NDLI: Runtime Pipeline I/O Scheduling System for GPU-Based Heterogeneous Architectures

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Runtime Pipeline I/O Scheduling System for GPU-Based Heterogeneous Architectures

Content Provider	Semantic Scholar
Author	Olaya, Julio C.
Copyright Year	2014
Abstract	...................................................................................................................................................... vi Table of Contents ...................................................................................................................................... vii List of Tables .............................................................................................................................................. ix List of Figures .............................................................................................................................................. x Chapter 1: Introduction ................................................................................................................................ 1 Chapter 2: Background ................................................................................................................................ 6 2.1 Architecture ............................................................................................................................... 6 2.2 Programming Model .................................................................................................................. 8 2.3 Stream Concurrency ................................................................................................................ 10 2.4 Direct Memory Access ............................................................................................................ 11 Chapter 3: Related Projects and Concepts ................................................................................................. 12 3.1 Overlapping operations ............................................................................................................ 12 3.2 Virtualization ........................................................................................................................... 13 3.3 Libraries ................................................................................................................................... 14 3.4 Software Approaches ............................................................................................................... 15 Chapter 4: RPIOSS System Model ............................................................................................................ 17 4.1 Virtual Layers .......................................................................................................................... 19 4.2 Pipeline I/O Scheduling ........................................................................................................... 22 4.3 CUDA Context ........................................................................................................................ 27 Chapter 5. Results using RPIOSS .............................................................................................................. 28 5.1 Experimental Setup .................................................................................................................. 28 5.2 Metrics ..................................................................................................................................... 28 5.3 Methodology ............................................................................................................................ 30 5.4 Benchmark Descriptions and Analyses of Results .................................................................. 31 5.5 Data Transfer Bandwidth ......................................................................................................... 51 5.6 Summary of Results ................................................................................................................. 55
File Format	PDF HTM / HTML
Alternate Webpage(s)	https://digitalcommons.utep.edu/cgi/viewcontent.cgi?article=2310&context=open_etd
Language	English
Access Restriction	Open
Content Type	Text
Resource Type	Article

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