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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
322
Venue
CIDR
Year
2019
Pagerank
7.1235328e-05
Overall Rank
3,791 | 74.00%
DOI
-

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
1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.3641101e-05
2,566 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.4116562e-05
3,227 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 7.6217889e-05
4,089 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.9096857e-05
4,243 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 6.8073248e-05
4,535 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 6.6419266e-05
5,778 GOLAP: A GPU-in-Data-Path Architecture for High-Speed OLAP 2024 SIGMOD 6.0918646e-05
5,807 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 6.0805143e-05
6,487 HetCache: Synergising NVMe Storage and GPU acceleration for Memory-Efficient Analytics 2023 CIDR 5.8651793e-05
6,835 GPU-accelerated data management under the test of time 2020 CIDR 5.7584924e-05
7,666 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 5.57179e-05
8,716 nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems 2024 VLDB 5.3776746e-05
8,808 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3661351e-05
9,829 GHive: A Demonstration of GPU-Accelerated Query Processing in Apache Hive 2022 SIGMOD 5.2131214e-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 0.0006312782
29 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB 0.00052093615
74 Cache Conscious Algorithms for Relational Query Processing 1994 VLDB 0.00037330605
98 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034510605
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
293 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00022259273
360 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020182846
445 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00018336751
634 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015533814
823 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00013792901
912 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013269804
1,265 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011415709
1,469 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010678751
1,574 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010321274
1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.3641101e-05
2,140 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 9.0991487e-05
2,667 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.2756346e-05
2,713 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2122726e-05
2,848 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 8.0538815e-05
2,890 Interleaving with Coroutines: A Practical Approach for Robust Index Joins 2018 VLDB 7.9880033e-05
3,638 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2338361e-05
3,895 The Case For Heterogeneous HTAP 2017 CIDR 7.0416054e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 4,376 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB
2 2,140 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB
3 2,848 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD
4 3,895 The Case For Heterogeneous HTAP 2017 CIDR
5 1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB
6 6,825 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD
7 7,113 GPUQP: Query Co-Processing Using Graphics Processors 2007 SIGMOD
8 2,504 Concurrent Analytical Query Processing with GPUs 2014 VLDB
9 3,178 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB
10 2,713 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD