Energy-oriented dynamic SPM allocation based on time-slotted Cache conflict graph

Huanan Wang, Yang Zhang, Chen Mei, Ming Ling
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引用次数: 1

Abstract

Energy consumption has always been considered as the key issue of the state-of-the-art SoCs. Implementing an on-chip Cache is one of the most promising solutions. However, traditional Cache may suffer from performance and energy penalties due to the Cache conflict. In order to deal with this problem, this paper firstly introduces a Time-Slotted Cache Conflict Graph to model the behavior of Data Cache conflict. Then, we implement an Integer Nonlinear Programming to select the most profitable data pages and employ Virtual Memory System to remap those data pages, which can cause severe Cache conflict within a time slot, to the on-chip Scratchpad Memory (SPM). In order to minimize the swapping overhead of dynamic SPM allocation, we introduce a novel SPM controller with a tightly coupled DMA to issue the swapping operations without CPU's intervention. The proposed method can optimize all of the data segments, including global data, heap and stack data in general, and reduce 24.83% energy consumption on average without any performance degradation.
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基于时隙缓存冲突图的面向能量的动态SPM分配
能量消耗一直被认为是最先进的soc的关键问题。实现片上缓存是最有前途的解决方案之一。然而,由于缓存冲突,传统缓存可能会遭受性能和能量损失。为了解决这一问题,本文首先引入时隙缓存冲突图来对数据缓存冲突行为进行建模。然后,我们实现了整数非线性规划来选择最有利可图的数据页,并使用虚拟内存系统将这些数据页重新映射到片上刮板内存(SPM)上,这些数据页可能在一个时隙内导致严重的缓存冲突。为了使动态SPM分配的交换开销最小化,我们引入了一种新颖的SPM控制器,该控制器具有紧耦合的DMA,在没有CPU干预的情况下发出交换操作。该方法可以优化所有数据段,包括全局数据、堆和堆栈数据,在不降低性能的情况下平均降低24.83%的能耗。
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