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Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS

Summary: Semantic-aware, fine-grained caching guides CPU-GPU data placement by workload semantics, data correlations, and query frequency. Heterogeneous executor coordinates CPU-GPU execution in Mordred; on Star Schema Benchmark, it beats traditional caching by up to 3x and GPU DBMSs by an order of magnitude. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h0cc1b96d038f6904
Venue
VLDB
Year
2022
Pagerank
6.9779559e-05
Overall Rank
3,828 | 74.35%
DOI
10.14778/3551793.3551809
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{yogatama_vldb22,
        title = {{Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS}},
        author = {Yogatama, Bobbi W. and Gong, Weiwei and Yu, Xiangyao},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {11},
        pages = {2491--2503},
        doi = {10.14778/3551793.3551809},
        url = {https://doi.org/10.14778/3551793.3551809},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
3,809 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.9890843e-05
4,164 GPU Database Systems Characterization and Optimization 2024 VLDB 6.7560016e-05
4,872 GOLAP: A GPU-in-Data-Path Architecture for High-Speed OLAP 2024 SIGMOD 6.3582628e-05
5,425 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 6.121543e-05
5,629 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0424626e-05
5,721 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 6.0008904e-05
6,003 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 5.9023799e-05
6,685 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.6936999e-05
7,545 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.4817498e-05
7,973 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3991259e-05
8,007 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 5.3916546e-05
8,235 Rethinking Analytical Processing in the GPU Era 2026 CIDR 5.3569644e-05
9,595 H-Rocks: CPU-GPU accelerated Heterogeneous RocksDB on Persistent Memory 2025 SIGMOD 5.1376962e-05
9,905 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 5.0983269e-05
10,400 HeraDB: Towards Real-time Analysis of Transaction-Centric HTAP with CPU-GPU Hybrid Query Execution 2027 SIGMOD 4.9605343e-05
10,673 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.9605343e-05
10,975 ZipFlow: a Compiler-based Framework to Unleash Compressed Data Movement for Modern GPUs 2026 VLDB 4.9605343e-05
10,993 TQP++: Bridging ML Compilers and Analytical Query Processing on GPUs 2026 VLDB 4.9605343e-05
11,196 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.9605343e-05
11,622 Accelerating Merkle Patricia Trie with GPU 2024 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00063972112
106 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.00033563032
304 GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management 2006 SIGMOD 0.00021569633
610 Relational Joins on Graphics Processors 2008 SIGMOD 0.00015540189
748 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00014258503
850 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013450864
1,228 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011425748
1,530 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010318943
1,537 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 0.00010296073
1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7176232e-05
2,125 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.9903827e-05
2,294 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.67775e-05
2,468 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.402961e-05
2,485 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3800709e-05
2,606 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2118469e-05
2,886 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 7.8911081e-05
3,056 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 7.689069e-05
3,206 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB 7.5207526e-05
3,495 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 7.237656e-05
3,775 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0079979e-05
4,210 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB 6.7206837e-05
4,554 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 6.5311864e-05
5,147 Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware 2014 VLDB 6.2392014e-05
5,412 Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration 2016 SIGMOD 6.1294162e-05
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