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Near Data Processing for Clustering Enhanced by Automatic Memory Disaggregation
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dc.contributor.advisor 김예성 -
dc.contributor.author Sanghoon Lee -
dc.date.accessioned 2023-03-22T19:57:33Z -
dc.date.available 2025-02-28T06:00:32Z -
dc.date.issued 2023 -
dc.identifier.uri http://hdl.handle.net/20.500.11750/45760 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000656260 -
dc.description Clustering Algorithms, Near Data Processing, Disaggregated Memory, CXL, Genetic Algorithms -
dc.description.tableofcontents Ⅰ. INTRODUCTION 1
II. RELATED WORK 6
III. OVERVIEW OF SIDEKICK 8
3.1 Architectural Overview: Memory Disaggregation with CXL 10
3.2 Core Software: Automated Migration Technique 12
IV. AUTOMATED PROGRAM CONTEXT EXTRACTION 13
4.1 Program Context Extraction 13
4.2 Managing computation and memory allocation 15
4.3 Implementation 16
V. MIGRATION POLICY DECISION 17
5.1 Initialization of Genetic Algorithm 18
5.2 Identifying the best migration policy using genetic algorithm 19
VI. EXPERIMENTAL RESULTS 21
6.1 Experimental Setup 21
6.2 Migration Decision Evaluation 26
6.2.1 Effectiveness and Scalability 26
6.2.2 Migration Quality Evaluation 27
6.3 Memory Activity Evaluation 29
6.4 In-Depth Analysis of Sidekick Optimization Procedure 30
6.5 Impact of Bootstrapping 31
VII. CONCLUSION 33
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dc.format.extent 36 -
dc.language eng -
dc.publisher DGIST -
dc.title Near Data Processing for Clustering Enhanced by Automatic Memory Disaggregation -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200000656260 -
dc.description.degree Master -
dc.contributor.department Department of Electrical Engineering and Computer Science -
dc.identifier.bibliographicCitation Sanghoon Lee. (2023). Near Data Processing for Clustering Enhanced by Automatic Memory Disaggregation. doi: 10.22677/THESIS.200000656260 -
dc.contributor.coadvisor Sungjin Lee -
dc.date.awarded 2023-02-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.IM 이52 202302 -
dc.date.accepted 2023-03-21 -
dc.contributor.alternativeDepartment 전기전자컴퓨터공학과 -
dc.subject.keyword Clustering Algorithms -
dc.subject.keyword Near Data Processing -
dc.subject.keyword Disaggregated Memory -
dc.subject.keyword CXL -
dc.subject.keyword Genetic Algorithms -
dc.contributor.affiliatedAuthor Sanghoon Lee -
dc.contributor.affiliatedAuthor Yeseong Kim -
dc.contributor.affiliatedAuthor Sungjin Lee -
dc.contributor.alternativeName 이상훈 -
dc.contributor.alternativeName Yeseong Kim -
dc.contributor.alternativeName 이성진 -
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