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Highly reliable architecture using the 80/20 rule in cloud computing datacenters

机译:在云计算数据中心中使用80/20规则的高度可靠的体系结构

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摘要

Cloud datacenters host hundreds of thousands of physical servers that offer computing resources for executing customer jobs. While the failures of these physical machines are considered normal rather than exceptional, in large-scale distributed systems and cloud datacenters evaluation of availability in a datacenter is essential for both cloud providers and customers. Although providing a highly available and reliable computing infrastructure is essential to maintaining customer confidence, cloud providers desire to have highly utilized datacenters to increase the profit level of delivered services. Cloud computing architectural solutions should thus take into consideration both high availability for customers and highly utilized resources to make delivering services more profitable for cloud providers. This paper presents a highly reliable cloud architecture by leveraging the 80/20 rule. This architecture uses the 80/20 rule (80% of cluster failures come from 20% of physical machines) to identify failure-prone physical machines by dividing each cluster into reliable and risky sub-clusters. Furthermore, customer jobs are divided into latency-sensitive and latency-insensitive types. The results showed that only about 1% of all requested jobs are extreme latency-sensitive and require availability of 99.999%. By offering services to revenue-generating jobs, which are less than 50% of all requested jobs, within the reliable subcluster of physical machines, cloud providers can make their businesses more profitable by preventing service level agreement violation penalties and improving their reputations.
机译:云数据中心托管着数十万台物理服务器,这些服务器提供用于执行客户作业的计算资源。尽管这些物理机的故障被认为是正常的,而不是异常的,但在大规模分布式系统和云数据中心中,评估数据中心的可用性对于云提供商和客户都是至关重要的。尽管提供高可用性和可靠的计算基础结构对于维持客户信心至关重要,但是云提供商希望拥有高度利用的数据中心来提高交付服务的利润水平。因此,云计算体系结构解决方案应同时考虑到客户的高可用性和高利用率的资源,以使交付服务对于云提供商而言更加有利可图。本文利用80/20规则提出了高度可靠的云架构。该体系结构使用80/20规则(80%的集群故障来自20%的物理机),通过将每个集群划分为可靠且有风险的子集群来识别容易出故障的物理机。此外,客户作业分为对延迟敏感的类型和对延迟不敏感的类型。结果表明,在所有请求的作业中,只有大约1%是对极端延迟敏感的,并且需要99.999%的可用性。通过在物理计算机的可靠子集群中为占收入要求的工作提供不到50%的创收工作提供服务,云提供商可以通过防止违反服务水平协议的罚款并提高声誉来使他们的业务更具盈利能力。

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