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Hardware-conscious Query Processing in GPU-accelerated Analytical Engines

Summary: HAPE: a blueprint that compiles hardware-aware single-device operators into modules and orchestrates data/control transfers for concurrent multi-CPU multi-GPU analytical query execution. Prototype (radix-join, TPC-H) achieves up to 10× vs CPU, 3.5× vs GPU baselines and 1.6–8× vs commercial DBMSs. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hfb9de0ddc65e6f96
Venue
CIDR
Year
2019
Pagerank
7.0261504e-05
Overall Rank
3,775 | 74.63%
DOI
-
PDF
Download (CC BY 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chrysogelos_cidr19,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '19},
        title = {{Hardware-conscious Query Processing in GPU-accelerated Analytical Engines}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Chrysogelos, Periklis and Sioulas, Panagiotis and Ailamaki, Anastasia},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7289385e-05
2,287 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.691301e-05
3,055 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 7.6983202e-05
3,628 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 7.1490678e-05
3,888 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 6.942437e-05
3,974 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.8848857e-05
4,647 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 6.4850635e-05
4,992 GOLAP: A GPU-in-Data-Path Architecture for High-Speed OLAP 2024 SIGMOD 6.3217714e-05
6,491 HetCache: Synergising NVMe Storage and GPU acceleration for Memory-Efficient Analytics 2023 CIDR 5.7649204e-05
6,518 GPU-accelerated data management under the test of time 2020 CIDR 5.7561332e-05
7,735 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 5.4632401e-05
8,242 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3684987e-05
8,990 nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems 2024 VLDB 5.2418665e-05
10,020 GHive: A Demonstration of GPU-Accelerated Query Processing in Apache Hive 2022 SIGMOD 5.0937742e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 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 0.00064013679
27 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB 0.00051576613
76 Cache Conscious Algorithms for Relational Query Processing 1994 VLDB 0.00036891569
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034607573
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024589307
251 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023136934
287 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00022001327
362 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00019999596
379 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00019507406
627 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015454197
775 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.0001407924
857 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013422539
1,267 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011265987
1,473 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010552993
1,534 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010327147
1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7289385e-05
2,124 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 9.0041425e-05
2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3939994e-05
2,601 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2325291e-05
2,816 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.9740083e-05
2,926 Interleaving with Coroutines: A Practical Approach for Robust Index Joins 2018 VLDB 7.8446029e-05
3,505 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2474175e-05
3,934 The Case For Heterogeneous HTAP 2017 CIDR 6.9145781e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,124 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB
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3 2,816 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD
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