Search Results for author: Tarique Siddiqui

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.

ML-Powered Index Tuning: An Overview of Recent Progress and Open Challenges

no code implementations25 Aug 2023 Tarique Siddiqui, Wentao Wu

The scale and complexity of workloads in modern cloud services have brought into sharper focus a critical challenge in automated index tuning -- the need to recommend high-quality indexes while maintaining index tuning scalability.

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