# 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>
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<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>
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<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>
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<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>
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<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>
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<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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