Accelerating critical section execution with asymmetric multi-core architectures

M. A. Suleman, O. Mutlu, Moinuddin K. Qureshi, Y. Patt
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引用次数: 321

Abstract

To improve the performance of a single application on Chip Multiprocessors (CMPs), the application must be split into threads which execute concurrently on multiple cores. In multi-threaded applications, critical sections are used to ensure that only one thread accesses shared data at any given time. Critical sections can serialize the execution of threads, which significantly reduces performance and scalability. This paper proposes Accelerated Critical Sections (ACS), a technique that leverages the high-performance core(s) of an Asymmetric Chip Multiprocessor (ACMP) to accelerate the execution of critical sections. In ACS, selected critical sections are executed by a high-performance core, which can execute the critical section faster than the other, smaller cores. As a result, ACS reduces serialization: it lowers the likelihood of threads waiting for a critical section to finish. Our evaluation on a set of 12 critical-section-intensive workloads shows that ACS reduces the average execution time by 34% compared to an equal-area 32T-core symmetric CMP and by 23% compared to an equal-area ACMP. Moreover, for 7 out of the 12 workloads, ACS improves scalability by increasing the number of threads at which performance saturates.
非对称多核架构加速临界区执行
为了提高单个应用程序在芯片多处理器(cmp)上的性能,必须将应用程序拆分为在多个内核上并发执行的线程。在多线程应用程序中,临界区用于确保在任何给定时间只有一个线程访问共享数据。临界区可以序列化线程的执行,这会显著降低性能和可伸缩性。本文提出了加速临界区(ACS),一种利用非对称芯片多处理器(ACMP)的高性能核心来加速临界区执行的技术。在ACS中,选定的临界区由高性能核心执行,它可以比其他较小的核心更快地执行临界区。因此,ACS减少了序列化:它降低了线程等待临界区完成的可能性。我们对一组12个关键区域密集型工作负载的评估表明,与等面积32t核对称CMP相比,ACS的平均执行时间减少了34%,与等面积ACMP相比减少了23%。此外,对于12个工作负载中的7个,ACS通过增加达到性能饱和的线程数来提高可伸缩性。
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CiteScore
15.60
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