div class="title no-submenu">NVLink-C2C</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/nvlink/" target="_self" class="global-nav-link"><div class="title no-submenu">NVLink/NVSwitch</div></a></li> <li><a href="https://www.nvidia.com/en-us/data-center/tensor-cores/" 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target="_self" class="global-nav-link"><div class="title no-submenu">Training for IT Professionals</div></a></li> <li><a href="https://www.nvidia.com/gtc/" target="_self" class="global-nav-link"><div class="title no-submenu">GTC AI Conference</div></a></li> <li><a href="https://www.nvidia.com/en-us/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-us/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" > <a href="https://www.nvidia.com/en-us/launchpad/" target="_self" class="sub-brand-link">Get Started</a> </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-us/data-center/accelerated-computing-for-enterprise-it/">Accelerated Computing for Enterprise IT</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/gpu-cloud-computing/">Cloud Computing</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/colocation-partners/">Colocation</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/edge-computing/">Edge Computing</a> </li> <li><a href="https://www.nvidia.com/en-us/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-us/data-center/virtualization/">Virtualization</a> </li> <li><a href="https://www.nvidia.com/en-us/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-us/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-us/data-center/grace-cpu/">Grace CPU</a> </li> <li><a href="https://www.nvidia.com/en-us/networking/products/data-processing-unit/">BlueField DPUs and SuperNICs</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/where-to-buy/">Where to Buy</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/data-center-gpus/gpu-test-drive/">Test Drive</a> </li> <li><a href="https://www.nvidia.com/en-us/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-us/data-center/gb200-nvl72/">GB200 NVL72</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/hgx/">HGX</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/h200/">H200</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/h100/">H100</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/l4/">L4</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/l40s/">L40S</a> </li> <li><a href="https://www.nvidia.com/en-us/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-us/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-us/data-center/products/ai-enterprise/">AI Enterprise Suite</a> </li> <li><a href="https://www.nvidia.com/en-us/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-us/technologies/cuda-x/">CUDA-X</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/dgx-cloud/">DGX Cloud</a> </li> <li><a href="https://www.nvidia.com/en-us/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-us/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-us/data-center/technologies/blackwell-architecture/">NVIDIA Blackwell Architecture</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/technologies/hopper-architecture/">NVIDIA Hopper Architecture</a> </li> <li><a href="https://www.nvidia.com/en-us/design-visualization/ada-lovelace-architecture/">NVIDIA Ada Lovelace Architecture</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/solutions/confidential-computing/">Confidential Computing</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/nvlink-c2c/">NVLink-C2C</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/nvlink/">NVLink/NVSwitch</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/tensor-cores/">Tensor Cores</a> </li> <li><a href="https://www.nvidia.com/en-us/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-us/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-us/data-center/sustainable-computing/energy-efficiency-calculator/">Energy Efficiency Calculator</a> </li> <li><a href="https://www.nvidia.com/en-us/gpu-cloud/">NVIDIA NGC</a> </li> <li><a href="https://www.nvidia.com/en-us/training/">Technical Training</a> </li> <li><a href="https://academy.nvidia.com/en/">Training for IT Professionals</a> </li> <li><a href="https://www.nvidia.com/gtc/">GTC AI Conference</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/data-center-gpus/tesla-qualified-servers-catalog/">Qualified Server Catalog</a> </li> <li><a href="https://www.nvidia.com/en-us/data-center/where-to-buy/">Where to Buy</a> </li> </ul> </li> <li class="more-element hide"> <a href="https://www.nvidia.com/en-us/launchpad/">Get Started</a> </li> <span