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Merge pull request #26 from bobtiji/main
Adding DCGM and Nvidia-SMI to list of exporters
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Christian
GitHub
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# Prerequisite
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NVIDIA container toolkit
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sudo apt -y install build-essential nvidia-cuda-toolkit nvidia-headless-495 nvidia-utils-495 libnvidia-encode-495 \
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&& distribution=$(. /etc/os-release;echo $ID$VERSION_ID) \
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&& curl -s -L https://nvidia.github.io/nvidia-docker/gpgkey | sudo apt-key add - \
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&& curl -s -L https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.list | sudo tee /etc/apt/sources.list.d/nvidia-docker.list \
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&& sudo apt update \
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&& sudo apt -y install nvidia-container-toolkit nvidia-container-runtime nvidia-docker2
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DCGM on host machine running Nvidia GPU
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wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pin \
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&& sudo mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600 \
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&& sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/7fa2af80.pub \
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&& sudo add-apt-repository "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/ /" \
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&& sudo apt update \
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&& sudo apt install -y datacenter-gpu-manager \
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&& sudo systemctl --now enable nvidia-dcgm
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## Deployment
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1. Modify the prometheus configuration template `/etc/prometheus/prometheus.yml` location.
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# Job for Nvidia DCGM exporter in prometheus config file
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- job_name: 'nvidia_exporter'
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static_configs:
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- targets: ['nvidia_exporter:9400'] # if nvidia_exporter container is not on same docker network , change this line to "- targets: ['whichever ip your host is:9400']"
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# Additional Referfences
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[Official DCGM Documentations](https://github.com/NVIDIA/DCGM)
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[Nvidia container toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html#install-guide)
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[Nvidia DCGM exporter Documentation](https://github.com/NVIDIA/dcgm-exporter)
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[Nvidia DCGM exporter Documentation-2](https://docs.nvidia.com/datacenter/cloud-native/gpu-telemetry/dcgm-exporter.html)
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[Official Prometheus Documentation](https://prometheus.io/docs/introduction/overview/)
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[Some grafana dashboard, not perfect, old, but configurable](https://grafana.com/grafana/dashboards/11578)
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---
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version: '3'
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services:
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nvidia_exporter: #to export data from DCGM host, need DCGM installed of an equal or newer version to the container on the host system https://github.com/NVIDIA/DCGM
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image: nvcr.io/nvidia/k8s/dcgm-exporter:2.3.2-2.6.2-ubuntu20.04
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container_name: nvidia_exporter
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runtime: nvidia
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cap_add:
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- SYS_ADMIN
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environment:
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- NVIDIA_VISIBLE_DEVICES=all
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- NVIDIA_DRIVER_CAPABILITIES=all
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ports:
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- "9400:9400"
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restart: unless-stopped
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#NVIDIA Data Center GPU Manager: To export data from DCGM host to prometheus, you need DCGM installed on host as well as nvidia container toolkit
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#https://github.com/NVIDIA/DCGM
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#https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html#install-guide
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#https://github.com/NVIDIA/dcgm-exporter and https://docs.nvidia.com/datacenter/cloud-native/gpu-telemetry/dcgm-exporter.html
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# Prerequisite
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NVIDIA container toolkit
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sudo apt -y install build-essential nvidia-cuda-toolkit nvidia-headless-495 nvidia-utils-495 libnvidia-encode-495 \
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&& distribution=$(. /etc/os-release;echo $ID$VERSION_ID) \
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&& curl -s -L https://nvidia.github.io/nvidia-docker/gpgkey | sudo apt-key add - \
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&& curl -s -L https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.list | sudo tee /etc/apt/sources.list.d/nvidia-docker.list \
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&& sudo apt update \
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&& sudo apt -y install nvidia-container-toolkit nvidia-container-runtime nvidia-docker2
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## Deployment
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1. Modify the prometheus configuration template `/etc/prometheus/prometheus.yml` location.
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# Job for Nvidia SMI exporter in prometheus config file
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- job_name: 'nvidia_smi_exporter'
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static_configs:
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- targets: ['nvidia_smi_exporter:9835'] # if nvidia_smi_exporter container is not on same docker network , change this line to "- targets: ['whichever ip your host is:9835']"
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# Additional Referfences
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[Nvidia container toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html#install-guide)
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[Nvidia GPU exporter Documentation](https://github.com/utkuozdemir/nvidia_gpu_exporter)
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[Official Prometheus Documentation](https://prometheus.io/docs/introduction/overview/)
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[Some grafana dashboard, not perfect, old, but configurable](https://grafana.com/grafana/dashboards/14574)
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---
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version: '3'
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services:
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nvidia_smi_exporter: #To export data from nvidia-smi, needs nvidia-smi and nvidia-container-toolkit installed on host.
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image: utkuozdemir/nvidia_gpu_exporter:0.3.0
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container_name: nvidia_smi_exporter
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runtime: nvidia
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environment:
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- NVIDIA_VISIBLE_DEVICES=all
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- NVIDIA_DRIVER_CAPABILITIES=all
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ports:
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- "9835:9835"
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volumes:
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- /usr/bin/nvidia-smi:/usr/bin/nvidia-smi
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- /usr/lib/x86_64-linux-gnu/libnvidia-ml.so:/usr/lib/x86_64-linux-gnu/libnvidia-ml.so
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- /usr/lib/x86_64-linux-gnu/libnvidia-ml.so.1:/usr/lib/x86_64-linux-gnu/libnvidia-ml.so.1
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restart: unless-stopped
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#Mount points for volume work on Ubuntu 20.04
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