Complexity, Cost, and Uncertainty Represent the Biggest Challenges in AI Inferencing for HPC

The HPC market is experiencing many challenges and opportunities from the covid-19 virus and its resulting economic impacts. In July 2020, the situation appeared bleak, with a potential for 2020 HPC server revenues being down by as much as 20% year on year. More recently, surveys show an improved outlook, although still with a market contraction of approximately 14% compared with 2019. The Workgroup segment is bearing the near-term brunt of the downside impact.

Covid-related HPC investment impacts are not equally distributed across the vertical markets; several segments are already experiencing increased HPC investments. These include bio/life sciences and government labs. At the same time other verticals are facing a greater negative impact, including oil & gas, manufacturing, and DCC/content distribution

The high performance computing (HPC) sector is in the early stages of a major reinvention, fueled by a confluence of innovation in HPC hardware and system architectures, changing algorithms and application bases, and new access models.