Posts by Mohit Deopujari
LLM Inference Optimization Using AMD GPU Partitioning
- 22 January 2026
As AI and HPC workloads grow in complexity and scale, there’s a rising need for precise GPU resource management, robust memory isolation, and efficient multi-tenant scheduling. AMD’s Instinct™ MI300 series addresses this by offering dynamic partitioning capabilities. These allow a single physical device to be segmented into multiple isolated partitions, each tailored to the needs of specific workloads. This flexibility is particularly beneficial for AI inference tasks, where different models or instances may require distinct resource allocations. Maximizing the utilization of GPU resources while ensuring that each workload operates within its own isolated environment is crucial for performance and reliability.