Mon 27 Feb 2023 11:18 - 11:44 at Montreal 1-2-3 - Session 1 -- It's all about loops! Chair(s): Rodrigo C. O. Rocha
Real world arrays often contain underlying structure, such as sparsity, runs of repeated values, or symmetry. Specializing for structure yields significant speedups. But automatically generating efficient code for structured data is challenging, especially when arrays with different structure interact. We show how to abstract over array structures so that the compiler can generate code to coiterate over any combination of them. Our technique enables new array formats (such as 1DVBL for irregular clustered sparsity), new iteration strategies (such as galloping intersections), and new operations over structured data (such as concatenation or convolution).
Mon 27 FebDisplayed time zone: Eastern Time (US & Canada) change
Mon 27 Feb
Displayed time zone: Eastern Time (US & Canada) change
10:00 - 12:00 | Session 1 -- It's all about loops!Main Conference at Montreal 1-2-3 Chair(s): Rodrigo C. O. Rocha University of Edinburgh | ||
10:00 26mTalk | Code Generation for In-Place Stencils Main Conference Mohamed Essadki ONERA, Bertrand Michel ONERA, Bruno Maugars ONERA, Oleksandr Zinenko Google, Nicolas Vasilache Google, Albert Cohen Google DOI | ||
10:26 26mTalk | To Pack or Not to Pack: A Generalized Packing Analysis and Transformation Main Conference Caio Salvador Rohwedder University of Alberta, Nathan Henderson University of Alberta, João P. L. De Carvalho University of Alberta, Yufei Chen University of Alberta, Jose Nelson Amaral University of Alberta DOI | ||
10:52 26mTalk | Code Synthesis for Sparse Tensor Format Conversion and Optimization Main Conference Tobi Popoola Boise State University, Tuowen Zhao University of Utah, Aaron St. George Boise State University, Kalyan Bhetwal Boise State University, Michelle Strout University of Arizona, Mary Hall University of Utah, Catherine R. M. Olschanowsky Boise State University DOI | ||
11:18 26mTalk | Looplets: A Language for Structured Coiteration Main Conference Willow Ahrens Massachusetts Institute of Technology, Daniel Donenfeld Massachusetts Institute of Technology, Fredrik Kjolstad Stanford University, Saman Amarasinghe Massachusetts Institute of Technology DOI |