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Matthias Springer

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    Structured Operations: Modular Design of Code Generators for Tensor Compilers
    Nicolas Vasilache
    Oleksandr Zinenko
    Aart Bik
    Mahesh Ravishankar
    Thomas Raoux
    Alexander Belyaev
    Matthias Springer
    Tobias Gysi
    Diego Caballero
    Stephan Herhut
    Stella Laurenzo
    Albert Cohen
    LCPC 2022, Springer (2023)
    Preview abstract 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. View details
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