Please use this identifier to cite or link to this item: https://hdl.handle.net/10356/175117
Title: Evaluation of container-scheduling algorithms for cluster management in the public cloud
Authors: Kwa, Keane Bing Hong
Keywords: Computer and Information Science
Issue Date: 2024
Publisher: Nanyang Technological University
Source: Kwa, K. B. H. (2024). Evaluation of container-scheduling algorithms for cluster management in the public cloud. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175117
Project: SCSE23-0328 
Abstract: As the demand for efficient resource utilization in public cloud environments continues to rise, container scheduling algorithms play a pivotal role in optimizing the deployment and execution of applications. This study evaluates the efficacy of various container-scheduling algorithms, with a focus on determining the Stratus algorithm's ability to outperform Google's Borg algorithm on real-world cloud workloads run on Google Cloud. Through rigorous experimentation and data analysis, we find that the Stratus algorithm outperforms Google's Borg algorithm, especially in terms of the running cost of the instances - where we observed a 72% reduction in cost. However, the Stratus algorithm does not consider some intricacies of a cluster management setup, such as task constraints and dependencies. Hence, the Stratus algorithm is a more suitable algorithm for a customer looking to setup their own scheduling algorithm on the cloud, than for the purpose of cluster management for a cloud service provider.
URI: https://hdl.handle.net/10356/175117
Schools: School of Computer Science and Engineering 
Fulltext Permission: restricted
Fulltext Availability: With Fulltext
Appears in Collections:SCSE Student Reports (FYP/IA/PA/PI)

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