Update device plugin documentation + related pages (#14331)
* Update device plugin docs for Kubernetes 1.14 & related pages This change is mainly about feature-state shortcodes & similar. (if there's a way to get the short version string, eg "1.14" rather than "v1.14", then that could go in place of the hard coded value in this commit). * Fix code block formatting eg code blocks incorrectly marked as: ```shell * Use glossary shortcodes where appropriate * Hyperlink to Prometheus * Tidy Markdown formatting * Change example vendor domain name Use a name inside ".example" to highlight that this is a DNS domain name. * Reword device plugins documentation * Tweak headings for device plugins * Add "what's next" to device plugins docs * Tweak wording for device plugins docs * Add KubeVirt device plugins
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Kubernetes Prow Robot
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@@ -6,31 +6,33 @@ content_template: templates/concept
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weight: 20
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---
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{{< feature-state state="beta" >}}
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{{% capture overview %}}
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Starting in version 1.8, Kubernetes provides a
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[device plugin framework](https://github.com/kubernetes/community/blob/master/contributors/design-proposals/resource-management/device-plugin.md)
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for vendors to advertise their resources to the kubelet without changing Kubernetes core code.
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Instead of writing custom Kubernetes code, vendors can implement a device plugin that can
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be deployed manually or as a DaemonSet. The targeted devices include GPUs,
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High-performance NICs, FPGAs, InfiniBand, and other similar computing resources
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that may require vendor specific initialization and setup.
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{{< feature-state for_k8s_version="v1.10" state="beta" >}}
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Kubernetes provides a [device plugin framework](https://github.com/kubernetes/community/blob/master/contributors/design-proposals/resource-management/device-plugin.md)
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that you can use to advertise system hardware resources to the
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{{< glossary_tooltip term_id="kubelet" >}}.
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Instead of customising the code for Kubernetes itself, vendors can implement a
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device plugin that you deploy either manually or as a {{< glossary_tooltip term_id="daemonset" >}}.
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The targeted devices include GPUs, high-performance NICs, FPGAs, InfiniBand adapters,
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and other similar computing resources that may require vendor specific initialization
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and setup.
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{{% /capture %}}
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{{% capture body %}}
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## Device plugin registration
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The device plugins feature is gated by the `DevicePlugins` feature gate which
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is disabled by default before 1.10. When the device plugins feature is enabled,
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the kubelet exports a `Registration` gRPC service:
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The kubelet exports a `Registration` gRPC service:
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```gRPC
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service Registration {
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rpc Register(RegisterRequest) returns (Empty) {}
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}
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```
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A device plugin can register itself with the kubelet through this gRPC service.
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During the registration, the device plugin needs to send:
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@@ -38,15 +40,15 @@ During the registration, the device plugin needs to send:
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* The Device Plugin API version against which it was built.
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* The `ResourceName` it wants to advertise. Here `ResourceName` needs to follow the
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[extended resource naming scheme](/docs/concepts/configuration/manage-compute-resources-container/#extended-resources)
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as `vendor-domain/resource`.
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For example, an Nvidia GPU is advertised as `nvidia.com/gpu`.
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as `vendor-domain/resourcetype`.
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(For example, an NVIDIA GPU is advertised as `nvidia.com/gpu`.)
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Following a successful registration, the device plugin sends the kubelet the
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list of devices it manages, and the kubelet is then in charge of advertising those
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resources to the API server as part of the kubelet node status update.
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For example, after a device plugin registers `vendor-domain/foo` with the kubelet
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For example, after a device plugin registers `hardware-vendor.example/foo` with the kubelet
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and reports two healthy devices on a node, the node status is updated
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to advertise 2 `vendor-domain/foo`.
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to advertise that the node has 2 “Foo” devices installed and available.
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Then, users can request devices in a
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[Container](/docs/reference/generated/kubernetes-api/{{< param "version" >}}/#container-v1-core)
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@@ -55,10 +57,11 @@ specification as they request other types of resources, with the following limit
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* Extended resources are only supported as integer resources and cannot be overcommitted.
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* Devices cannot be shared among Containers.
