High level cache simulation for heterogeneous multiprocessors

Joshua J. Pieper, A. Mellan, J. M. Paul, D. E. Thomas, F. Karim
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引用次数: 50

Abstract

As multiprocessor systems-on-chip become a reality, performance modeling becomes a challenge. To quickly evaluate many architectures, some type of high-level simulation is required, including high-level cache simulation. We propose to perform this cache simulation by defining a metric to represent memory behavior independently of cache structure and back-annotate this into the original application. While the annotation phase is complex, requiring time comparable to normal address trace based simulation, it need only be performed once per application set and thus enables simulation to be sped up by a factor of 20 to 50 over trace based simulation. This is important for embedded systems, as software is often evaluated against many input sets and many architectures. Our results show the technique is accurate to within 20% of miss rate for uniprocessors and was able to reduce the die area of a multiprocessor chip by a projected 14% over a naive design by accurately sizing caches for each processor.
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异构多处理器的高级缓存模拟
随着多处理器片上系统成为现实,性能建模成为一个挑战。为了快速评估许多体系结构,需要某种类型的高级模拟,包括高级缓存模拟。我们建议通过定义一个度量来表示独立于缓存结构的内存行为,并将其反向注释到原始应用程序中来执行此缓存模拟。虽然注释阶段很复杂,所需的时间与普通的基于地址跟踪的模拟相当,但它只需要在每个应用程序集执行一次,因此可以使模拟的速度比基于跟踪的模拟提高20到50倍。这对于嵌入式系统非常重要,因为软件通常是根据许多输入集和许多体系结构进行评估的。我们的结果表明,该技术精确到单处理器丢失率的20%以内,并且能够通过精确调整每个处理器的缓存大小,将多处理器芯片的模具面积减少14%。
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