Maximize GPU Efficiency with AMD EPYC High-Frequency Processors

This whitepaper discusses the role of AMD EPYC high-frequency processors in maximizing GPU efficiency for AI and machine learning workloads. It outlines how GPUs are essential for training and inference tasks, emphasizing the importance of host CPUs in orchestrating these workloads. The document details the various functions performed by the host CPU during inference, including managing inference requests, dynamic batching, and data movement, which are critical for reducing latency. It presents findings from studies comparing the performance of AMD EPYC 9575F CPUs against Intel Xeon 8592+ CPUs in GPU-based systems, highlighting significant latency improvements in various AI applications such as chatbot interactions, content creation, summarization, and translation. The paper concludes by recommending AMD EPYC processors for their ability to enhance overall system performance and efficiency in GPU-intensive environments.