You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
First of all, 👏 congratulations for the development of this unique and very practical package!
Apologize if this is a naive question, but does Eco2AI measures the consumption, e.g. CPU consumption, for each process individually or it sums the consumption from all processes?
Having much in common with recent analogs, in eco2AI we focused on the following: taking into
account only those system processes that are related directly to models training (to avoid over-estimation);
I am a little bit confused if this is only for training or includes inference also.
As an example, suppose we train model A while we perform inference with model B, both in the same GPU device. Furthermore, we assume that training A is a lot more resource heavy that inference with model B.
Would Eco2AI report the same consumption for both cases, or it will report more consumption for A than B?
To put it differently, do we need to ensure that nothing else is running on the background so Eco2AI would return accurate estimates?
reacted with thumbs up emoji reacted with thumbs down emoji reacted with laugh emoji reacted with hooray emoji reacted with confused emoji reacted with heart emoji reacted with rocket emoji reacted with eyes emoji
-
First of all, 👏 congratulations for the development of this unique and very practical package!
Apologize if this is a naive question, but does
Eco2AI
measures the consumption, e.g. CPU consumption, for each process individually or it sums the consumption from all processes?From the paper:
I am a little bit confused if this is only for training or includes inference also.
As an example, suppose we train model A while we perform inference with model B, both in the same GPU device. Furthermore, we assume that training A is a lot more resource heavy that inference with model B.
Would
Eco2AI
report the same consumption for both cases, or it will report more consumption for A than B?To put it differently, do we need to ensure that nothing else is running on the background so
Eco2AI
would return accurate estimates?Beta Was this translation helpful? Give feedback.
All reactions