class="nvArrow"></span> </ul> </div> </div> <div class="brand-nav-right ">  <a href="#" class="ic-menu unsubset" title="Menu"> <svg id="menu-icon" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 24 24"> <line id="menu-line-top" class="menu-line" x1="1" y1="6" x2="23" y2="6" stroke-width="2.4" vector-effect="non-scaling-stroke" /> <line id="menu-line-mid" class="menu-line" x1="1" y1="12" x2="23" y2="12" stroke-width="2.4" vector-effect="non-scaling-stroke" /> <line id="menu-line-bot" class="menu-line" x1="1" y1="18" x2="23" y2="18" stroke-width="2.4" vector-effect="non-scaling-stroke" /> </svg> </a> </div> </div> <div style="opacity: 0;" class="lightbox-background tablet-only hide"></div> <div 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With direct support in native frameworks via <a href="https://www.nvidia.com/en-us/technologies/cuda-x/">CUDA-X™ libraries</a>, implementation is automatic, which dramatically slashes training-to-convergence times while maintaining accuracy. </p> </div> </div> </div> </div> </div> <div class="nv-teaser teaser"> <div id="nv-teaser-b78a3764ae" class="cmp-teaser " data-title-style="manual" data-rendition-thumbnail.140.100="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-deep-learning-inference-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.thumbnail.140.100.png" data-rendition-thumbnail.48.48="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-deep-learning-inference-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.thumbnail.48.48.png" data-rendition-original="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-deep-learning-inference-3c33-d@2x.jpg" data-rendition-web.1280.1280="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-deep-learning-inference-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.web.1280.1280.jpeg" data-rendition-thumbnail.319.319="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-deep-learning-inference-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.thumbnail.319.319.png"> <div class="nv-teaser--holder"> <div class="cmp-teaser__image" data-type="renditionUpload" data-alt="Breakthrough Inference" data-altValueFromDAM="false"> <div data-cmp-is="nv-image" data-cmp-lazy data-cmp-lazythreshold="300" data-cmp-src="/content/nvidiaGDC/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_1763953440/nv_teaser.coreimg.100{.width}.jpeg/1710767858266/nvidia-deep-learning-inference-3c33-d-2x.jpeg" data-cmp-widths="190,410,630,850,1070,1290" data-asset="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-deep-learning-inference-3c33-d@2x.jpg" data-title="Breakthrough Inference" class="cmp-image " itemscope itemtype="http://schema.org/ImageObject" data-cmp-type="renditionUpload"> <noscript data-cmp-hook-image="noscript"> <img src="/content/nvidiaGDC/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_1763953440/nv_teaser.coreimg.jpeg/1710767858266/nvidia-deep-learning-inference-3c33-d-2x.jpeg" class="cmp-image__image" itemprop="contentUrl" data-cmp-hook-image="image" alt="Breakthrough Inference" title="Breakthrough Inference" data-analytics="nv-image-b78a3764ae"/> </noscript> </div> </div> </div> <div class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="cmp-teaser__title h--smaller" data-titlerow="One" data-titlerowlaptop="One" data-titlerowtablet="One"> Breakthrough Inference </h3> <div class="cmp-teaser__description"> <p>Achieving low latency at high throughput while maximizing utilization is the most important performance requirement of deploying inference reliably. The NVIDIA Blackwell architecture’s second-generation Transformer Engine delivers exceptional performance and also has the versatility to accelerate diverse multi-trillion-parameter generative AI models. </p> <p>Tensor Cores has enabled NVIDIA to win <a href="https://www.nvidia.com/en-us/data-center/resources/mlperf-benchmarks/">MLPerf industry-wide benchmarks</a> for inference.