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.
The Turner College's new marketing intern Lizzy Grant , a senior marketing major from Newnan who previously attended Gordon State College, where she played varsity soccer, and is scheduled to graduate from the Turner College in May of 2024, has hit the ground running in her new position. She recently played a large role in the creation of a video tour of the Synovus Center, the main campus home of the Turner College. The video helps to guide new students on where to go in the building and who they can talk to if they help. The video showcases the Student Services Center, the main lobby, and more. The video is played as part of a loop on video screens placed throughout the Synovus Center. Lizzy's list of activities at CSU is impressive. She is the Treasurer of the Turner College's Marketing Club, the President of Marketing for the Turner College's chapter of the Financial Management Association, and an Ambassador for the Turner College. She is also the Treasurer of her s
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