用于架构设计探索的多线程工作负载的可重复模拟

C. Pereira, H. Patil, B. Calder
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引用次数: 12

摘要

随着多处理器成为主流,需要解决多线程工作负载的高效模拟的技术。多线程模拟提出了一个新的挑战:不同架构配置的模拟的不确定性。如果具有相同输入的相同基准的两次模拟运行之间的执行路径差异太大,则模拟结果不能用于比较配置。在本文中,我们重点关注一种模拟技术,以有效地收集多线程工作负载的模拟检查点,并比较解决这种不确定性问题的模拟运行。我们专注于多处理器架构的多线程工作负载的用户级模拟。我们提出了一种基于二进制仪器的方法来收集模拟的检查点。我们的检查点通过在模拟过程中控制不确定性的来源,允许跨不同架构配置的样本可重复执行。这将导致在执行中不会自然发生的停顿。我们提出了一些技术,使我们能够在存在这些停顿的情况下准确地比较不同架构配置的性能。
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Reproducible simulation of multi-threaded workloads for architecture design exploration
As multiprocessors become mainstream, techniques to address efficient simulation of multi-threaded workloads are needed. Multi-threaded simulation presents a new challenge: non-determinism across simulations for different architecture configurations. If the execution paths between two simulation runs of the same benchmark with the same input are too different, the simulation results cannot be used to compare the configurations. In this paper we focus on a simulation technique to efficiently collect simulation checkpoints for multi-threaded workloads, and to compare simulation runs addressing this non-determinism problem. We focus on user-level simulation of multi-threaded workloads for multiprocessor architectures. We present an approach, based on binary instrumentation, to collect checkpoints for simulation. Our checkpoints allow reproducible execution of the samples across different architecture configurations by controlling the sources of nondeterminism during simulation. This results in stalls that would not naturally occur in execution. We propose techniques that allow us to accurately compare performance across architecture configurations in the presence of these stalls.
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