Architecture-Aware LLM Inference Optimization on AMD Instinct GPUs: A Comprehensive Benchmark and Deployment Study

Researchers conducted comprehensive benchmarks of LLM inference on AMD Instinct MI325X GPUs, testing models from 235B to 1 trillion parameters. The study reveals that architecture-aware optimization is critical, with different model types requiring specific configurations for optimal performance on AMD hardware.