Improved automatic testcase synthesis for performance model validation

• Authors: Robert H. Bell, Jr.;Lizy K. John
• Venue: Proceedings of the 19th annual international conference on Supercomputing
• Year: 2005

Performance simulation tools must be validated during the design process as functional models and early hardware are developed, so that designers can be sure of the performance of their designs as they implement changes. The current state-of-the-art is to use simple hand-coded bandwidth and latency testcases to assess early performance and to calibrate performance models. Applications and benchmark suites such as SPEC CPU are difficult to set up or take too long to execute on functional models. Short trace snippets from applications can be executed on performance and functional simulators, but not without difficulty on hardware, and there is no guarantee that hand-coded tests and short snippets cover the performance of the original applications.We present a new automatic testcase synthesis methodology to address these concerns. By basing testcase synthesis on the workload characteristics of an application, we create source code that largely represents the performance of the application, but which executes in a fraction of the runtime. We synthesize representative versions of the SPEC2000 benchmarks, compile and execute them, and obtain an average IPC within 2.4% of the average IPC of the original benchmarks with similar average workload characteristics. In addition, the changes in IPC due to design changes are found to be proportional to the changes in IPC for the original applications. The synthetic testcases execute more than three orders of magnitude faster than the original applications, typically in less than 300K instructions, making performance model validation feasible.