• Title/Summary/Keyword: Graph Storage

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Optimization of Graph Processing based on In-Storage Processing (스토리지 내 프로세싱 방식을 사용한 그래프 프로세싱의 최적화 방법)

  • Song, Nae Young;Han, Hyuck;Yeom, Heon Young
    • KIISE Transactions on Computing Practices
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    • v.23 no.8
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    • pp.473-480
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    • 2017
  • In recent years, semiconductor-based storage devices such as flash memory (SSDs) have been developed to high performance. In addition, a trend has been observed of optimally utilizing resources such as the central processing unit (CPU) and memory of the internal controller in the storage device according to the needs of the application. This concept is called In-Storage Processing (ISP). In a storage device equipped with the ISP function, it is possible to process part of the operation executed on the host system, thus reducing the load on the host. Moreover, since the data is processed in the storage device, the data transferred to the host are reduced. In this paper, we propose a method to optimize graph query processing by utilizing these ISP functions, and show that the optimized graph processing method improves the performance of the graph 500 benchmark by up to 20%.

Efficient Storage Management Scheme for Graph Historical Retrieval (그래프 이력 데이터 접근을 위한 효과적인 저장 관리 기법)

  • Kim, Gihoon;Kim, Ina;Choi, Dojin;Kim, Minsoo;Bok, Kyoungsoo;Yoo, Jaesoo
    • The Journal of the Korea Contents Association
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    • v.18 no.2
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    • pp.438-449
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    • 2018
  • Recently, various graph data have been utilized in various fields such as social networks and citation networks. As the graph changes dynamically over time, it is necessary to manage the graph historical data for tracking changes and retrieving point-in-time graphs. Most historical data changes partially according to time, so unchanged data is stored redundantly when data is stored in units of time. In this paper, we propose a graph history storage management method to minimize the redundant storage of time graphs. The proposed method continuously detects the change of the graph and stores the overlapping subgraph in intersection snapshot. Intersection snapshots are connected by a number of delta snapshots to maintain change data over time. It improves space efficiency by collectively managing overlapping data stored in intersection snapshots. We also linked intersection snapshots and delta snapshots to retrieval the graph at that point in time. Various performance evaluations are performed to show the superiority of the proposed scheme.

XML Repository Model based on the Edge-Labeled Graph (Edge-Labeled Graph를 적용한 XML 저장 모델)

  • 김정희;곽호영
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.7 no.5
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    • pp.993-1001
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    • 2003
  • A RDB Storage Model based on the Edge-Labeled Graph is suggested for store the XML instance in Relational Databases(RDB). The XML instance being stored is represented by Data Graph based on the Edge-Labeled Graph. Data Path Table, Element, Attribute, and Table Index Table values are extracted. Then Database Schema is defined, and the extracted values are stored using the Mapper. In order to support querry, Repository Model offers the translator translating XQL which is used as query language under XPATH, into SQL. In addition, it creates DBtoXML generator restoring the stored XML instance. As a result, storage relationship between the XML instance and proposed model structure can be expressed in terms of Graph-based Path, and it shows the possibility of easy search of random Element and Attribute information.

A Historical Background of Graph Theory and the Computer Representation (그래프 이론의 역사적 배경과 그 컴퓨터 표현)

  • Kim Hwa-jun;Han Su-young
    • Journal for History of Mathematics
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    • v.18 no.1
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    • pp.103-110
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    • 2005
  • This paper is aimed at studying a historical background of graph theory and we deal with the computer representation of graph through a simple example. Graph is represented by adjacency matrix, edge table, adjacency lists and we study the matrix representation by Euler circuit. The effect of the matrix representation by Euler circuit economize the storage capacity of computer. The economy of a storage capacity has meaning on a mobile system.

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Optimized Adoption of NVM Storage by Considering Workload Characteristics

  • Kim, Jisun;Bahn, Hyokyung
    • JSTS:Journal of Semiconductor Technology and Science
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    • v.17 no.1
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    • pp.1-6
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    • 2017
  • This paper presents an optimized adoption of NVM for the storage system of heterogeneous applications. Our analysis shows that a bulk of I/O does not happen on a single storage partition, but it is varied significantly for different application categories. In particular, journaling I/O accounts for a dominant portion of total I/O in DB applications like OLTP, whereas swap I/O accounts for a large portion of I/O in graph visualization applications, and file I/O accounts for a large portion in web browsers and multimedia players. Based on these observations, we argue that maximizing the performance gain with NVM is not obtained by fixing it as a specific storage partition but varied widely for different applications. Specifically, for graph visualization, DB, and multimedia player applications, using NVM as a swap, a journal, and a file system partitions, respectively, performs well. Our optimized adoption of NVM improves the storage performance by 10-61%.

