Using Compiler Techniques to Improve Automatic Performance Modeling

  title={Using Compiler Techniques to Improve Automatic Performance Modeling},
  author={Arnamoy Bhattacharyya and Grzegorz Kwasniewski and Torsten Hoefler},
  journal={2015 International Conference on Parallel Architecture and Compilation (PACT)},
Performance modeling can be utilized in a number of scenarios, starting from finding performance bugs to the scalability study of applications. Existing dynamic and static approaches for automating the generation of performance models have limitations for precision and overhead. In this work, we explore combination of a number of static and dynamic analyses for life-long performance modeling and investigate accuracy, reduction of the model search space, and performance improvements over… CONTINUE READING
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