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High-Level Optimization via Automated Statistical Modeling

Eric A. Brewer

Abstract

We develop the use of statistical modeling for portable high-level optimizations such as data layout and algorithm selection. We build the models automatically from profiling information, which ensures robust and accurate models that reflect all aspects of the target platform.

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