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Efficient snapshot retrieval over historical graph data

机译:高效快照在历史图数据上检索

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We present a distributed graph database system to manage historical data for large evolving information networks, with the goal to enable temporal and evolutionary queries and analysis. The cornerstone of our system is a novel, user-extensible, highly tunable, and distributed hierarchical index structure called DeltaGraph, that enables compact recording of the historical network information, and that supports efficient retrieval of historical graph snapshots for single-site or parallel processing. Our system exposes a general programmatic API to process and analyze the retrieved snapshots. Along with the original graph data, DeltaGraph can also maintain and index auxiliary information; this functionality can be used to extend the structure to efficiently execute queries like subgraph pattern matching over historical data. We develop analytical models for both the storage space needed and the snapshot retrieval times to aid in choosing the right construction parameters for a specific scenario. We also present an in-memory graph data structure called GraphPool that can maintain hundreds of historical graph instances in main memory in a non-redundant manner. We present a comprehensive experimental evaluation that illustrates the effectiveness of our proposed techniques at managing historical graph information.
机译:我们提出了一个分布式图形数据库系统,以管理大型不断发展信息网络的历史数据,目标是实现时间和进化查询和分析。我们系统的基石是一种名为Deltagraph的新颖,用户可扩展,高度可调和分布式分层索引结构,可以轻巧地记录历史网络信息,并且支持有效检索单站或并行处理的历史图快照。我们的系统公开了一般程序化API来处理和分析检索到的快照。随着原始图数据,章节还可以维护和索引辅助信息;该功能可用于扩展结构以有效地执行符合历史数据的子图模式等查询。我们为所需的存储空间和快照检索时间开发分析模型,以帮助为特定场景选择正确的施工参数。我们还提出了一个名为GraphPool的内存图数据结构,可以以非冗余方式在主存储器中维持数百个历史图形实例。我们提出了一个全面的实验评估,说明了我们在管理历史图信息时提出技术的有效性。

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