Automatic testcase synthesis and performance model validation for high performance PowerPC processors

R. Bell, Rajiv Bhatia, L. John, Jeffrey Stuecheli, J. Griswell, P. Tu, Louis Capps, A. Blanchard, Ravel Thai
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引用次数: 19

Abstract

The latest high-performance IBM PowerPC microprocessor, the POWERS chip, poses challenges for performance model validation. The current state-of-the-art is to use simple hand-coded bandwidth and latency testcases, but these are not comprehensive for processors as complex as the POWER5 chip. Applications and benchmark suites such as SPEC CPU are difficult to set up or take too long to execute on functional models or even on detailed performance models. We present an automatic testcase synthesis methodology to address these concerns. By basing testcase synthesis on the workload characteristics of an application, source code is created that largely represents the performance of the application, but which executes in a fraction of the runtime. We synthesize representative PowerPC versions of the SPEC2000, STREAM, TPC-C and Java benchmarks, compile and execute them, and obtain an average IPC within 2.4% of the average IPC of the original benchmarks and with many similar average workload characteristics. The synthetic testcases often execute two orders of magnitude faster than the original applications, typically in less than 300K instructions, making performance model validation for today's complex processors feasible.
高性能PowerPC处理器的自动测试用例合成和性能模型验证
最新的高性能IBM PowerPC微处理器,即POWERS芯片,对性能模型验证提出了挑战。目前最先进的技术是使用简单的手工编码带宽和延迟测试用例,但是对于像POWER5芯片这样复杂的处理器来说,这些测试用例并不全面。应用程序和基准套件(如SPEC CPU)很难设置,或者需要很长时间才能在功能模型甚至详细的性能模型上执行。我们提出一个自动的测试用例合成方法来处理这些问题。通过基于应用程序的工作负载特征的测试用例合成,源代码被创建,它在很大程度上代表了应用程序的性能,但是在一小部分运行时中执行。我们综合了具有代表性的PowerPC版本的SPEC2000、STREAM、TPC-C和Java基准测试,编译并执行它们,并获得了在原始基准测试平均IPC的2.4%以内的平均IPC,并且具有许多相似的平均工作负载特征。合成测试用例的执行速度通常比原始应用程序快两个数量级,通常在少于300K指令的情况下,这使得对当今复杂处理器的性能模型验证变得可行。
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