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# AMD Instinct Data Center GPU Documentation

The AMD Instinct Documentation site provides comprehensive guides and technical documentation for system administrators and technical users deploying AMD Instinct Data Center GPUs in enterprise environments. This site focuses on large-scale deployment, cluster management, monitoring, and operational best practices for both HPC and AI workloads. For API documentation and core software stack details, visit the [ROCm documentation](https://rocm.docs.amd.com).

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:::::::{tab-item} Computer Vision

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<a href=./vision/ai.html class="card-header-link">
  <h2 class="card-header">Models and applications</h2>
</a>
<p class="paragraph"> Design, develop, train, finetune, and infer your computer vision models on AMD Instinct GPUs.
</p>
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<a href=./vision/decode.html class="card-header-link">
  <h2 class="card-header">Image and video decoding</h2>
</a>
<p class="paragraph"> Decode a wide variety of image and video formats leveraging the speed of AMD Instinct GPUs.
</p>
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<a href=./vision/preprocess.html class="card-header-link">
  <h2 class="card-header">Image processing</h2>
</a>
<p class="paragraph"> Eliminate the image preprocessing bottleneck in your computer vision workloads with AMD Instinct GPUs.
</p>
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:::::::{tab-item} Data Science

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<a href=./data-science/index.html class="card-header-link">
  <h2 class="card-header">ROCm-DS</h2>
</a>
<p class="paragraph"> Accelerate your data science workloads with the AMD ROCm™ Data Science Toolkit (ROCm-DS).
</p>
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<a href=./data-science/hipDF.html class="card-header-link">
  <h2 class="card-header">hipDF</h2>
</a>
<p class="paragraph"> GPU Accelerated DataFrames to enhance your data manipulation and analysis tasks with AMD Instinct™ GPUs.
</p>
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<a href=./data-science/hipGRAPH.html class="card-header-link">
  <h2 class="card-header">hipGRAPH</h2>
</a>
<p class="paragraph"> Create, manipulate, and analyze complex networks and graphs on AMD Instinct™ GPUs.
</p>
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<a href=./data-science/hipVS.html class="card-header-link">
  <h2 class="card-header">hipVS</h2>
</a>
<p class="paragraph"> Accelerate a variety of vector search operations on AMD Instinct™ GPUs.
</p>
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<a href=./data-science/hipMM.html class="card-header-link">
  <h2 class="card-header">hipMM</h2>
</a>
<p class="paragraph"> Advanced memory management utilities for the various ROCm-DS libraries.
</p>
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<a href=./data-science/hipRAFT.html class="card-header-link">
  <h2 class="card-header">hipRAFT</h2>
</a>
<p class="paragraph"> Fundamental algorithms and primitives used by the various ROCm-DS libraries.
</p>
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<a href=./data-science/ROCmDS-Blogs.html class="card-header-link">
  <h2 class="card-header">Blogs</h2>
</a>
<p class="paragraph"> Browse blogs detailing how to accelerate your data science workloads on AMD Instinct™ GPUs.
</p>
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:::::::{tab-item} Finance

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<a href=./finance/index.html class="card-header-link">
  <h2 class="card-header">ROCm-Finance</h2>
</a>
<p class="paragraph"> Boost your financial workloads with the ROCm Toolkit for Finance (ROCm-Finance).
</p>
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<a href=./finance/xgboost.html class="card-header-link">
  <h2 class="card-header">XGBoost</h2>
</a>
<p class="paragraph"> General-purpose GPU gradient boosting. Start here for high-performance workloads for data-intensive applications.
</p>
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<a href=./finance/lightgbm.html class="card-header-link">
  <h2 class="card-header">LightGBM</h2>
</a>
<p class="paragraph"> Leaf-wise training is the way to go. LightGBM is a strong fit when sparsity abounds and dataset size drives the bottleneck.
</p>
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<a href=./finance/thundergbm.html class="card-header-link">
  <h2 class="card-header">ThunderGBM</h2>
</a>
<p class="paragraph"> GPU-oriented boosting for highly parallel, GPU-intensive training and simulation-style runs on high-dimensional datasets.
</p>
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<a href="https://github.com/ROCm/ROCm-Finance" class="card-header-link">
  <h2 class="card-header">GitHub</h2>
</a>
<p class="paragraph"> Source for all ROCm-Finance libraries on GitHub.
</p>
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<a href="https://github.com/ROCm/rocm-finance/tree/release/26.01/examples" class="card-header-link">
  <h2 class="card-header">Examples</h2>
</a>
<p class="paragraph"> Runnable examples on GitHub to explore the code.
</p>
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<a href=./finance/finance-blogs.html class="card-header-link">
  <h2 class="card-header">ROCm-Finance Blogs</h2>
</a>
<p class="paragraph"> Browse blogs detailing how to accelerate your finance workloads using gradient boosting on AMD Instinct GPUs.
</p>
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:::::::{tab-item} Life Science

