Hardware/software co-design for storage system스토리지 시스템을 위한 하드웨어/소프트웨어 코-디자인

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In the past, storage systems served the simple purpose of data storage. However, in contemporary times, there is a trend towards designing storage systems that cater to diverse user requirements, particularly in cloud and data center environments. Despite this, the challenge of redesigning storage systems to meet user needs persists due to the intricate software stack and internal hardware structures they possess. This dissertation proposes a system that meets user requirements by concurrently designing hardware and software based on a comprehensive understanding of storage systems. The proposed solutions address three primary user requirements. Firstly, in a cloud environment with multiple containers, designing a storage system as if each container operates independently requires careful consideration. Chapter 2 tackles this by isolating input/output resources per container to ensure consistent I/O performance for each. Secondly, in a log-structured merge key-value store execution environment, ensuring uniform performance for all read latencies is imperative. Chapter 3 designs a storage system that guarantees a specific level of latency for read requests. Lastly, in an environment offering deep learning services for large-scale graphs, there is a demand to accelerate application services. Chapter 4 designs a dedicated computational storage for graph deep learning services.
Advisors
정명수researcher
Description
한국과학기술원 :전기및전자공학부,
Publisher
한국과학기술원
Issue Date
2024
Identifier
325007
Language
eng
Description

학위논문(박사) - 한국과학기술원 : 전기및전자공학부, 2024.2,[v, 57 p. :]

Keywords

스토리지▼a하드웨어/소프트웨어 코-디자인▼a다중-컨테이너 실행 환경▼a결정적인 지연시간▼a딥러닝 서비스; Storage▼aHardware/software co-design▼aMulti-container execution environment▼aLatency determinism▼aDeep learning services

URI
http://hdl.handle.net/10203/322172
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=1100078&flag=dissertation
Appears in Collection
EE-Theses_Ph.D.(박사논문)
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