GaccO - A GPU-accelerated OLTP DBMS
Nils Boeschen, Carsten Binnig
2022年份
18被引次数
13顶会引用
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 6 times compared to a pure CPU-based OLTP execution.
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
引用它的顶会 Paper13
- GPU Database Systems Characterization and OptimizationJiashen Cao, Rathijit Sen, Matteo Interlandi, Joy Arulraj 等VLDB 2024 · 被引用 36 次
- RTIndeX: Exploiting Hardware-Accelerated GPU Raytracing for Database IndexingJustus Henneberg, Felix SchuhknechtVLDB 2023 · 被引用 25 次
- BOSS - An Architecture for Database Kernel CompositionHubert Mohr-Daurat, Xuan Sun, Holger PirkVLDB 2024 · 被引用 12 次
- Accelerating Merkle Patricia Trie with GPUYangshen Deng, Muxi Yan, Bo TangVLDB 2024 · 被引用 8 次
- No Cap, This Memory Slaps: Breaking Through the Memory Wall of Transactional Database Systems with Processing-in-MemoryHyoungjoo Kim, Yiwei Zhao, Andrew Pavlo, Phillip B. GibbonsVLDB 2025 · 被引用 7 次
相关 Paper
- GPU-Accelerated OLTP: An in-Depth Analysis of Concurrency Control SchemesZihan Sun, Yuyu Luo, Yong Zhang, Chao Li 等ICDE 2026
- LTPG: Large-Batch Transaction Processing on GPUs with Deterministic Concurrency ControlJianpeng Wei, Yu Gu, Tianyi Li, Jianzhong Qi 等ICDE 2024 · 被引用 4 次
- Massively Parallel Multi-Versioned Transaction ProcessingShujian Qian, Ashvin GoelOSDI 2024 · 被引用 5 次
- Scaling GPU-Accelerated Databases beyond GPU Memory SizeYinan Li, Bailu Ding, Ziyun Wei, Lukas M. Maas 等VLDB 2025 · 被引用 7 次
- Scaling your Hybrid CPU-GPU DBMS to Multiple GPUsBobbi W. Yogatama, Weiwei Gong, Xiangyao YuVLDB 2024 · 被引用 9 次