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Suppose a Kubernetes cluster is running a device plugin that advertises resource `vendor-domain/resource`
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on certain nodes, here is an example user pod requesting this resource:
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Suppose a Kubernetes cluster is running a device plugin that advertises resource `hardware-vendor.example/foo`
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on certain nodes. Here is an example of a pod requesting this resource to run a demo workload:
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```yaml
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---
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apiVersion: v1
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kind: Pod
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metadata:
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@@ -69,7 +72,14 @@ spec:
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image: k8s.gcr.io/pause:2.0
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resources:
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limits:
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vendor-domain/resource: 2 # requesting 2 vendor-domain/resource
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hardware-vendor.example/foo: 2
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#
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# This Pod needs 2 of the hardware-vendor.example/foo devices
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# and can only schedule onto a Node that's able to satisfy
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# that need.
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#
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# If the Node has more than 2 of those devices available, the
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# remainder would be available for other Pods to use.
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```
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## Device plugin implementation
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@@ -107,6 +117,8 @@ If the operations succeed, the device plugin returns an `AllocateResponse` that
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runtime configurations for accessing the allocated devices. The kubelet passes this information
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to the container runtime.
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### Handling kubelet restarts
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A device plugin is expected to detect kubelet restarts and re-register itself with the new
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kubelet instance. In the current implementation, a new kubelet instance deletes all the existing Unix sockets
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under `/var/lib/kubelet/device-plugins` when it starts. A device plugin can monitor the deletion
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@@ -114,37 +126,44 @@ of its Unix socket and re-register itself upon such an event.
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## Device plugin deployment
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A device plugin can be deployed manually or as a DaemonSet. Being deployed as a DaemonSet has
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the benefit that Kubernetes can restart the device plugin if it fails.
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Otherwise, an extra mechanism is needed to recover from device plugin failures.
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You can deploy a device plugin as a DaemonSet, as a package for your node's operating system,
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or manually.
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The canonical directory `/var/lib/kubelet/device-plugins` requires privileged access,
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so a device plugin must run in a privileged security context.
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If a device plugin is running as a DaemonSet, `/var/lib/kubelet/device-plugins`
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must be mounted as a
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[Volume](/docs/reference/generated/kubernetes-api/{{< param "version" >}}/#volume-v1-core)
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If you're deploying a device plugin as a DaemonSet, `/var/lib/kubelet/device-plugins`
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must be mounted as a {{< glossary_tooltip term_id="volume" >}}
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in the plugin's
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[PodSpec](/docs/reference/generated/kubernetes-api/{{< param "version" >}}/#podspec-v1-core).
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Kubernetes device plugin support is in beta. As development continues, its API version can
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change. We recommend that device plugin developers do the following:
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If you choose the DaemonSet approach you can rely on Kubernetes to: place the device plugin's
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Pod onto Nodes, to restart the daemon Pod after failure, and to help automate upgrades.
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## API compatibility
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Kubernetes device plugin support is in beta. The API may change before stabilization,
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in incompatible ways. As a project, Kubernetes recommends that device plugin developers:
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* Watch for changes in future releases.
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* Support multiple versions of the device plugin API for backward/forward compatibility.
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If you enable the DevicePlugins feature and run device plugins on nodes that need to be upgraded to
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a Kubernetes release with a newer device plugin API version, upgrade your device plugins
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to support both versions before upgrading these nodes to
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to support both versions before upgrading these nodes. Taking that approach will
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ensure the continuous functioning of the device allocations during the upgrade.
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## Monitoring Device Plugin Resources
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In order to monitor resources provided by device plugins, monitoring agents need to be able to
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discover the set of devices that are in-use on the node and obtain metadata to describe which
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container the metric should be associated with. Prometheus metrics exposed by device monitoring
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agents should follow the
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[Kubernetes Instrumentation Guidelines](https://github.com/kubernetes/community/blob/master/contributors/devel/sig-instrumentation/instrumentation.md),
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which requires identifying containers using `pod`, `namespace`, and `container` prometheus labels.
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The kubelet provides a gRPC service to enable discovery of in-use devices, and to provide metadata
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{{< feature-state for_k8s_version="v1.13" state="alpha" >}}
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In order to monitor resources provided by device plugins, monitoring agents need to be able to
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discover the set of devices that are in-use on the node and obtain metadata to describe which
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container the metric should be associated with. [Prometheus](https://prometheus.io/) metrics
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exposed by device monitoring agents should follow the
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[Kubernetes Instrumentation Guidelines](https://github.com/kubernetes/community/blob/master/contributors/devel/sig-instrumentation/instrumentation.md),
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identifying containers using `pod`, `namespace`, and `container` prometheus labels.
