• Title/Summary/Keyword: Dynamic Data Prefetching

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A Cache Managing Strategy for Fast Media Data Access (미디어 데이터의 빠른 참조를 위한 캐시 운영 전략)

  • Moon, Hyun-Ju;Kim, Suk-il
    • The KIPS Transactions:PartA
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    • v.11A no.1
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    • pp.11-20
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    • 2004
  • Multimedia data processing in streaming pattern contains high spatial locality and low temporal locality. This paper has proposed a dynamic data prefetching scheme that fully exploits the regularity between memory addresses referred consecutively. Compared to the existing data Prefetching scheme, the Proposed scheme can reduce data Prefetching error when an application divides an way into smaller blocks and processes them block by block. Experimental results on various media benchmark programs show the proposed scheme predicts memory addresses more accurately and results in better performance than existing prefetching schemes.

Fips : Dynamic File Prefetching Scheme based on File Access Patterns (Fips : 파일 접근 유형을 고려한 동적 파일 선반입 기법)

  • Lee, Yoon-Young;Kim, Chei-Yol;Seo, Dae-Wha
    • Journal of KIISE:Computer Systems and Theory
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    • v.29 no.7
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    • pp.384-393
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    • 2002
  • A Parallel file system is normally used to support excessive file requests from parallel applications in a cluster system, whereas prefetching is useful for improving the file system performance. This paper proposes a new prefetching method, Fips(dynamic File Prefetching Scheme based on file access patterms), that is particularly suitable for parallel scientific applications and multimedia web services in a parallel file system. The proposed prefetching method introduces a dynamic prefetching scheme to predict data blocks precisely in run-time although the file access patterns are irregular. In addition, it includes an algorithm to determine whether and when the prefetching is performed using the current available I/O bandwidth. Experimental results confirmed that the use of the proposed prefetching policy in a parallel file system produced a higher file system performance.

A Block Structured Multimedia Data Prefetching (블록 구조형 멀티미디어 데이터의 선인출)

  • Kim Suk-Ju;Lee Byung-Kwon;Kim Suk-Il
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.1A
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    • pp.53-64
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    • 2004
  • As to medium data which is involved in the form of streaming for a multimedia application, it characterizes that spatial locality occurs strongly but temporal locality appears even weaker. In this paper, with regard to dynamic prefetching, we suggest a method to make the most of memory reference regularities which typically innate by nature in the multimedia data with strong spatial locality but with weak temporal locality. Especially, the suggested method has a remarkable capability such that it can reduce prefetching errors substantially compared to existing prefetching methods for an application Program which divides an way into small sub-blocks and, plus executes in the unit of sub-block. We carried out experiments to test the suggested method using various MediaBench benchmarks. From the results, we have confirmed that the occurrences of prefetching error decrease effectively than those of existing linear prefetching methods.

A Multimedia Data Prefetching Based on 2 Dimensional Block Structure (이차원 블록 구조에 근거한 선인출 기법)

  • Kim, Seok-Ju
    • Journal of Korea Multimedia Society
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    • v.7 no.8
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    • pp.1086-1096
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    • 2004
  • In case of a multimedia application which deals with streaming data, in terms of cache management, cache loses its efficiency due to weak temporal locality of the data. This means that when data have been brought into cache, much of the data are supposed to be replaced without being accessed again during its service. However, there is a good chance that such multimedia data has a commanding locality in it. In this paper, to take advantage of the memory reference regularity which typically innates even in the multimedia data showing up its weak temporal locality, a method is suggested. The suggested method with the feature of dynamic regular-stride reference prefetching can identify for 2-dimensional array format(block pattern). The suggested method is named as block-reference-prediction-technique (BRPT) since it identifies a block pattern and place an address to be prefetched by the regulation of the block format. BRPT proved to be reassuring to reduce memory reference time significantly for applications having abundant block patterns although new rule has complicated the prefetching system even further.

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Dynamic Query Processing Using Description-Based Semantic Prefetching Scheme in Location-Based Services (위치 기반 서비스에서 서술 기반의 시멘틱 프리페칭 기법을 이용한 동적 질의 처리)

  • Kang, Sang-Won;Song, Ui-Sung
    • Journal of KIISE:Databases
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    • v.34 no.5
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    • pp.448-464
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    • 2007
  • Location-Based Services (LBSs) provide results to queries according to the location of the client issuing the query. In LBS, techniques such as caching and prefetching are effective approaches to reducing the data transmission from a server and query response time. However, they can lead to cache inefficiency and network overload due to the client's mobility and query pattern. To solve these drawbacks, we propose a semantic prefetching (SP) scheme using prefetching segment concept and improved cache replacement policies. When a mobile client enters a new service area, called semantic prefetching area, proposed scheme fetches the necessary semantic information from the server in advance. The mobile client maintains the information in its own cache for query processing of location-dependent data (LDD) in mobile computing environment. The performance of the proposed scheme is investigated in relation to various environmental variables, such as the mobility and query pattern of user, the distributions of LDDs and applied cache replacement strategies. Simulation results show that the proposed scheme is more efficient than the well-known existing scheme for range query and nearest neighbor query. In addition, applying the two queries dynamically to query processing improves the performance of the proposed scheme.

Location-Based Services for Dynamic Range Queries

  • Park Kwangjin;Song Moonbae;Hwang Chong-Sun
    • Journal of Communications and Networks
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    • v.7 no.4
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    • pp.478-488
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    • 2005
  • To conserve the usage of energy, indexing techniques have been developed in a wireless mobile environment. However, the use of interleaved index segments in a broadcast cycle increases the average access latency for the clients. In this paper, we present the broadcast-based location dependent data delivery scheme (BBS) for dynamic range queries. In the BBS, broadcasted data objects are sorted sequentially based on their locations, and the server broadcasts the location dependent data along with an index segment. Then, we present a data prefetching and caching scheme, designed to reduce the query response time. The performance of this scheme is investigated in relation to various environmental variables, such as the distributions of the data objects, the average speed of the clients, and the size of the service area.

