题名 | Free Your Hash Join From Slow Synchronizations: A Fast Hash Join Implementation on GPU |
作者 | |
DOI | |
发表日期 | 2024-07-05
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会议名称 | 2024 ACM Turing Award Celebration Conference China, TURC 2024
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ISBN | 9798400710117
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会议录名称 | |
页码 | 106-107
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会议日期 | July 5, 2024 - July 7, 2024
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会议地点 | Changsha, China
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出版地 | 1601 Broadway, 10th Floor, NEW YORK, NY, UNITED STATES
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出版者 | |
摘要 | Non-partitioned hash join on GPU suffers from significant overhead from two types of synchronizations, i.e., (i) synchronizing concurrent writes in build phase and (ii) memory stall of synchronous random memory access in probe phase. To address these problems, we introduce a synchronization-free hash join implementation. The hash table is constructed in a lock-free way in build phase and searched with asynchronous memory access in probe phase. Through these innovations, we demonstrate a substantial improvement in hash join performance on GPUs, achieving up to a 1.19x speedup compared to traditional approaches. © 2024 Owner/Author. |
学校署名 | 其他
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语种 | 英语
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相关链接 | [来源记录] |
收录类别 | |
WOS研究方向 | Computer Science
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WOS类目 | Computer Science, Artificial Intelligence
; Computer Science, Information Systems
; Computer Science, Interdisciplinary Applications
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WOS记录号 | WOS:001304320900019
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EI入藏号 | 20243316868100
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EI主题词 | Data structures
; Graphics processing unit
; Memory architecture
; Probes
; Program processors
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EI分类号 | Semiconductor Devices and Integrated Circuits:714.2
; Computer Circuits:721.3
; Computer Systems and Equipment:722
; Data Processing and Image Processing:723.2
; Systems Science:961
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来源库 | EV Compendex
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引用统计 | |
成果类型 | 会议论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/807080 |
专题 | 南方科技大学 |
作者单位 | 1.Resolink Smart Technology Co., Ltd, China 2.Southern University of Science and Technology, China |
推荐引用方式 GB/T 7714 |
Yuan, Jun,Gong, Chenjie,Deng, Yangshen,et al. Free Your Hash Join From Slow Synchronizations: A Fast Hash Join Implementation on GPU[C]. 1601 Broadway, 10th Floor, NEW YORK, NY, UNITED STATES:Association for Computing Machinery,2024:106-107.
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条目包含的文件 | 条目无相关文件。 |
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