</p> </div> </div> </div> </div> </div> <div class="nv-teaser teaser"> <div id="nv-teaser-14059c7116" class="cmp-teaser " data-title-style="manual" data-rendition-thumbnail.140.100="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-hpc-climate-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.thumbnail.140.100.png" data-rendition-thumbnail.48.48="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-hpc-climate-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.thumbnail.48.48.png" data-rendition-original="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-hpc-climate-3c33-d@2x.jpg" data-rendition-web.1280.1280="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-hpc-climate-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.web.1280.1280.jpeg" data-rendition-thumbnail.319.319="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-hpc-climate-3c33-d@2x.jpg/jcr:content/renditions/cq5dam.thumbnail.319.319.png"> <div class="nv-teaser--holder"> <div class="cmp-teaser__image" data-type="renditionUpload" data-alt="Advanced HPC" data-altValueFromDAM="false"> <div data-cmp-is="nv-image" data-cmp-lazy data-cmp-lazythreshold="300" data-cmp-src="/content/nvidiaGDC/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_1763953440/nv_teaser_copy.coreimg.100{.width}.jpeg/1710767858284/nvidia-hpc-climate-3c33-d-2x.jpeg" data-cmp-widths="190,410,630,850,1070,1290" data-asset="/content/dam/en-zz/Solutions/Data-Center/tensorcore/nvidia-hpc-climate-3c33-d@2x.jpg" data-title="Advanced HPC" class="cmp-image " itemscope itemtype="http://schema.org/ImageObject" data-cmp-type="renditionUpload"> <noscript data-cmp-hook-image="noscript"> <img src="/content/nvidiaGDC/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_1763953440/nv_teaser_copy.coreimg.jpeg/1710767858284/nvidia-hpc-climate-3c33-d-2x.jpeg" class="cmp-image__image" itemprop="contentUrl" data-cmp-hook-image="image" alt="Advanced HPC" title="Advanced HPC" data-analytics="nv-image-14059c7116"/> </noscript> </div> </div> </div> <div class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="cmp-teaser__title h--smaller" data-titlerow="One" data-titlerowlaptop="One" data-titlerowtablet="One"> Advanced HPC </h3> <div class="cmp-teaser__description"> <p>HPC is a fundamental pillar of modern science. To unlock next-generation discoveries, scientists use simulations to better understand complex molecules for drug discovery, physics for potential sources of energy, and atmospheric data to better predict and prepare for extreme weather patterns. NVIDIA Tensor Cores offer a full range of precisions, including FP64, to accelerate scientific computing with the highest accuracy needed.</p> <p>The <a href="https://developer.nvidia.com/hpc-sdk" target="_blank">HPC SDK</a> provides the essential compilers, libraries, and tools for developing HPC applications for the NVIDIA platform.</p> </div> </div> </div> </div> </div> </div> </div> </div> <div class="nv-container container responsivegrid nv-container--theme-dark aem-GridColumn aem-GridColumn--default--12"> <div id="blackwell" class="p-t-75 p-b-75 lap-p-t-75 lap-p-b-75 tab-p-t-45 tab-p-b-45 mob-p-t-45 mob-p-b-45 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" data-cmp-breadcrumbColor="none" style="background-color:#000000;"> <div class="general-container"> <div class="aem-Grid aem-Grid--12 aem-Grid--tablet--12 aem-Grid--default--12 aem-Grid--phone--12 "> <div class="nv-title text h--medium aem-GridColumn aem-GridColumn--default--12"> <div id="nv-title-31e7d5a5e3" class="general-container-text "> <div class="text-center lap-text-center tab-text-center mob-text-center"> <h2 class="title "> NVIDIA Blackwell Tensor Cores </h2> </div> </div> </div> <div class="nv-title text h--small aem-GridColumn aem-GridColumn--default--12"> <div id="nv-title-5531bcdab4" class="general-container-text "> <div class="text-center lap-text-center tab-text-center mob-text-center"> <h3 class="title "> Fifth Generation </h3> </div> </div> </div> <div class="nv-text text aem-GridColumn--tablet--12 aem-GridColumn--offset--tablet--0 aem-GridColumn--default--none aem-GridColumn--phone--none aem-GridColumn--phone--12 aem-GridColumn--tablet--none aem-GridColumn aem-GridColumn--default--10 aem-GridColumn--offset--phone--0 aem-GridColumn--offset--default--1"> <div id="nv-text-11f8d84727" class="general-container-text "> <div class="text-center lap-text-center tab-text-center mob-text-center"> <div class="description "> <p>The Blackwell architecture delivers a 30X speedup compared to the previous NVIDIA Hopper™ generation for massive models such as GPT-MoE-1.8T. This performance boost is made possible with the fifth-generation of Tensor Cores. Blackwell Tensor Cores add new precisions, including community-defined microscaling formats, giving better accuracy and ease of replacement for higher precisions. </p> </div> </div> </div> </div> <div class="nv-button button nv-button-text nv-button-caret aem-GridColumn aem-GridColumn--default--12"> <div class="nv-button-standard button-center button-lap-center button-tab-center button-mob-center"> <a id="nv-button-3edf314c00" class="btn-content btncta " target="_self" data-cmp-clickable="false " href="https://www.nvidia.com/en-us/data-center/technologies/blackwell-architecture/"> <span