Hopper GPU Architecture

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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 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</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 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 class="mobile-menu-container 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href="https://www.nvidia.com/en-us/data-center/get-dgx/" target="_self" class="brand-nav-link">Get DGX</a></li> </ul></li> <li><a>NVIDIA-Certified Systems</a> <ul class="submenu"> <li class="menu-title"><a>NVIDIA-Certified Systems</a></li>  <li><a href="https://www.nvidia.com/en-us/data-center/products/certified-systems/" class="overview">Overview</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/products/egx/" target="_self" class="brand-nav-link">EGX</a></li> <li><a href="https://www.nvidia.com/en-us/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>Grace CPU</a> <ul class="submenu"> <li class="menu-title"><a>Grace CPU</a></li>  <li><a href="https://www.nvidia.com/en-us/data-center/grace-cpu/" class="overview">Overview</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/gb200-nvl72/" target="_self" class="brand-nav-link">NVIDIA GB200 NVL72</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/grace-cpu-superchip/" target="_self" class="brand-nav-link">Grace CPU Superchip</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/grace-hopper-superchip/" target="_self" class="brand-nav-link">Grace Hopper Superchip</a></li> </ul></li> <li><a>BlueField DPUs and SuperNICs</a> <ul class="submenu"> <li class="menu-title"><a>BlueField DPUs and SuperNICs</a></li>  <li><a href="https://www.nvidia.com/en-us/networking/products/data-processing-unit/" class="overview">Overview</a></li> <li><a href="https://www.nvidia.com/en-us/launchpad/infra-optimization/experience-vmware-vsphere-distributed-services-engine-on-bluefield-2-dpu/" target="_self" class="brand-nav-link">Try vSphere on BlueField</a></li> </ul></li> <li><a href="https://www.nvidia.com/en-us/data-center/where-to-buy/" target="_self" class="brand-nav-link">Where to Buy</a></li> <li><a href="https://www.nvidia.com/en-us/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-us/omniverse/platform/ovx/" target="_self" class="brand-nav-link">NVIDIA OVX</a></li> </ul></li> <li><a>Data Center GPUs</a> <ul class="submenu"> <li class="menu-title"><a>Data Center GPUs</a></li>  <li><a href="https://www.nvidia.com/en-us/data-center/gb200-nvl72/" target="_self" class="brand-nav-link">GB200 NVL72</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/hgx/" target="_self" class="brand-nav-link">HGX</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/h200/" target="_self" class="brand-nav-link">H200</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/h100/" target="_self" class="brand-nav-link">H100</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/l4/" target="_self" class="brand-nav-link">L4</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/l40s/" target="_self" class="brand-nav-link">L40S</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/l40/" target="_self" class="brand-nav-link">L40</a></li> <li><a href="https://resources.nvidia.com/l/en-us-gpu" target="_self" class="brand-nav-link">All GPUs</a></li> <li><a href="https://docs.nvidia.com/data-center-gpu/line-card.pdf" target="_self" class="brand-nav-link">Line Card</a></li> <li><a href="https://www.nvidia.com/en-us/data-center/data-center-gpus/gpu-test-drive/" target="_self" class="brand-nav-link">Test Drive</a></li> </ul></li> <li><a>Software</a> <ul class="submenu"> <li class="menu-title"><a>Software</a></li>  <li><a href="https://www.nvidia.com/en-us/data-center/software/" class="overview">Overview</a></li> <li><a>AI Enterprise Suite</a> <ul class="submenu"> <li class="menu-title"><a>AI Enterprise Suite</a></li>  <li><a href="https://www.nvidia.com/en-us/data-center/products/ai-enterprise/" 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lap-text-left tab-text-left mob-text-left"> <h3 class="title color-black h3 none">Second-Generation MIG</h3> <div class="description color-black body-text"><p>With Multi-Instance GPU (MIG), a GPU can be partitioned into several smaller, fully isolated instances with their own memory, cache, and compute cores. The Hopper architecture further enhances MIG by supporting multi-tenant, multi-user configurations in virtualized environments across up to seven GPU instances, securely isolating each instance with confidential computing at the hardware and hypervisor level. Dedicated video decoders for each MIG instance deliver secure, high-throughput intelligent video analytics (IVA) on shared infrastructure. And with Hopper’s concurrent MIG profiling, administrators can monitor right-sized GPU acceleration and optimize resource allocation for users.</p> <p>For researchers with smaller workloads, rather than renting a full CSP instance, they can elect to use MIG to securely isolate a portion of a GPU while being assured that their data is secure at rest, in transit, and at compute.</p></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"><div class="button parbase section"> <div class="text-left lap-text-left tab-text-left mob-text-left p-t-15 p-b-15 lap-p-t-15 lap-p-b-15 tab-p-t-15 tab-p-b-15 mob-p-t-15 mob-p-b-15 mobile-align "> <div class="noicon " > <a href='https://www.nvidia.com/en-us/technologies/multi-instance-gpu/' data-analytics="txt-manual:" data-title="" data-href='https://www.nvidia.com/en-us/technologies/multi-instance-gpu/' target="_self" class=' link-txt txt-manual brand-green regular-btn ' onclick='NVIDIAGDC.button.click(this, 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down into simpler subproblems. By storing the results of subproblems so that you don’t have to recompute them later, it reduces the time and complexity of exponential problem solving. Dynamic programming is commonly used in a broad range of use cases. For example, Floyd-Warshall is a route optimization algorithm that can be used to map the shortest routes for shipping and delivery fleets. The Smith-Waterman algorithm is used for DNA sequence alignment and protein folding applications.</p> <p>Hopper’s DPX instructions accelerate dynamic programming algorithms by 40X compared to traditional dual-socket CPU-only servers and by 7X compared to NVIDIA Ampere architecture GPUs. This leads to dramatically faster times in disease diagnosis, routing optimizations, and even graph analytics.</p></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"><div class="button parbase section"> <div class="text-left lap-text-left tab-text-left mob-text-left p-t-15 p-b-15 lap-p-t-15 lap-p-b-15 tab-p-t-15 tab-p-b-15 mob-p-t-15 mob-p-b-15 mobile-align "> <div class="noicon " > <a href='https://blogs.nvidia.com/blog/2022/03/22/nvidia-hopper-accelerates-dynamic-programming-using-dpx-instructions/' data-analytics="txt-manual:" data-title="" data-href='https://blogs.nvidia.com/blog/2022/03/22/nvidia-hopper-accelerates-dynamic-programming-using-dpx-instructions/' rel="noopener noreferrer" target="_blank" class=' link-txt txt-manual brand-green regular-btn ' onclick='NVIDIAGDC.button.click(this, $(this).data("href"),true, function() { ;return NVIDIAGDC.button.callbacks(this); }); return false;'><div class='btn'><span style="font-weight:700;">Learn More About 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