A Migration Technique for Autonomous Mobile Agents in Dynamic Environments (동적 환경에 적합한 자율 이동 에이전트의 이주 기법)

  • Bok, Kyoung-Soo;Yeo, Myung-Ho;Yoo, Jae-Soo
    • Journal of KIISE:Software and Applications
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    • v.32 no.11
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    • pp.1084-1098
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    • 2005
  • In this paper, we propose a migration technique for autonomous mobile agents suitable to dynamic environments. The proposed migration technique dynamically creates the itinerary of agents that considers states of networks and systems. In the migration of the agent, it first sends prefetching message to the next system. The system receives necessary data for migration in advance. Through this, we reduce the amount of the sending data and save the time for creating the instance of the agent. And it improves the execution efficiency by using the checkpoint-based recovery method that does not execute the agent again and recovers the process states even though the errors take place. To show superiority of the proposed technique, we compare the proposed method with the existing methods through various simulations.

A Dynamic Prefetchiong Scheme for Handling Small Files based on Hadoop Distributed File System (하둡 분산 파일 시스템 기반 소용량 파일 처리를 위한 동적 프리페칭 기법)

  • Yoo, Sang-Hyun;Youn, Hee-Yong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2014.07a
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    • pp.329-332
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    • 2014
  • 클라우드 컴퓨팅이 활성화 됨에 따라 기존의 파일 시스템과는 다른 대용량 파일 처리에 효율적인 분산파일시스템의 요구가 대두 되었다. 그 중에 하둡 분산 파일 시스템(Hadoop Distribute File System, HDFS)은 기존의 분산파일 시스템과는 달리 가용성과 내고장성을 보장하고, 데이터 접근 패턴을 스트리밍 방식으로 지원하여 대용량 파일을 효율적으로 저장할 수 있다. 이러한 장점 때문에, 클라우드 컴퓨팅의 파일시스템으로 대부분 채택하고 있다. 하지만 실제 HDFS 데이터 집합에서 대용량 파일 보다 소용량 파일이 차지하는 비율이 높으며, 이러한 다수의 소 용량 파일은 데이터 처리에 있어 높은 처리비용을 초래 할 뿐 만 아니라 메모리 성능에 악영향을 끼친다. 하지만 소 용량 파일을 프리패칭 함으로서 이러한 문제점을 해결 할 수 있다. HDFS의 데이터 프리페칭은 기존의 데이터 프리페칭의 기법으로는 적용하기 어려워 HDFS를 위한 데이터 프리패칭 기법을 제안한다.

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An Active Prefetch Filtering Schemes using Exclusive Prefetch Cache (선인출 전용 캐시를 이용한 적극적 선인출 필터링 기법)

  • Chon Young-Suk;Kim Suk-il;Jeon Joong-nam
    • The KIPS Transactions:PartA
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    • v.12A no.1 s.91
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    • pp.41-52
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    • 2005
  • Memory reference instruction caused by cache miss is the critical factor that limits the processing power of processor. Cache prefetching technique is an effective way to reduce the latency due to memory access. However, excessively aggressive prefetch leads to cache pollution and finally to cancel out the advantage of prefetch. In this study, an active prefetch filtering scheme is introduced which dynamically decides whether to commence prefetching after referring a filtering table to reduce the cache pollution due to unnecessary prefetches. For the precision filtering, an evicted address referencing scheme has been proposed where the filter directly compares the current prefetch address with previous unnecessary prefetch addresses stored in filtering table. Moreover, a small sized exclusive prefetch cache has been introduced to increase the amount of eviction of unnecessarily prefetched addresses to enhance the accuracy of dynamic filtering. The exclusive prefetch cache also prevents useful demand data from being pushed out by prefetched data, while the evicted address direct referencing scheme enables the prefetch cache to keep most of useful prefetch data within its small size. Experimental results from commonly used general and multimedia benchmarks show that the average cache miss ratio has been decreased by $13.3{\%}$ by virtue of enhanced filtering accuracy compared with conventional schemes.

Dynamic Prefetch Filtering Schemes to enhance Utilization of Data Cache (데이타 캐시의 활용도를 높이는 동적 선인출 필터링 기법)

  • Chon, Young-Suk;Kim, Suk-Il;Jeon, Joong-Nam
    • Journal of KIISE:Computer Systems and Theory
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    • v.35 no.1
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    • pp.30-43
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    • 2008
  • Memory reference instructions such as loads or stores are critical factors that limit the processing power of processor. The prefetching technique is an effective way to reduce the latency caused from memory access. However, excessively aggressive prefetch leads to cache pollution so as to cancel out the advantage of prefetch. In this study, four filtering schemes have been compared and evaluated which dynamically decide whether to begin prefetch after referring a filtering table to decrease cache pollution. First, A bi-states scheme has been shown to analyze the lock problem of the conventional scheme, this scheme such as conventional scheme used to be N:1 mapping, but it has the two state to 1bit value of each entries. A complete state scheme has been introduced to be used as a reference for the comparative study. A block address lookup scheme has been proposed as the main idea of this paper which exhibits the most exact filtering performance. This scheme has a length of the table the same as the bi-states scheme, the contents of each entry have the fields the same as the complete state scheme recently, never referenced data block address has been 1:1 mapping a entry of the filter table. Experimental results from commonly used general benchmarks and multimedia programs show that average cache miss ratio have been decreased by 10.5% for the block address lookup scheme(BAL) compare to conventional dynamic filter scheme(2-bitSC).