GaccO - A GPU-accelerated OLTP DBMS

被引:6
|
作者
Boeschen, Nils [1 ]
Binnig, Carsten [1 ]
机构
[1] Tech Univ Darmstadt, Darmstadt, Germany
关键词
DBMS GPU acceleration; OLTP; Transaction Processing; OPTIMISTIC CONCURRENCY-CONTROL; OPPORTUNITIES; TRANSACTIONS; WORKLOADS;
D O I
10.1145/3514221.3517876
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present GaccO - a main memory DBMS for GPU-accelerated OLTP. For executing OLTP workloads, GaccO implements a novel scheme that splits the execution across the CPU and the GPU. Using such a co-execution scheme GaccO can thus not only efficiently make use of the vectorized execution of the GPU by grouping transactions of the same type into batches, but it can also support databases larger than device memory by leveraging CPU memory in addition to the GPU memory. In our evaluation with TPC-C, we show that GaccO can thus speed-up OLTP workloads by up to 6x compared to a pure CPU-based OLTP execution.
引用
收藏
页码:1003 / 1016
页数:14
相关论文
共 50 条
  • [1] GalOP - Towards a GPU-accelerated OLTP DBMS
    Boeschen, Nils
    Binnig, Carsten
    [J]. 17TH INTERNATIONAL WORKSHOP ON DATA MANAGEMENT ON NEW HARDWARE, DAMON 2021, 2021,
  • [2] The Design and Implementation of CoGaDB: A Column-oriented GPU-accelerated DBMS
    Sebastian Breß
    [J]. Datenbank-Spektrum, 2014, 14 (3) : 199 - 209
  • [3] GPU-Accelerated Microdosimetry
    Decunha, J.
    Mohan, R.
    [J]. MEDICAL PHYSICS, 2022, 49 (06) : E467 - E468
  • [4] GPU-accelerated CellProfiler
    Chakroun, Imen
    Michiels, Nick
    Wuyts, Roel
    [J]. PROCEEDINGS 2018 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2018, : 321 - 326
  • [5] GPU-Accelerated Apriori Algorithm
    Jiang, Hao
    Xu, Chen-Wei
    Liu, Zhi-Yong
    Yu, Li-Yan
    [J]. 4TH ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS (ITA 2017), 2017, 12
  • [6] GPU-accelerated Montgomery exponentiation
    Fleissner, Sebastian
    [J]. COMPUTATIONAL SCIENCE - ICCS 2007, PT 1, PROCEEDINGS, 2007, 4487 : 213 - 220
  • [7] GPU-Accelerated Feature Tracking
    Graves, Alexander
    [J]. PROCEEDINGS OF THE 2016 IEEE NATIONAL AEROSPACE AND ELECTRONICS CONFERENCE (NAECON) AND OHIO INNOVATION SUMMIT (OIS), 2016, : 422 - 429
  • [8] GPU-accelerated compressive holography
    Endo, Yutaka
    Shimobaba, Tomoyoshi
    Kakue, Takashi
    Tomoyoshi
    [J]. OPTICS EXPRESS, 2016, 24 (08): : 8437 - 8445
  • [9] GPU-accelerated Path Rendering
    Kilgard, Mark J.
    Bolz, Jeff
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2012, 31 (06):
  • [10] GPU-Accelerated Charge Mapping
    Sanaullah, Ahmed
    Mojumder, Saiful A.
    Lewis, Kathleen M.
    Herbordt, Martin C.
    [J]. 2016 IEEE HIGH PERFORMANCE EXTREME COMPUTING CONFERENCE (HPEC), 2016,