Toward designing a dynamic CPU cap manager for timely dataflow platforms
conference contribution
posted on 2024-11-03, 13:33authored byM.Reza HoseinyFarahabady, Saeed Bastani, Javid Taheri, Albert Zomaya, Zahir TariZahir Tari, Samee Khan
In this work, we propose a control-based solution for the problem of CPU resource allocation in data-flow platform that considers the degradation of performance caused by running concurrent data-flow processes. Our aim is to cut the QoS violation incidents for applications belonging to the highest QoS class. The performance of the proposed solution is bench-marked with the famous round robin algorithm. The experimental results confirms that the proposed algorithm can decrease the latency of processing data records for applications by 48% compared to the round robin policy.
Funding
Cloud-data centres resource allocation under bursty conditions