Rover: An Online Spark SQL Tuning Service via Generalized Transfer Learning

Author:

Shen Yu1ORCID,Ren Xinyuyang2ORCID,Lu Yupeng1ORCID,Jiang Huaijun1ORCID,Xu Huanyong2ORCID,Peng Di2ORCID,Li Yang3ORCID,Zhang Wentao4ORCID,Cui Bin5ORCID

Affiliation:

1. Peking University & ByteDance Inc., Beijing, China

2. ByteDance Inc., Beijing, China

3. Peking University, Beijing, China

4. Mila - Québec AI Institute, Montréal, Canada

5. Peking University & Peking University (Qingdao), Beijing, China

Funder

Natural Science Foundation of China

Publisher

ACM

Reference62 articles.

1. Omid Alipourfard , Hongqiang Harry Liu , Jianshu Chen , Shivaram Venkataraman , Minlan Yu , and Ming Zhang . 2017 . {CherryPick}: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics . In 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17) . 469--482. Omid Alipourfard, Hongqiang Harry Liu, Jianshu Chen, Shivaram Venkataraman, Minlan Yu, and Ming Zhang. 2017. {CherryPick}: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics. In 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17). 469--482.

2. Spark SQL

3. Tianyi Bai , Yang Li , Yu Shen , Xinyi Zhang , Wentao Zhang , and Bin Cui . 2023. Transfer Learning for Bayesian Optimization: A Survey. arXiv preprint arXiv:2302.05927 ( 2023 ). Tianyi Bai, Yang Li, Yu Shen, Xinyi Zhang, Wentao Zhang, and Bin Cui. 2023. Transfer Learning for Bayesian Optimization: A Survey. arXiv preprint arXiv:2302.05927 (2023).

4. Learning-based Automatic Parameter Tuning for Big Data Analytics Frameworks

5. RFHOC: A Random-Forest Approach to Auto-Tuning Hadoop's Configuration

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