云计算系统的兴起

J. Dean
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引用次数: 6

摘要

在这次演讲中,我将描述作为现代云计算系统基础的系统的开发。这种发展与事务处理系统和高性能计算的相关领域有很多共同的动机,但是由于规模的关系,这些系统往往更强调使用软件技术的容错。现代云系统发展的重要进展包括非常高性能的分布式文件系统,如Google文件系统(Ghemawat等人,SOSP 2003),可靠的计算框架,如MapReduce (Dean & Ghemawat, OSDI 2004)和Dryad (Isard等人,2007),以及大型结构化存储系统,如BigTable (Chang等人,2006),Dynamo (DeCandia等人,2007)和Spanner (Corbett等人,2012)。调度计算既可以使用虚拟机(例如VMWare的产品)来完成,也可以作为单个进程或容器来完成。公共云平台(如AWS、Microsoft Azure和Google cloud Platform)的发展允许外部开发人员利用这些大规模服务来构建新的有趣的服务和产品,从而受益于大型数据中心的规模经济,以及根据数百万客户的需求增加和减少计算资源的能力。
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The rise of cloud computing systems
In this talk I will describe the development of systems that underlie modern cloud computing systems. This development shares much of its motivation with the related fields of transaction processing systems and high performance computing, but because of scale, these systems tend to have more emphasis on fault tolerance using software techniques. Important developments in the development of modern cloud systems include very high performance distributed file system, such as the Google File System (Ghemawat et al., SOSP 2003), reliable computational frameworks such as MapReduce (Dean & Ghemawat, OSDI 2004) and Dryad (Isard et al., 2007), and large scale structured storage systems such as BigTable (Chang et al. 2006), Dynamo (DeCandia et al., 2007), and Spanner (Corbett et al., 2012). Scheduling computations can either be done using virtual machines (exemplified by VMWare's products), or as individual processes or containers. The development of public cloud platforms such as AWS, Microsoft Azure, and Google Cloud Platform, allow external developers to utilize these large-scale services to build new and interesting services and products, benefiting from the economies of scale of large datacenters and the ability to grow and shrink computing resources on demand across millions of customers.
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