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GPU electrical consumption model #150

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da-ekchajzer opened this issue Jan 11, 2023 · 1 comment
Open

GPU electrical consumption model #150

da-ekchajzer opened this issue Jan 11, 2023 · 1 comment
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enhancement New feature or request methodology

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@da-ekchajzer
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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 da-ekchajzer added enhancement New feature or request methodology labels Jan 11, 2023
@demeringo
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demeringo commented Jan 11, 2023

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

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