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Distributed Range-Based Meta-Data Management for an In-Memory Storage

机译:内存中基于范围的分布式元数据管理

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摘要

Large-scale interactive applications and online graph processing require fast data access to billions of small data objects. DXRAM addresses this challenge by keeping all data always in RAM of potentially many nodes aggregated in a data center. Such storage clusters need a space-efficient and fast meta-data management. In this paper we propose a range-based meta-data management allowing fast node lookups while being space efficient by combining data object IDs in ranges. A super-peer overlay network is used to manage these ranges together with backup-node information allowing parallel and fast recovery of meta data and data of failed peers. Furthermore, the same concept can also be used for client-side caching. The measurement results show the benefits of the proposed concepts compared to other meta-data management strategies as well as its very good overall performance evaluated using the social network benchmark BG.
机译:大型交互式应用程序和在线图形处理需要快速访问数十亿个小数据对象的数据。 DXRAM通过将所有数据始终保留在数据中心中可能聚集的许多节点的RAM中来解决此挑战。这样的存储集群需要节省空间和快速的元数据管理。在本文中,我们提出了一种基于范围的元数据管理,该功能允许通过组合范围内的数据对象ID来快速查找节点,同时又节省空间。超级对等覆盖网络与备份节点信息一起用于管理这些范围,从而可以并行,快速地恢复元数据和故障对等体的数据。此外,相同的概念也可以用于客户端缓存。测量结果表明,与其他元数据管理策略相比,所提出概念的优势以及使用社交网络基准BG评估的总体性能非常好。

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