class="btn-text">Learn More About the NVIDIA Blackwell Architecture</span> </a> </div> </div> <div class="nv-separator separator aem-GridColumn aem-GridColumn--default--12"> <div id="nv-separator-62bed43c5a" class="cmp-separator"> <style> @media screen and (min-width:1350px){ #nv-separator-62bed43c5a{ height:30px; } } @media screen and (min-width:1024px) and (max-width:1349px){ #nv-separator-62bed43c5a{ height:30px; } } @media screen and (min-width:640px) and (max-width:1023px){ #nv-separator-62bed43c5a{ height:30px; } } @media screen and (max-width: 639px){ #nv-separator-62bed43c5a{ height:30px; } } </style> </div></div> <div class="nv-tabs tabs panelcontainer aem-GridColumn aem-GridColumn--default--12"> <div id="nv-tabs-945ea4e7f8" class="cmp-tabs tabs-layout " data-cmp-is="tabs" data-cmp-id="nv-tabs-945ea4e7f8"> <div class="nv-tabs__container"> <div class="nv-tabs__content"> </div> <ol role="tablist" class="nv-tabs__tablist" aria-multiselectable="false"> <div class="nv-tabs__line"></div> <li role="tab" id="tabs-945ea4e7f8-item-6d02eae98d-tab" class="cmp-tabs__tab nv-tabs__tab--active" aria-controls="tabs-945ea4e7f8-item-6d02eae98d-tabpanel" tabindex="0" data-cmp-hook-tabs="tab"> <div>New Precisions</div> </li> <li role="tab" id="tabs-945ea4e7f8-item-dbc5424027-tab" class="cmp-tabs__tab" aria-controls="tabs-945ea4e7f8-item-dbc5424027-tabpanel" tabindex="-1" data-cmp-hook-tabs="tab"> <div>Transformer Engine</div> </li> </ol> </div> <div id="tabs-945ea4e7f8-item-6d02eae98d-tabpanel" role="tabpanel" aria-labelledby="tabs-945ea4e7f8-item-6d02eae98d-tab" tabindex="0" class="cmp-tabs__tabpanel cmp-tabs__tabpanel--active" data-cmp-hook-tabs="tabpanel"><div class="nv-container container responsivegrid"> <div id="container-6d02eae98d" class=" " data-cmp-is="nv-container"> <div class="general-container"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="nv-separator separator aem-GridColumn aem-GridColumn--default--12"> <div id="nv-separator-e601b4dd03" class="cmp-separator"> <style> @media screen and (min-width:1350px){ #nv-separator-e601b4dd03{ height:15px; 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To meet these compute needs, Blackwell Tensor Cores support new quantization formats and precisions, including community-defined microscaling formats.</p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div id="tabs-945ea4e7f8-item-dbc5424027-tabpanel" role="tabpanel" aria-labelledby="tabs-945ea4e7f8-item-dbc5424027-tab" tabindex="0" class="cmp-tabs__tabpanel" data-cmp-hook-tabs="tabpanel"><div class="nv-container container responsivegrid"> <div id="container-dbc5424027" class=" " data-cmp-is="nv-container"> <div class="general-container"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="nv-separator separator aem-GridColumn aem-GridColumn--default--12"> <div id="nv-separator-765dd034ce" class="cmp-separator"> <style> @media screen and (min-width:1350px){ #nv-separator-765dd034ce{ height:15px; } } @media screen and (min-width:1024px) and (max-width:1349px){ #nv-separator-765dd034ce{ height:15px; } } @media screen and (min-width:640px) and (max-width:1023px){ #nv-separator-765dd034ce{ height:15px; } } @media screen and (max-width: 639px){ #nv-separator-765dd034ce{ height:15px; } } </style> </div></div> <div class="nv-container container responsivegrid aem-GridColumn aem-GridColumn--default--12"> <div id="container-8308bef3dd" 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 "> <div class="nv-image image"> <div data-cmp-is="nv-image" data-cmp-lazy data-cmp-lazythreshold="300" data-cmp-src="/content/nvidiaGDC/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_890825938/nv_tabs/item_1_copy_133264733/nv_container/nv_image.coreimg.100{.width}.jpeg/1710767859536/generative-ai-engine-ari-1920x1080.jpeg" data-cmp-widths="190,410,630,850,1070,1290" data-asset="/content/dam/en-zz/Solutions/Data-Center/tensorcore/generative-ai-engine-ari-1920x1080.jpg" data-title="Second-Generation Transformer Engine " id="nv-image-295536fb37" 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/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_890825938/nv_tabs/item_1_copy_133264733/nv_container/nv_image.coreimg.jpeg/1710767859536/generative-ai-engine-ari-1920x1080.jpeg" class="cmp-image__image" itemprop="contentUrl" data-cmp-hook-image="image" alt="Second-Generation Transformer Engine " title="Second-Generation Transformer Engine " data-analytics="nv-image-295536fb37"/> </noscript> </div> </div> <div class="nv-container container responsivegrid"> <div id="container-0f9340e695" class=" " data-cmp-is="nv-container"> <div