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Add prometheus export to report process-level GPU utilization and memory used size #131

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Fizzbb opened this issue Jun 20, 2022 · 0 comments

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@Fizzbb
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Fizzbb commented Jun 20, 2022

Currently alnair-profiler use Nvidia DCGM-exporter to collect and view GPU metrics.
Problem: DCGM's resolution at GPU level (per card).
Considering Alnair is able to run multiple jobs on one GPU, so process-level utilization is important to monitor each job's resource utilization.
Plan: take advantage of nvml library's per process gpu utilization and memory usage function python example, and add custom collector and exporter to achieve this.

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