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Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs

Summary: Jointly scales hybrid CPU–GPU DBMSs across multiple GPUs by optimizing data placement and distributed query execution. Introduces cache-aware replication that accounts for shuffle cost and coordinates caching/replication; Lancelot implements distributed hybrid execution and achieves 2–12× speedups on SSB and TPC‑H. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13716
Venue
VLDB
Year
2024
Pagerank
4.432948e-05
Overall Rank
8,846 | 38.53%
DOI
10.14778/3704965.3704977

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Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
7,917 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 4.6129625e-05
9,969 Rethinking Analytical Processing in the GPU Era 2026 CIDR 4.1905499e-05
10,293 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 4.1905499e-05
10,755 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 29 of 29 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
145 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.00041403894
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036529607
771 Relational Joins on Graphics Processors 2008 SIGMOD 0.00016813054
1,271 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00012900735
1,285 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00012809552
2,044 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 9.6963999e-05
2,072 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 9.6300019e-05
2,292 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0884645e-05
2,523 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.599693e-05
2,659 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3615158e-05
3,161 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 7.4648665e-05
3,260 Query Processing on Tensor Computation Runtimes 2022 VLDB 7.3091312e-05
3,307 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 7.2391191e-05
3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05
3,698 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB 6.8278944e-05
3,899 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 6.6513982e-05
4,000 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 6.5419402e-05
4,359 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 6.2493951e-05
4,678 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 5.9988623e-05
4,996 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB 5.7697228e-05
5,018 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 5.7503878e-05
5,039 Tile-based Lightweight Integer Compression in GPU 2022 SIGMOD 5.7369993e-05
5,199 Data-Parallel Query Processing on Non-Uniform Data 2020 VLDB 5.6294232e-05
5,251 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 5.6003972e-05
5,826 Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration 2016 SIGMOD 5.3116062e-05
6,068 GPU Database Systems Characterization and Optimization 2024 VLDB 5.2240241e-05
6,220 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 5.1446966e-05
6,367 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 5.0887599e-05
6,861 HetCache: Synergising NVMe Storage and GPU acceleration for Memory-Efficient Analytics 2023 CIDR 4.9005561e-05
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