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A parallel distributed data processing method for massive data visualization by data locality, and system thereof

机译:通过数据局部性进行海量数据可视化的并行分布式数据处理方法及其系统

摘要

The present invention relates to a method and a system for location-based distributed data processing to visualize massive data, which are capable of minimizing network costs required to process data visualization by processing data stored in a local memory first using the distribution information of data when visualizing massive data, and bringing and processing data shared by other nodes in an order in which the size information of the data increases. The system for location-based distributed data processing to visualize massive data according to the present invention includes: a distributed shared memory which retains a data block list for each node regarding data blocks required for visualization, and stores data blocks shared by each node; and a plurality of nodes which includes a local memory for loading the data blocks, stores data blocks stored in a disc in the local memory or the distributed shared memory and manages the data blocks, renders the data blocks stored in the local memory first, based on the data block list for each node, according to distributed jobs, brings, from the distributed shared memory, the shared data blocks in an order in which the size information of the data blocks retained by other nodes increases, and renders the shared data blocks in parallel.
机译:用于基于位置的分布式数据处理以可视化海量数据的方法和系统技术领域本发明涉及一种用于基于位置的分布式数据处理以可视化海量数据的方法和系统,该方法和系统能够通过以下方式首先通过使用数据的分布信息来处理存储在本地存储器中的数据来最小化处理数据可视化所需的网络成本。可视化海量数据,并按数据大小信息增加的顺序处理和处理其他节点共享的数据。根据本发明的用于基于位置的分布式数据处理以可视化海量数据的系统包括:分布式共享存储器,该分布式共享存储器为每个节点保留与可视化所需的数据块有关的数据块列表,并存储由每个节点共享的数据块。多个节点,其包括用于加载数据块的本地存储器,将存储在盘中的数据块存储在本地存储器或分布式共享存储器中,并管理数据块,首先渲染存储在本地存储器中的数据块,在每个节点的数据块列表中,根据分布式作业,从分布式共享内存中按以下顺序将共享数据块带入:其他节点保留的数据块的大小信息增加,并呈现共享数据块在平行下。

著录项

  • 公开/公告号KR101425866B1

    专利类型

  • 公开/公告日2014-08-01

    原文格式PDF

  • 申请/专利权人

    申请/专利号KR20120136280

  • 发明设计人 이세훈;김민아;

    申请日2012-11-28

  • 分类号G06F9/38;G06F9/46;

  • 国家 KR

  • 入库时间 2022-08-21 15:40:24

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