LOCAT: Low-Overhead Online Configuration Auto-Tuning of Spark SQL Applications

Author:

Xin Jinhan1,Hwang Kai2,Yu Zhibin3

Affiliation:

1. Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences (CAS) & University of Chinese Academy of Sciences (UCAS), Shenzhen, China

2. The Chinese University of Hong Kong, Shenzhen, Shenzhen, China

3. Shenzhen Institute of Advanced Technology (SIAT), Chinese Academy of Sciences (CAS) & Shenzhen Huawei Cloud Computing Co.,Ltd., Shenzhen, China

Funder

Shenzhen Institute of Artificial Intelligence and Robotics for Society (AIRS) Chinese University of Hong Kong Shenzhen

Key-Area Research and Development Program of Guangdong Province

Publisher

ACM

Reference66 articles.

1. User's guide to correlation coefficients

2. 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 Proceedings of the 14th USENIX Conference on Networked Systems Design and Implementation ( Boston, MA, USA) (NSDI'17). USENIX Association, USA, 469--482. https://www.usenix.org/conference/nsdi17/technical-sessions/presentation/alipourfard 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 Proceedings of the 14th USENIX Conference on Networked Systems Design and Implementation (Boston, MA, USA) (NSDI'17). USENIX Association, USA, 469--482. https://www.usenix.org/conference/nsdi17/technical-sessions/presentation/alipourfard

3. Predicting the performance of big data applications on the cloud

4. Spark SQL

5. A Cost Model for SPARK SQL

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