A case study of trace-driven simulation for analyzing interconnection networks: cc-NUMAs with ILP processors

Valentin Puente, J. M. Prellezo, C. Izu, J. Gregorio, R. Beivide
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引用次数: 3

Abstract

The evaluation of network performance under real application loads is carried out by detailed time-intensive and resource-intensive simulations. Moreover, the use of ILP (instruction-level parallel) processors in cc-NUMA (cache-coherent non-uniform memory access) architectures introduces non-deterministic memory accesses; the resulting parallel system must be modeled by a detailed execution-driven simulation, further increasing the evaluation cost. This paper introduces a simulation methodology, based on network traces, to estimate the impact that a given network has on the execution time of parallel applications. This methodology allows the study of the network design space with a level of accuracy close to that of execution-driven simulations but with much shorter simulation times. The network trace, extracted from an execution-driven simulation, is processed to substitute the temporal dependencies produced by the simulated network with an estimation of the message dependencies caused by both the application and the applied cache-coherent protocol. This methodology has been tested on two direct networks, with 16 and 64 nodes respectively, running the FFT and Radix applications of the SPLASH2 suite. The trace-driven simulation is 3 to 4 times faster than the execution-driven one, with an average error of 4% in the total execution time.
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迹线驱动仿真分析互连网络的案例研究:带有ILP处理器的cc- numa
通过详细的时间密集型和资源密集型模拟,对实际应用负载下的网络性能进行了评估。此外,在cc-NUMA (cache-coherent non-uniform memory access)架构中使用ILP(指令级并行)处理器引入了非确定性内存访问;由此产生的并行系统必须通过详细的执行驱动仿真来建模,这进一步增加了评估成本。本文介绍了一种基于网络轨迹的仿真方法,以估计给定网络对并行应用程序执行时间的影响。这种方法允许对网络设计空间的研究,其精确度接近于执行驱动的模拟,但模拟时间要短得多。从执行驱动的模拟中提取的网络跟踪经过处理,用对由应用程序和应用的缓存一致协议引起的消息依赖的估计来替代由模拟网络产生的时间依赖。这种方法已经在两个直接网络上进行了测试,分别有16个和64个节点,运行SPLASH2套件的FFT和Radix应用程序。跟踪驱动的模拟比执行驱动的模拟快3到4倍,在总执行时间中平均误差为4%。
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