Structured Operations: Modular Design of Code Generators for Tensor Compilers.

Nicolas Vasilache,Oleksandr Zinenko,Aart J. C. Bik,Mahesh Ravishankar, Thomas Raoux,Alexander Belyaev,Matthias Springer,Tobias Gysi,Diego Caballero, Stephan Herhut,Stella Laurenzo,Albert Cohen

LCPC（2022）

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摘要

The performance of machine learning systems heavily relies on code generators tailored to tensor computations. We propose an approach to the design and implementation of such code generators leveraging the natural structure of tensor algebra and illustrating the progressive lowering of domain-specific abstractions in the MLIR infrastructure.

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关键词

tensor compilers,code generators,modular design,operations

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