RDB Storage Model of XML Instance based on the Edge-Lageled Graph (Edge-Labeled Graph에 기반 한 XML 인스턴스의 RDB 저장 모델)

  • 김정희;김정필;곽호영
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.04a
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    • pp.545-547
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    • 2003
  • 본 논문에서는 Edge-Labeled Graph에 기반하여 XML 인스턴스들을 관계형 데이터베이스(RDB)로 저장하는 모델을 제안하고 구현한다. 저장되는 XML 인스턴스들은 Edge-Libeled Graph에 기반 한 Data Graph로 표현되고 이를 이용하여 데이터 경로(Data Path), 요소(Element), 속성(Attribute), 테이블 인덱스(Table Index) 테이블에 정의된 값들이 추출된 후 Napper를 이용하여 데이터베이스 스키마를 정의하고 추출된 값들을 저장한다. 그리고, RDB 저장 모델은 질의를 지원하기 위해, XPATH를 따르는 질의 언어로 사용되는 XQL을 SQL로 변환하는 변환기를 제공하며, 또한 저장된 XML 인스턴스를 복원하는 DBtoXML 처리기를 갖도록 하였다. 구현 결과, XML 인스턴스들과 RDB 구조로의 저장 관계가 그래프(Graph) 기반의 경로(Path)를 이용한 표현으로 가능했으며, 동시에, 특정 요소 (Element) 또는 속성(Attribute)들의 정보들을 쉽게 검색할 수 있는 가능성을 보였다.

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Development of Database Supported Graph Library and Graph Algorithms (데이터베이스에 기반한 그래프 라이브러리 및 그래프 알고리즘 개발)

  • 박휴찬;추인경
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.6 no.5
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    • pp.653-660
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    • 2002
  • This paper proposes a method for storing graphs and defining graph algorithms based on the well-developed relational database. In this method, graphs are represented in the form of relations. Each vertex and edge of a graph is represented as tuples of the table and saved in a database. We developed a library of graph operations for the storage and management of graphs and the development of graph applications. Furthermore, we defined graph algorithms in terms of relational algebraic operations such as projection, selection, and join. They can be implemented with the database language such as SQL. This database approach provides an efficient methodology to deal with very large-scale graphs and to support the development of graph applications.

An Efficient Implementation of Tornado Code for Fault Tolerance

  • Lei, Jian-Jun;Kwon, Gu-In
    • Journal of Korea Spatial Information System Society
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    • v.11 no.2
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    • pp.13-18
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    • 2009
  • This paper presents the implementation procedure of encoding and decoding algorithms for Tornado code that can provide fault tolerance for storage and transmission system. The degree distribution satisfying heavy tail distribution is produced. Based on this distribution, a good random irregular bipartite graph is attained after plenty of trails. Such graph construction is proved to be efficient, and the experiments also demonstrate that the implementation obtains good performance in terms of decoding overhead.

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Design of SGML Document Storage Management System using GROVE (GROVE를 이용한 SGML 문서 저장 관리 시스템 설계)

  • 정회경;안성옥;오일덕
    • The Journal of Information Technology
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    • v.2 no.2
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    • pp.269-279
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    • 1999
  • SGML(Standard Generalized Markup Language) is proper to view, modify and create new electronic document as documentation standard to create and interchange the structured document information. Accordingly, a study on efficient storage and management of very large structured SGML document information is need. This paper proposes design of data modeling based on GROVE(Graph Representation Of property ValuEs) defined in HyTime(Hypermedia Time-based Structuring Language) and describes design of SGML document storage management system.

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A XML Instance Repository Model based on the Edge-Labeled Graph (Edge-Labeled 그래프 기반의 XML 인스턴스 저장 모델)

  • Kim Jeong-Hee;Kwak Ho-Young
    • Journal of Internet Computing and Services
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    • v.4 no.6
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    • pp.33-42
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    • 2003
  • A XML Instance repository model based on the Edge-Labeled Graph is suggested for storing the XML instance in Relational Databases, This repository model represents the XML instance as a data graph based on the Edge-Labeled Graph, extracts the defined value based on the structure of data path, element, attribute, and table index table presented as database schema, and stores these values using the Mapper module, In order to support querry, XML repository model offers the module translating XQL which is a query language under XPATH to SQL, and has DBtoXML generator module restoring the stored XML instance. As a result, it is possible to represent the storage relationship between the XML instances and the proposed repository model in terms of Graph-based Path, and it shows the possibility of easy search of specific element and attribute information.

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