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GPU electrical consumption model

Open da-ekchajzer opened this issue 2 years ago • 1 comments

Problem

In addition to #65 we would need to add a feature to model the power consumption of GPU component as we did of RAM and CPU.

Solution

I came across this project based on this paper that seems to model the electricity consumption related to ML drives.

GitHub : https://github.com/Boavizta/environmental-footprint-data

We could ask them if they wish to work with us on this issue. Have you ever eared of this project @samuelrince ? Are there any other projects you know ?

da-ekchajzer avatar Jan 11 '23 17:01 da-ekchajzer

Interresting, I was not aware of this work.

I was only aware of their other tool: codecarbon: https://mlco2.github.io/codecarbon/ (it tracks power using rapl on Linux, not sure how it does for GPU): https://mlco2.github.io/codecarbon/methodology.html

The one mentionned in this paper is: https://mlco2.github.io/impact/#home The git repo of the dataset they build for the tool: https://github.com/mlco2/impact/tree/master/data

demeringo avatar Jan 11 '23 18:01 demeringo