Search Results for author: Rana Alotaibi

Found 2 papers, 0 papers with code

Sibyl: Forecasting Time-Evolving Query Workloads

no code implementations8 Jan 2024 Hanxian Huang, Tarique Siddiqui, Rana Alotaibi, Carlo Curino, Jyoti Leeka, Alekh Jindal, Jishen Zhao, Jesus Camacho-Rodriguez, Yuanyuan Tian

Drawing insights from real-workloads, we propose template-based featurization techniques and develop a stacked-LSTM with an encoder-decoder architecture for accurate forecasting of query workloads.

Decoder

GEqO: ML-Accelerated Semantic Equivalence Detection

no code implementations2 Jan 2024 Brandon Haynes, Rana Alotaibi, Anna Pavlenko, Jyoti Leeka, Alekh Jindal, Yuanyuan Tian

Detecting common computation is the first and key step for reducing this computational redundancy.

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