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Venkat Arun

Keeping Up with AI’s Increasingly Complex Networking Demands

Daehyeok Kim, Aditya Akella, and Venkat Arun against an abstract background of shapes.

09/24/2024 - The job of building computer networks that train and run large AI models is becoming increasingly complicated because traditional network designs can’t operate at the higher speeds that the AI workloads require and need to be tuned to a variety of communication endpoints (such as CPUs, graphics processing units and AI accelerators) that have widely different characteristics, including data generation speeds. Moreover, AI workloads require advanced network monitoring capabilities to quickly diagnose and resolve performance bottlenecks.