kubernetes gpu

3 articles

MIG vs MPS vs Time-Slicing: GPU Cost and Isolation

A 2026 engineering comparison of exclusive GPUs, MIG, MPS and time-slicing for inference, with isolation guarantees, model-fit profiles, SLO tests and cost per qualified tenant.

September 26, 2026• 25 min read
mig vs mps vs time slicinggpu sharinggpu inference

MIG vs MPS vs Time-Slicing vs Passthrough Compared

A 2026 constraint-first comparison of NVIDIA MIG, CUDA MPS, GPU time-slicing, passthrough, and dedicated GPUs across isolation, latency, scheduling, and observability.

September 20, 2026• 23 min read
mig vs mpsgpu time-slicinggpu passthrough

What Is a Good GPU Utilization Percentage? The 80% Target

A 2026 data-driven guide to good GPU utilization percentages, covering NVIDIA's 80% SM Activity benchmark, Cast AI's 5% enterprise average, Model FLOPs Utilization, and how to monitor and raise GPU utilization.

July 22, 2026• 42 min read
gpu utilizationgpu utilization percentagenvidia-smi