SPM-Sieve:一个框架,用于在基于临时存储器的系统中协助数据分区

Prasenjit Chakraborty, P. Panda
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引用次数: 9

摘要

现代系统体系结构有时会在其内存层次结构中包含暂存存储器(SPM),以利用其更简单的设计,并尝试满足系统面积、性能和功耗预算。这些使用SPM的系统可以大致分为:(a)只有SPM的无缓存系统,(b)同时具有缓存和SPM的混合系统,以及(c)可重新配置的系统,该系统可以将本地内存重新配置为缓存、SPM或两者的组合。然而,基于SPM的系统需要在编程上花费更多的精力,这主要是由于通过软件显式地分配数据和编排数据传输。紧凑的产品开发周期要求更快地开发和将各种应用程序移植到多个基于SPM的体系结构。在本文中,我们提出了SPM- sieve,这是一个基于配置文件的工具和框架,针对基于SPM的体系结构,生成系统层次结构中第一级内存的分区决策,并建议在内存分区之间进行对象映射,而不需要对所有配置进行详细模拟。这是通过本地执行应用程序并使用最小的目标体系结构规范来实现的,这不仅提供了影响应用程序中数据组织的早期信息,而且还为其他更复杂的算法提供了基础,以产生优化的分配。我们通过在大量针对128KB一级内存的SPEC2000基准测试中对SPM-Sieve进行评估,展示了它的实用性和通用性。我们通过执行模拟研究来评估它的有效性,将该工具建议的分区与不同的分区大小进行比较,并观察到它的建议对于有缓存和没有缓存的基于SPM的体系结构非常有竞争力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
SPM-Sieve: A framework for assisting data partitioning in scratch pad memory based systems
Modern system architectures sometimes include scratch pad memories (SPM) in their memory hierarchy to take advantage of their simpler design, in an attempt to meet the system area, performance, and power budget. These systems employing SPM can be broadly categorized as: (a) cacheless systems with only SPM, (b) hybrid systems with both cache and SPM, and (c) reconfigurable systems with the provision to reconfigure local memory as either cache, SPM, or a combination of the two. However SPM based systems have needed larger efforts spent on their programming, mainly due to allocating data and orchestrating data transfers explicitly by soft-ware. Tight product development cycles require faster development and porting of diverse applications to multiple SPM based architectures. In this paper we present SPM-Sieve, a profile-based tool and framework targeted for SPM based architectures that generates partitioning decisions of the first level memory in the system hierarchy, and suggests object mapping amongst the memory partitions without resorting to detailed simulation of all configurations. This is done by natively executing an application and using minimal target architecture specification, which not only provides early information influencing data organization in the application, but also provides a foundation for other more sophisticated algorithms to produce optimized allocations. We demonstrate the utility and generality of SPM-Sieve by evaluating it on a large number of SPEC2000 benchmarks targeted for a 128KB first level memory. We evaluate its effectiveness by performing simulation studies comparing the partition suggested by the tool against varying partition sizes, and observe that its suggestions are very competitive for SPM based architectures with and without caches.
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