Part 2 – Understanding PUE and MIG in Private AI

What is Power Usage Effectiveness (PUE)?

PUE tells you how much extra energy a data center needs beyond the IT hardware. It’s the quickest way to judge whether a facility is efficient or wasting power

PUE = Total Facility Energy / IT Energy

  • 1.2 PUE → Extremely efficient
  • 2.0 PUE → Twice as much energy overhead

Lower PUE = greener + cheaper.

MIG (Multi‑Instance GPU) slicing is just a logical partitioning of a single GPU into 7 seven separate GPU Instances. Each GPU Instance behaves like a separate GPU for CUDA applications.

This is done as a GPU pass-through virtualization to Linux guests on top of supported hypervisors or via Bare-metal, including containers and MIG with Kubernetes . MIG is supported on GPUs starting with the NVIDIA Ampere generation models

https://docs.nvidia.com/datacenter/tesla/mig-user-guide/supported-gpus.html

Hardware Profile on A100‑40GB GPU

The raw hardware of a A100 GPU has:

MIG chops these 108 SMs into 7 compute slices and also the memory into 5 GB chunks

So using MIG profiles, we can create these combinations

So using MIG profiles, we can create these combinations as well..

Compute Instance

1 compute slice to create a 1g.5gb would like this

4g.5gb GI profile:

The diagram below shows a pictorial representation of how to build all valid combinations of GPU instances.

The assignments can be viewed by the nvidia-sm command

nvidia-smi -L
GPU 0: NVIDIA H100 80GB HBM3 (UUID: GPU-c08d91cb-e324-655c-71ba-7570956445bc)
  MIG 1c.3g.40gb  Device  0: (UUID: MIG-c788539f-c1ea-5a36-8b4d-9b07d024b1bb)
  MIG 1c.3g.40gb  Device  1: (UUID: MIG-405bbda1-6b05-535f-9702-f95e8cd170ce)
  MIG 1c.3g.40gb  Device  2: (UUID: MIG-df7e5a27-eeea-51a0-9055-b36d5a552879)
  MIG 1g.10gb     Device  3: (UUID: MIG-b4b2228d-6933-5839-bc0e-41ab9edb61c6)
  MIG 1g.10gb     Device  4: (UUID: MIG-c71dc464-b9f9-5611-9d29-d601a47cffd6)

References

Here’s the full responsibility matrix for the VCF Admin role

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By Ash Thomas

Ash Thomas is a seasoned IT professional with extensive experience as a technical expert, complemented by a keen interest in blockchain technology.