Search Results for author: Karla Saur

Found 4 papers, 1 papers with code

End-to-end Optimization of Machine Learning Prediction Queries

no code implementations31 May 2022 Kwanghyun Park, Karla Saur, Dalitso Banda, Rathijit Sen, Matteo Interlandi, Konstantinos Karanasos

First, it employs logical optimizations that pass information between the data part (and the properties of the underlying data) and the ML part to optimize each other.

BIG-bench Machine Learning

Query Processing on Tensor Computation Runtimes

no code implementations3 Mar 2022 Dong He, Supun Nakandala, Dalitso Banda, Rathijit Sen, Karla Saur, Kwanghyun Park, Carlo Curino, Jesús Camacho-Rodríguez, Konstantinos Karanasos, Matteo Interlandi

Finally, TQP can accelerate queries mixing ML predictions and SQL end-to-end, and deliver up to 9$\times$ speedup over CPU baselines.

Management

A Tensor Compiler for Unified Machine Learning Prediction Serving

1 code implementation9 Oct 2020 Supun Nakandala, Karla Saur, Gyeong-In Yu, Konstantinos Karanasos, Carlo Curino, Markus Weimer, Matteo Interlandi

Machine Learning (ML) adoption in the enterprise requires simpler and more efficient software infrastructure---the bespoke solutions typical in large web companies are simply untenable.

BIG-bench Machine Learning

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