Share the tensor tea
نویسندگان
چکیده
We demonstrate Tensor Query Processor (TQP): a query processor that automatically compiles relational operators into tensor programs. By leveraging runtimes such as PyTorch, TQP is able to: (1) integrate with ML tools (e.g., Pandas for data ingestion, Tensorboard visualization); (2) target different hardware CPU, GPU) and software browser) backends; (3) end-to-end accelerate queries containing both operators. generic enough to supports the TPC-H benchmark, it provides performance are comparable to, often better than, of specialized CPU GPU processors.
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ژورنال
عنوان ژورنال: Proceedings of the VLDB Endowment
سال: 2022
ISSN: ['2150-8097']
DOI: https://doi.org/10.14778/3554821.3554853