class="general-container"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="nv-title text h--small aem-GridColumn aem-GridColumn--default--12"> <div id="nv-title-45af0170f5" class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title "> Second-Generation Transformer Engine </h3> </div> </div> </div> <div class="nv-text text aem-GridColumn aem-GridColumn--default--12"> <div id="nv-text-cc261c6e05" class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <div class="description "> <p>The second-generation Transformer Engine uses custom Blackwell Tensor Core technology combined with NVIDIA® TensorRT™-LLM and NeMo™ Framework innovations to accelerate inference and training for large language models (LLMs) and mixture-of-experts (MoE) models. The Transformer Engine is fueled by the Tensor Cores’ FP4 precision, doubling performance and efficiency while maintaining high accuracy for current and next-generation MoE models.</p> <p>The Transformer Engine works to democratize today’s LLMs with real-time performance. Enterprises can optimize business processes by deploying state-of-the-art generative AI models with affordable economics.</p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </div> </div> </div> </div> <div class="nv-container container responsivegrid aem-GridColumn aem-GridColumn--default--12"> <div id="hopper" class="p-t-75 p-b-75 lap-p-t-75 lap-p-b-75 tab-p-t-45 tab-p-b-45 mob-p-t-45 mob-p-b-45 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" data-cmp-breadcrumbColor="none"> <div class="general-container"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="nv-title text h--medium aem-GridColumn aem-GridColumn--default--12"> <div id="nv-title-0676b1ea10" class="general-container-text "> <div class="text-center lap-text-center tab-text-center mob-text-center"> <h2 class="title "> NVIDIA Hopper Architecture Tensor Cores </h2> </div> </div> </div> <div class="nv-separator separator aem-GridColumn aem-GridColumn--default--12"> <div id="nv-separator-b7d874e19f" class="cmp-separator"> <style> @media screen and (min-width:1350px){ #nv-separator-b7d874e19f{ height:30px; } } @media screen and (min-width:1024px) and (max-width:1349px){ #nv-separator-b7d874e19f{ height:30px; } } @media screen and (min-width:640px) and (max-width:1023px){ #nv-separator-b7d874e19f{ height:15px; } } @media screen and (max-width: 639px){ #nv-separator-b7d874e19f{ height:15px; } } </style> </div></div> <div class="nv-container container responsivegrid aem-GridColumn aem-GridColumn--default--12"> <div id="container-b6b9e3ac8c" 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-1 p-col-1 d-justify-left l-justify-left t-justify-left p-justify-left flex-align-top "> <div class="nv-image image"> <div data-cmp-is="nv-image" data-cmp-lazy data-cmp-lazythreshold="300" data-cmp-src="/content/nvidiaGDC/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_copy_co/nv_container_1167582/nv_image.coreimg.100{.width}.jpeg/1710767860063/tensor-core-fp8-ari.jpeg" data-cmp-widths="190,410,630,850,1070,1290" data-asset="/content/dam/en-zz/Solutions/Data-Center/tensorcore/tensor-core-fp8-ari.jpg" data-title="FP8 Tensor Cores" id="nv-image-f3162a64f4" 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/us/en_US/data-center/tensor-cores/_jcr_content/root/responsivegrid/nv_container_copy_co/nv_container_1167582/nv_image.coreimg.jpeg/1710767860063/tensor-core-fp8-ari.jpeg" class="cmp-image__image" itemprop="contentUrl" data-cmp-hook-image="image" alt="FP8 Tensor Cores" title="FP8 Tensor Cores" data-analytics="nv-image-f3162a64f4"/> </noscript> </div> </div> <div class="nv-container container responsivegrid"> <div id="container-83f6f1b6db" class=" " data-cmp-is="nv-container"> <div class="general-container"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="nv-title text h--small aem-GridColumn aem-GridColumn--default--12"> <div id="nv-title-40a5ac1f04" class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title "> Fourth Generation </h3> </div> </div> </div> <div class="nv-text text aem-GridColumn aem-GridColumn--default--12"> <div id="nv-text-518df510dc" class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <div class="description "> <p>Since the introduction of Tensor Core technology, NVIDIA Hopper GPUs have increased their peak performance by 60X, fueling the democratization of computing for AI and HPC. The NVIDIA Hopper architecture advances fourth-generation Tensor Cores with the Transformer Engine, using FP8 to deliver 6X higher performance over FP16 for trillion-parameter-model training. 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