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# Volcano vGPU User guide | ||
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## Prerequisites | ||
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The list of prerequisites for running the Volcano device plugin is described below: | ||
* NVIDIA drivers > 440 | ||
* nvidia-docker version > 2.0 (see how to [install](https://github.com/NVIDIA/nvidia-docker) and it's [prerequisites](https://github.com/nvidia/nvidia-docker/wiki/Installation-\(version-2.0\)#prerequisites)) | ||
* docker configured with nvidia as the [default runtime](https://github.com/NVIDIA/nvidia-docker/wiki/Advanced-topics#default-runtime). | ||
* Kubernetes version >= 1.16 | ||
* Volcano verison >= 1.9 | ||
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## Environment setup | ||
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### Install volcano | ||
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Refer to [Install Guide](../../installer/README.md) to install volcano. | ||
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After installed, update the scheduler configuration: | ||
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```shell script | ||
kubectl edit cm -n volcano-system volcano-scheduler-configmap | ||
``` | ||
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```yaml | ||
kind: ConfigMap | ||
apiVersion: v1 | ||
metadata: | ||
name: volcano-scheduler-configmap | ||
namespace: volcano-system | ||
data: | ||
volcano-scheduler.conf: | | ||
actions: "enqueue, allocate, backfill" | ||
tiers: | ||
- plugins: | ||
- name: priority | ||
- name: gang | ||
- name: conformance | ||
- plugins: | ||
- name: drf | ||
- name: deviceshare | ||
arguments: | ||
deviceshare.VGPUEnable: true # enable vgpu | ||
- name: predicates | ||
- name: proportion | ||
- name: nodeorder | ||
- name: binpack | ||
``` | ||
### Install Volcano device plugin | ||
Please refer to [volcano vgpu device plugin](https://github.com/Project-HAMi/volcano-vgpu-device-plugin?tab=readme-ov-file#enabling-gpu-support-in-kubernetes) | ||
### Verify environment is ready | ||
Check the node status, it is ok if `volcano.sh/vgpu-memory` and `volcano.sh/vgpu-number` are included in the allocatable resources. | ||
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```shell script | ||
$ kubectl get node {node name} -oyaml | ||
... | ||
status: | ||
addresses: | ||
- address: 172.17.0.3 | ||
type: InternalIP | ||
- address: volcano-control-plane | ||
type: Hostname | ||
allocatable: | ||
cpu: "4" | ||
ephemeral-storage: 123722704Ki | ||
hugepages-1Gi: "0" | ||
hugepages-2Mi: "0" | ||
memory: 8174332Ki | ||
pods: "110" | ||
volcano.sh/vgpu-memory: "89424" | ||
volcano.sh/vgpu-number: "8" # GPU resource | ||
capacity: | ||
cpu: "4" | ||
ephemeral-storage: 123722704Ki | ||
hugepages-1Gi: "0" | ||
hugepages-2Mi: "0" | ||
memory: 8174332Ki | ||
pods: "110" | ||
volcano.sh/vgpu-memory: "89424" | ||
volcano.sh/vgpu-number: "8" # GPU resource | ||
``` | ||
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### Running GPU Sharing Jobs | ||
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VGPU can be requested by both set "volcano.sh/vgpu-number" , "volcano.sh/vgpu-cores" and "volcano.sh/vgpu-memory" in resource.limit | ||
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```shell script | ||
$ cat <<EOF | kubectl apply -f - | ||
apiVersion: v1 | ||
kind: Pod | ||
metadata: | ||
name: gpu-pod1 | ||
spec: | ||
schedulerName: volcano | ||
containers: | ||
- name: cuda-container | ||
image: nvidia/cuda:9.0-devel | ||
command: ["sleep"] | ||
args: ["100000"] | ||
resources: | ||
limits: | ||
volcano.sh/vgpu-number: 2 # requesting 2 gpu cards | ||
volcano.sh/vgpu-memory: 3000 # (optinal)each vGPU uses 3G device memory | ||
volcano.sh/vgpu-cores: 50 # (optional)each vGPU uses 50% core | ||
EOF | ||
``` | ||
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You can validate device memory using nvidia-smi inside container: | ||
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 | ||
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> **WARNING:** *if you don't request GPUs when using the device plugin with NVIDIA images all | ||
> the GPUs on the machine will be exposed inside your container. | ||
> The number of vgpu used by a container can not exceed the number of gpus on that node.* | ||
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### Monitor | ||
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volcano-scheduler-metrics records every GPU usage and limitation, visit the following address to get these metrics. | ||
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``` | ||
curl {volcano scheduler cluster ip}:8080/metrics | ||
``` | ||
You can also collect the **GPU utilization**, **GPU memory usage**, **pods' GPU memory limitations** and **pods' GPU memory usage** metrics on nodes by visiting the following addresses: | ||
``` | ||
curl {volcano device plugin pod ip}:9394/metrics | ||
``` | ||
 | ||
# Issues and Contributing | ||
[Checkout the Contributing document!](CONTRIBUTING.md) | ||
* You can report a bug by [filing a new issue](https://github.com/Project-HAMi/volcano-vgpu-device-plugin) | ||
* You can contribute by opening a [pull request](https://help.github.com/articles/using-pull-requests/) |