💡[feat] the request to add a feature that releases resources automatically in case of a timeout or if the GPU utilization falls below a certain threshold

[KyanChen]

Describe the problem

Please implement a functionality in both the command prompt (cmd) and the shell environment that allows for automatic resource release in the event of a timeout or if the GPU utilization is too low.

Describe the solution you'd like

Please implement a functionality in both the command prompt (cmd) and the shell environment that allows for automatic resource release in the event of a timeout or if the GPU utilization is too low.

Describe alternatives you've considered

No response

Additional context

No response

[ioga]

hello,

we do not have this as a built-in feature. One of our engineers developed an unofficial script which can terminate a process if it's not utilizing GPU. you can integrate it into your CMDs to do what you want. doing that with interactive shells or notebooks would probably be a bit trickier.

[KyanChen]

Can you offer a implementation？

[KyanChen]

I have developed a python script. master node runs: https://github.com/KyanChen/GPUClusterConfig/blob/dev/gpu_parser.py worker node runs: https://github.com/KyanChen/GPUClusterConfig/blob/dev/gpu_monitor.py

[ioga]

I cannot offer a reference implementation besides the script I've already shared. your code looks fine at a quick glance. it does not seem like it's going to handle the case when you have multiple GPUs per node. but hey, if it works for you, I see no problem with you using it.