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- research-articleFebruary 2023
Code Synthesis for Sparse Tensor Format Conversion and Optimization
- Tobi Popoola,
- Tuowen Zhao,
- Aaron St. George,
- Kalyan Bhetwal,
- Michelle Mills Strout,
- Mary Hall,
- Catherine Olschanowsky
CGO '23: Proceedings of the 21st ACM/IEEE International Symposium on Code Generation and OptimizationPages 28–40https://doi.org/10.1145/3579990.3580021Many scientific applications compute using sparse data and store that data in a variety of sparse formats because each format has unique space and performance benefits. Optimizing applications that use sparse data involves translating the sparse data ...
- research-articleFebruary 2023
Looplets: A Language for Structured Coiteration
CGO '23: Proceedings of the 21st ACM/IEEE International Symposium on Code Generation and OptimizationPages 41–54https://doi.org/10.1145/3579990.3580020Real 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, ...