| Title | GHive: A Demonstration of GPU-Accelerated Query Processing in Apache Hive |
| Author | |
| DOI | |
| Publication Years | 2022-06-10
|
| ISSN | 0730-8078
|
| Source Title | |
| Pages | 2417-2420
|
| Abstract | As a distributed, fault-tolerant data warehouse system for large-scale data analytics, Apache Hive has been used for various applications in many organizations (e.g., Facebook, Amazon, and Huawei). Exploiting the large degrees of parallelism of GPU to improve the performance of online analytical processing (OLAP) in database system is a common practice in the industry. Meanwhile, it is a common practice to exploit the large degrees of parallelism of GPU to improve the performance of online analytical processing (OLAP) in database systems. This demo presents GHive, which enables Apache Hive to accelerate OLAP queries by jointly utilizing CPU and GPU in intelligent and efficient ways. The takeaways for SIGMOD attendees include: (1) the superior performance of GHive compared with vanilla Hive that only uses CPU; (2) intuitive visualizations of execution statistics for Hive and GHive to understand where the acceleration of GHive comes from; (3) detailed profiling of the time taken by each operator on CPU and GPU to show the advantages of GPU execution. |
| Keywords | |
| SUSTech Authorship | First
|
| Language | English
|
| URL | [Source Record] |
| Indexed By | |
| EI Accession Number | 20222612274972
|
| EI Keywords | Data Analytics
; Data warehouses
; Graphics processing unit
; Online systems
|
| ESI Classification Code | Semiconductor Devices and Integrated Circuits:714.2
; Computer Circuits:721.3
; Digital Computers and Systems:722.4
; Data Processing and Image Processing:723.2
; Database Systems:723.3
|
| Scopus EID | 2-s2.0-85132712826
|
| Data Source | Scopus
|
| Citation statistics |
Cited Times [WOS]:0
|
| Document Type | Conference paper |
| Identifier | http://kc.sustech.edu.cn/handle/2SGJ60CL/355916 |
| Department | Southern University of Science and Technology |
| Affiliation | 1.Southern University of Science and Technology,Shenzhen,China 2.Hong Kong Polytechnic University,Hong Kong,Hong Kong 3.Aalborg University,Aalborg,Denmark 4.University of Massachusetts,Amherst,United States 5.Huawei Technologies Co.,Ltd.,Shenzhen,China |
| First Author Affilication | Southern University of Science and Technology |
| First Author's First Affilication | Southern University of Science and Technology |
| Recommended Citation GB/T 7714 |
Liu，Haotian,Tang，Bo,Zhang，Jiashu,et al. GHive: A Demonstration of GPU-Accelerated Query Processing in Apache Hive[C],2022:2417-2420.
|
| Files in This Item: | There are no files associated with this item. | |||||
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment