.. meta:: :description: How to configure MI300X GPUs to fully leverage their capabilities and achieve optimal performance. :keywords: ROCm, AI, machine learning, MI300X, LLM, usage, tutorial, optimization, tuning ************************************** AMD Instinct MI300X performance guides ************************************** The following performance guides provide essential guidance on the necessary steps to properly `configure your system for AMD Instinctâ„¢ MI300X GPUs `_. They include detailed instructions on system settings and application :doc:`workload tuning ` to help you leverage the maximum capabilities of these GPUs and achieve superior performance. * `AMD Instinct MI300X system optimization `__ covers essential system settings and system management practices to configure your AMD Instinct MI300X system for performance. * :doc:`/how-to/rocm-for-ai/inference-optimization/workload` covers steps to optimize the performance of AMD Instinct MI300X Series GPUs for HPC and deep learning operations. * :doc:`/how-to/rocm-for-ai/inference/benchmark-docker/vllm` introduces a preconfigured environment for LLM inference, designed to help you test performance with popular models on AMD Instinct MI300X Series GPUs.