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<a href=./life-science/index.html class="card-header-link">
  <h2 class="card-header">ROCm-LS</h2>
</a>
<p class="paragraph"> Accelerate your life science workloads with the ROCm Toolkit for Life Science (ROCm-LS).
</p>
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<a href=./life-science/hipCIM.html class="card-header-link">
  <h2 class="card-header">hipCIM</h2>
</a>
<p class="paragraph"> Run image processing and computer vision workloads on N-dimensional images for medical imaging workloads on AMD Instinct™ GPUs.
</p>
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<a href=./life-science/MONAI.html class="card-header-link">
  <h2 class="card-header">MONAI</h2>
</a>
<p class="paragraph"> Train and deploy AI and computer vision models for medical imaging use cases on AMD Instinct™ GPUs.
</p>
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<a href=./life-science/ROCmLS-Blogs.html class="card-header-link">
  <h2 class="card-header">Blogs</h2>
</a>
<p class="paragraph"> Browse blogs detailing how to accelerate your life science workloads on AMD Instinct™ GPUs.
</p>
:::

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:::::::{tab-item} Simulation & Modelling Apps
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<a href="isv-apps/ansys-fluent.html" class="card-header-link">
  <h2 class="card-header">Ansys Fluent</h2>
</a>
<p class="paragraph"> Ansys Fluent is a computational fluid dynamics (CFD) software that leverages AMD GPU acceleration through ROCm for high-performance simulations. The AMD partnership enables exascale-ready CFD solutions for complex engineering challenges.
</p>
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<a href="isv-apps\ansys-mechanical.html" class="card-header-link">
  <h2 class="card-header">Ansys Mechanical</h2>
</a>
<p class="paragraph"> Ansys Mechanical 2023R2+ supports MI200
</p>
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<a href="isv-apps\cadence-fidelity.html" class="card-header-link">
  <h2 class="card-header">Cadence Fidelity LES Solver</h2>
</a>
<p class="paragraph">Fidelity LES Solver supports MI200.
</p>
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<a href="isv-apps\devito.html" class="card-header-link">
  <h2 class="card-header">Devito Codes DevitoPRO</h2>
</a>
<p class="paragraph">DevitoPRO 4.8.2+ supports MI200 and MI300X.
</p>
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<a href="isv-apps\siemens.html" class="card-header-link">
  <h2 class="card-header">Siemens Simcenter STAR-CCM+</h2>
</a>
<p class="paragraph">Simcenter STAR-CCM+ 2402+ supports MI200.
</p>
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<a href="isv-apps\stone-ridge.html" class="card-header-link">
  <h2 class="card-header">Stone Ridge Technology ECHELON</h2>
</a>
<p class="paragraph">ECHELON 2023.3+ supports MI200.
</p>
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<a href="simulation\gsplat.html" class="card-header-link">
  <h2 class="card-header">GSplat</h2>
</a>
<p class="paragraph">Render 3D scenes and models with Gaussian splatting on MI300X.
</p>
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::::::::::{dropdown} System Administrators
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:::::{tab-item} Bare Metal

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<a href="https://instinct.docs.amd.com/projects/amdgpu-docs/en/latest/" class="card-header-link">
  <h2 class="card-header">Instinct GPU Driver</h2>
</a>
<p class="paragraph">Install and configure the GPU. Learn about logging including error codes.</p>
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<a href="https://rocm.blogs.amd.com/software-tools-optimization/compute-memory-modes/README.html" class="card-header-link">
  <h2 class="card-header">GPU Partitioning</h2>
</a>
<p class="paragraph">Learn how to split the compute units and memory to partition a GPU.</p>
:::

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<a href="https://rocm.docs.amd.com/projects/amdsmi/en/latest/" class="card-header-link">
  <h2 class="card-header">AMD SMI</h2>
</a>
<p class="paragraph">The AMD System Management Interface (AMD SMI) library offers a unified tool for managing and monitoring GPUs, particularly in high-performance computing environments. It provides a user-space interface that allows applications to control GPU operations, monitor performance, and retrieve information about the system’s drivers and GPUs.</p>
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<a href="https://rocm.docs.amd.com/projects/ROCmValidationSuite/en/latest/" class="card-header-link">
  <h2 class="card-header">ROCmValidationSuite</h2>
</a>
<p class="paragraph">System validation and diagnosis</p>
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<a href="https://instinct.docs.amd.com/projects/system-acceptance/en/latest/" class="card-header-link">
  <h2 class="card-header">Instinct Customer Acceptance Guide</h2>
</a>
<p class="paragraph">Comprehensive guide for configuring, validating, benchmarking, and baselining AMD Instinct™ GPUs.</p>
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<a href="https://rocm.docs.amd.com/projects/cvs/en/latest/index.html" class="card-header-link">
  <h2 class="card-header">Cluster Validation Suite</h2>
</a>
<p class="paragraph">CVS is a collection of test scripts that validate AMD AI clusters.</p>
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:::::{tab-item} Containers and Orchestration Tools

