Enabling OpenCL preemptive multitasking using software checkpointing

Ming Tsung Chiu, Yi-Ping You

研究成果: Conference contribution同行評審

1 引文 斯高帕斯(Scopus)

摘要

Heterogeneous computing has become popular in the past decade. Many frameworks have been proposed to provide a uniform way to program for accelerators, such as GPUs, DSPs, and FPGAs. Among them, an open and royalty-free standard, OpenCL, is widely adopted by the industry. However, many OpenCL-enabled accelerators and the standard itself do not support preemptive multitasking. To the best of our knowledge, previously proposed techniques are not portable or cannot handle ill-designed kernels (the codes that are executed on the accelerators), which will never ever finish. Tis paper presents a framework (called CLPKM) that provides an abstraction layer between OpenCL applications and the underlying OpenCL runtime to enable preemption of a kernel execution instance based on a software checkpointing mechanism. CLPKM includes (1) an OpenCL runtime library that intercepts OpenCL API calls, (2) a source-to-source compiler that performs the preemption-enabling transformation, and (3) a daemon that schedules OpenCL tasks using priority-based preemptive scheduling techniques. Experiments demonstrated that CLPKM reduced the slowdown of high-priority processes from 4.66x to 1.52-2.23x under up to 16 low-priority, heavy-workload processes running in the background and caused an average of 3.02-6.08x slowdown for low-priority processes.

原文English
主出版物標題47th International Conference on Parallel Processing, ICPP 2018
主出版物子標題Workshop Proceedings
發行者Association for Computing Machinery
ISBN(列印)9781450365239
DOIs
出版狀態Published - 13 八月 2018
事件47th International Conference on Parallel Processing, ICPP 2018 - Eugene, United States
持續時間: 13 八月 201816 八月 2018

出版系列

名字ACM International Conference Proceeding Series

Conference

Conference47th International Conference on Parallel Processing, ICPP 2018
國家United States
城市Eugene
期間13/08/1816/08/18

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