Davram:用户空间中的分布式虚拟内存

Linhua Jiang, Ke Wang, Dongfang Zhao
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引用次数: 4

摘要

现代分布式大数据系统中最具挑战性的问题之一在于它们的内存管理:这些系统在应用程序启动之前预先分配了固定数量的内存。在可以获得更多内存的最佳情况下,用户必须重新配置部署并重新计算许多中间结果。如果没有更多的可用内存,那么用户将被迫手动将作业划分为更小的任务,从而导致开发和性能开销。本文提出了一种用于管理分布式系统中内存的用户级实用程序——分布式自治虚拟内存(Davram)。Davram能够在分布式系统中有效地在内存和磁盘之间交换数据,而无需用户干预或应用程序的意识。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Davram: Distributed Virtual Memory in User Space
One of the most challenging problems in modern distributed big data systems lies in their memory management: these systems preallocate a fixed amount of memory before applications start. In the best case where more memory can be acquired, users have to reconfigure the deployment and re-compute many intermediate results. If no more memory is available, users are then forced to manually partition the job into smaller tasks, incurring both development and performance overhead. This paper presents a user-level utility for managing the memory in distributed systems—the Distributed and Autonomous Virtual RAM (Davram). Davram enables to efficiently swap data between memory and disk in a distributed system without users' intervention or applications' awareness.
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