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SCHOLARLY PUBLICATION ✓ Open Access

OpenTuner

Jason Ansel, Shoaib Kamil, Kalyan K. Veeramachaneni, Jonathan Ragan‐Kelley, Jeffrey Bosboom, Una-May O’Reilly, Saman P. Amarasinghe

📖 International Conference on Parallel Architectures and Compilation Techniques 📅 2014-08-21 🔗 DOI: 10.1145/2628071.2628092

📄 Abstract

Program autotuning has been shown to achieve better or more portable performance in a number of domains. However, autotuners themselves are rarely portable between projects, for a number of reasons: using a domain-informed search space representation is critical to achieving good results; search spaces can be intractably large and require advanced machine learning techniques; and the landscape of search spaces can vary greatly between different problems, sometimes requiring domain specific search techniques to explore efficiently.

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