@inproceedings{fe5cfa97b4154d8e86ce60dbf33cdbfa,
title = "Loupe: A Visualization Tool for High-Level Execution Plans in SystemDS",
abstract = "The declarative programming language in SystemDS simplifies users to implement machine learning algorithms. It is able to generate execution jobs on different data processing engines including MapReduce and Spark. The GUI in data processing engines typical visualizes the low-level execution process (e.g., RDD transformation in Spark). However, the low-level description in Spark GUI does not show the relationship between DML operations and RDD primitives. In this work, we propose Loupe, a tool to visualize high-level execution plans in SystemDS to ease users to understand the execution process. This paper introduces the design of the tool and demonstrates a visualization case.",
keywords = "Execution plan, SystemDS, Visualization",
author = "Zhizhen Xu and Zihao Chen and Chen Xu",
note = "Publisher Copyright: {\textcopyright} 2021, Springer Nature Switzerland AG.; 26th International Conference on Database Systems for Advanced Applications, DASFAA 2021 ; Conference date: 11-04-2021 Through 14-04-2021",
year = "2021",
doi = "10.1007/978-3-030-73200-4\_49",
language = "英语",
isbn = "9783030731991",
series = "Lecture Notes in Computer Science",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "627--630",
editor = "Jensen, \{Christian S.\} and Ee-Peng Lim and De-Nian Yang and Wang-Chien Lee and Tseng, \{Vincent S.\} and Vana Kalogeraki and Jen-Wei Huang and Chih-Ya Shen",
booktitle = "Database Systems for Advanced Applications - 26th International Conference, DASFAA 2021, Proceedings",
address = "德国",
}