Adaptive Compute-phase Prediction and Thread Prioritization to Mitigate Memory Access Latency

Ismail Akturk, Özcan Özturk
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Abstract

The full potential of chip multiprocessors remains unexploited due to the thread oblivious memory access schedulers used in off-chip main memory controllers. This is especially pronounced in embedded systems due to limitations in memory. We propose an adaptive compute-phase prediction and thread prioritization algorithm for memory access scheduling for embedded chip multiprocessors. The proposed algorithm efficiently categorize threads based on execution characteristics and provides fine-grained prioritization that allows to differentiate threads and prioritize their memory access requests accordingly. The threads in compute phase are prioritized among the threads in memory phase. Furthermore, the threads in compute phase are prioritized among themselves based on the potential of making more progress in their execution. Compared to the prior works First-Ready First-Come First-Serve (FR-FCFS) and Compute-phase Prediction with Writeback-Refresh Overlap (CP-WO), the proposed algorithm reduces the execution time of the generated workloads up to 23.6% and 12.9%, respectively.
自适应计算阶段预测和线程优先级以减少内存访问延迟
由于在片外主存储器控制器中使用了线程无关的内存访问调度器,芯片多处理器的全部潜力仍未得到开发。由于内存的限制,这在嵌入式系统中尤其明显。提出了一种用于嵌入式芯片多处理器内存访问调度的自适应计算相位预测和线程优先排序算法。该算法根据线程的执行特征对线程进行了有效的分类,并提供了细粒度的优先级,允许区分线程并相应地对其内存访问请求进行优先级划分。计算阶段的线程优先于内存阶段的线程。此外,计算阶段的线程根据其执行中取得更大进展的可能性在它们之间进行优先级排序。与现有的先准备先到先服务(FR-FCFS)和计算阶段预测与写回刷新重叠(CP-WO)算法相比,该算法可将生成的工作负载的执行时间分别降低23.6%和12.9%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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