With advancements in machine learning technology and the availability of large machine learning-as-a-Service (MLaaS) clouds, accurately understanding I/O behaviors in the storage subsystem of an MLaaS cloud platform is crucial for resource scheduling and optimization. New research by TSYS School computer scientist Yi Zhou and his colleagues from Guangxi Minzu University, Jinan University, the University of Maine and Zhejiang University provides valuable insights into the correlation of I/O request arrivals in a representative and dynamic MLaaS workload – Alibaba PAI (a machine learning platform for artificial intelligence). Regarding the I/O requests in the PAI workload at the machine level, their diagnosis reveals that the I/O arrival process exhibits significant bursts. Their findings also highlight the existence of a certain level of correlation between I/O request arrivals on long-term time scales. Zhou and his colleagues create self-similar workload models to synthesize I/O request series based on the inputs measured from the PAI trace. Experimental results demonstrate that their models outperform existing models in accurately simulating burstiness.
CSU Head Women's Soccer Coach Jay Entlich recently released a list of CSU faculty who have been chosen by a player as a member of the CSU faculty who has impacted the player in a positive way along their journey at CSU. Four Turner College faculty were included on the list, along with the player who nominated each. Management professor Phil Bryant was named by Sophia Leal , a freshman midfielder from Oxford, Georgia. Sophia attended Eastside High School and was a two-time all-region selection during her high school career. Through the first 10 games of 2024, she has scored one goal and recorded three assists. Next, management professor John Finley was named by Lizz Forshaw , a graduate student forward from Stockton, England. Lizz, who attended IMG Academy in south Florida, has scored four goals and recorded four assists this season. During her senior year in 2023, she scored three goals and recorded two assists. As a junior in 2022, Lizz scored three goals ...
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