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gpuobserver's Introduction

GPU Monitor

Fun thing to watch gpu usage on cluster. Flask-based webapp to show GPU occupation and usage statistics collected via SSH and nvidia-smi.

Screenshot

The server regularly parses nvidia-smi to check GPU usage and present free and used GPUs. It logs usage to some cache and shows usage statistics per user and their respective power usage and CO2 footprint.

Usage

First, adapt config.py or write a custom config.json and pass it via --config config.json.

Run either with your username and password:

export GPUMONITOR_USER='<your_user>'
export GPUMONITOR_PASS='<your_password>'

python -u server.py

or with a private key:

export GPUMONITOR_USER='<your_user>'
export GPUMONITOR_PASS='<private_key_passphrase>'

python -u server.py

The process_filter let's you add a regex to filter for only specific processes, e.g. python.* could be an easy way to only look for python jobs and ignore window managers etc.

And navigate to your hosted web-app :)

Notes

We currently assume single processes per GPU for display purposes.

Requirements

It needs

flask
lxml
paramiko
pandas

Acknowledgements

This uses some adapted templates from html5up.

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