Abstract

One of the commonly used techniques to speedup early architectural exploration and performance evaluation of new hardware architectures is to use synthetic benchmarks. This paper presents a novel automated thread-level synthetic benchmark generation framework with characterization and generation components. The resulting thread-level synthetic benchmarks are fast, portable, human-readable, and they accurately mimic the micro-architecture dependent and independent characteristics of each thread in original application. We demonstrate that we can generate multi-threaded synthetic benchmarks for real-life PARSEC and Rodinia benchmarks, while being faster (on average 147×) and smaller (on average 11×) than originals. The obtained results show that synthetic benchmarks not only accurately preserve thread-level micro-architecture dependent and independent characteristics but also parallel programming patterns, which are high-quality solutions to frequently occurring problems in parallel programming.

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