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The kubelet provides a gRPC service to enable discovery of in-use devices, and to provide metadata
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for these devices:
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```gRPC
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@@ -155,31 +174,36 @@ service PodResourcesLister {
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}
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```
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The gRPC service is served over a unix socket at `/var/lib/kubelet/pod-resources/kubelet.sock`.
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Monitoring agents for device plugin resources can be deployed as a daemon, or as a DaemonSet.
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The canonical directory `/var/lib/kubelet/pod-resources` requires privileged access, so monitoring
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agents must run in a privileged security context. If a device monitoring agent is running as a
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DaemonSet, `/var/lib/kubelet/pod-resources` must be mounted as a
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[Volume](/docs/reference/generated/kubernetes-api/{{< param "version" >}}/#volume-v1-core)
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in the plugin's
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The gRPC service is served over a unix socket at `/var/lib/kubelet/pod-resources/kubelet.sock`.
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Monitoring agents for device plugin resources can be deployed as a daemon, or as a DaemonSet.
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The canonical directory `/var/lib/kubelet/pod-resources` requires privileged access, so monitoring
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agents must run in a privileged security context. If a device monitoring agent is running as a
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DaemonSet, `/var/lib/kubelet/pod-resources` must be mounted as a
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{{< glossary_tooltip term_id="volume" >}} in the plugin's
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[PodSpec](/docs/reference/generated/kubernetes-api/{{< param "version" >}}/#podspec-v1-core).
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Support for the "PodResources service" is in beta, and is enabled by default.
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## Examples
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## Device plugin examples {#examples}
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For examples of device plugin implementations, see:
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Here are some examples of device plugin implementations:
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* The official [NVIDIA GPU device plugin](https://github.com/NVIDIA/k8s-device-plugin)
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* Requires [nvidia-docker 2.0](https://github.com/NVIDIA/nvidia-docker) which allows you to run GPU enabled docker containers.
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* A detailed guide on how to [schedule NVIDIA GPUs](/docs/tasks/manage-gpus/scheduling-gpus) on k8s.
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* The [NVIDIA GPU device plugin for COS base OS](https://github.com/GoogleCloudPlatform/container-engine-accelerators/tree/master/cmd/nvidia_gpu)
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* The [AMD GPU device plugin](https://github.com/RadeonOpenCompute/k8s-device-plugin)
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* The [Intel device plugins](https://github.com/intel/intel-device-plugins-for-kubernetes) for Intel GPU, FPGA and QuickAssist devices
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* The [KubeVirt device plugins](https://github.com/kubevirt/kubernetes-device-plugins) for hardware-assisted virtualization
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* The [NVIDIA GPU device plugin](https://github.com/NVIDIA/k8s-device-plugin)
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* Requires [nvidia-docker](https://github.com/NVIDIA/nvidia-docker) 2.0, which allows you to run GPU-enabled Docker containers.
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* The [NVIDIA GPU device plugin for Container-Optimized OS](https://github.com/GoogleCloudPlatform/container-engine-accelerators/tree/master/cmd/nvidia_gpu)
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* The [RDMA device plugin](https://github.com/hustcat/k8s-rdma-device-plugin)
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* The [Solarflare device plugin](https://github.com/vikaschoudhary16/sfc-device-plugin)
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* The [AMD GPU device plugin](https://github.com/RadeonOpenCompute/k8s-device-plugin)
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* The [SRIOV Network device plugin](https://github.com/intel/sriov-network-device-plugin)
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* The [Intel device plugins](https://github.com/intel/intel-device-plugins-for-kubernetes) for GPU, FPGA and QuickAssist devices
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* The [SR-IOV Network device plugin](https://github.com/intel/sriov-network-device-plugin)
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* The [Xilinx FPGA device plugins](https://github.com/Xilinx/FPGA_as_a_Service/tree/master/k8s-fpga-device-plugin/trunk) for Xilinx FPGA devices
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{{% /capture %}}
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{{% capture whatsnext %}}
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* Learn about [scheduling GPU resources](/docs/tasks/manage-gpus/scheduling-gpus/) using device plugins
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* Learn about [advertising extended resources](/docs/tasks/administer-cluster/extended-resource-node/) on a node
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* Read about using [hardware acceleration for TLS ingress](https://kubernetes.io/blog/2019/04/24/hardware-accelerated-ssl-tls-termination-in-ingress-controllers-using-kubernetes-device-plugins-and-runtimeclass/) with Kubernetes
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{{% /capture %}}
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