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<a href="https://instinct.docs.amd.com/projects/gpu-operator/en/latest/" class="card-header-link">
  <h2 class="card-header">GPU Operator</h2>
</a>
<p class="paragraph">The AMD GPU Operator simplifies the deployment and management of AMD Instinct GPU accelerators within Kubernetes clusters.</p>
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<a href="https://instinct.docs.amd.com/projects/network-operator/en/main/" class="card-header-link">
  <h2 class="card-header">Network Operator</h2>
</a>
<p class="paragraph">Network Operator simplifies the use of AMD AINICs in Kubernetes environments.</p>
:::

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<a href="https://instinct.docs.amd.com/projects/k8s-device-plugin/en/latest/" class="card-header-link">
  <h2 class="card-header">Device Plugin</h2>
</a>
<p class="paragraph">Kubernetes (k8s) device plugin to enable registration of AMD GPU to a container cluster</p>
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<a href="https://instinct.docs.amd.com/projects/device-metrics-exporter/en/latest/" class="card-header-link">
  <h2 class="card-header">Device Metrics Exporter</h2>
</a>
<p class="paragraph">The AMD Device Metrics Exporter enables Prometheus-format metrics collection for AMD GPUs in HPC and AI environments. </p>
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<a href="https://instinct.docs.amd.com/projects/container-toolkit/en/latest/" class="card-header-link">
  <h2 class="card-header">AMD Container Toolkit</h2>
</a>
<p class="paragraph">The AMD Container Toolkit enables seamless integration of AMD Instinct GPUs with Docker, offering streamlined GPU access, enhanced container runtime support, and optimized performance for ML and HPC workloads.</p>
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:::::{tab-item} Cluster Management

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<a href="https://account.amd.com/en/forms/registration/enterpriseai-ea.html" class="card-header-link">
  <h2 class="card-header">Enterprise AI</h2>
</a>
<p class="paragraph">Tools to help enterprise customers address the growing need for AI infrastructure management.</p>
:::

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<a href="https://amdresearch.github.io/omnistat/" class="card-header-link">
  <h2 class="card-header">Omnistat</h2>
</a>
<p class="paragraph">Profile across the cluster.</p>
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<a href="https://instinct.docs.amd.com/projects/gpu-cluster-networking/en/latest/" class="card-header-link">
  <h2 class="card-header">Cluster Networking</h2>
</a>
<p class="paragraph">Optimize the network for Instinct GPU applications </p>
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:::::{tab-item} Cloud

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<a href="https://instinct.docs.amd.com/projects/instinct-azure/latest/" class="card-header-link">
  <h2 class="card-header">Instinct on Azure</h2>
</a>
<p class="paragraph">Get started with AMD Instinct on Azure</p>
:::

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:::::{tab-item} Virtualization

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<a href="https://instinct.docs.amd.com/projects/virt-drv/en/latest/" class="card-header-link">
  <h2 class="card-header">Instinct Virtualization Driver</h2>
</a>
<p class="paragraph">Explore the Virtualization Driver for Instinct GPUs.</p>
:::

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<a href="https://instinct.docs.amd.com/projects/amd-smi-virt/en/latest/" class="card-header-link">
  <h2 class="card-header">AMD SMI Documentation</h2>
</a>
<p class="paragraph">AMD SMI LIB enables you to manage and monitor AMD Virtualization Enabled GPUs.</p>
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::::::::

::::::::::

::::::::::{dropdown} Common Reference
:open:

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<a href=./gpu-arch/gpu-arch.html class="card-header-link">
  <h2 class="card-header">Instinct Micro-architecture</h2>
</a>
<p class="paragraph">Review hardware aspects of the AMD Instinct™ MI350, MI300, MI200 and MI100 series of GPU accelerators.</p>
:::::

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<a href="https://rocm.docs.amd.com/projects/amdsmi/en/latest/index.html" class="card-header-link">
  <h2 class="card-header">AMD SMI API Doc</h2>
</a>
<p class="paragraph">AMD SMI documentation covering all use cases.</p>
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<a href="https://rocm.docs.amd.com/projects/HIP/en/latest/index.html" class="card-header-link">
  <h2 class="card-header">HIP C++</h2>
</a>
<p class="paragraph">Learn about HIP programming model.</p>
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<a href="https://rocm.docs.amd.com/projects/llvm-project/en/latest/conceptual/openmp.html" class="card-header-link">
  <h2 class="card-header">OpenMP</h2>
</a>
<p class="paragraph">Explore the OpenMP programming model.</p>
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<a href="https://docs.amd.com/v/u/en-US/ug1729-amd-instinct-accelerators" class="card-header-link">
  <h2 class="card-header">AMD Technical Information Portal</h2>
</a>
<p class="paragraph"> Additional NDA technical documentation, software, and design collateral for AMD Instinct products;
Login Required </p>
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