Is FPGA Useful for Hash Joins? Exploring Hash Joins on Coupled CPU-FPGA Architecture
Summary: Empirical exploration of hash-join acceleration on coupled CPU–FPGA (shared-memory) using OpenCL HLS and a roofline-guided analysis to identify optimal CPU/FPGA workload partitioning. Finds FPGA benefit constrained by system memory bandwidth and forecasts needed CPU–FPGA architectural features for DB workloads. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xinyu Chen (National University of Singapore)
- 2. Yao Chen (Advanced Digital Sciences Center)
- 3. Ronak Bajaj (National University of Singapore)
- 4. Jiong He (Institute of High Performance Computing, Agency for Science, Technology and Research)
- 5. Bingsheng He (National University of Singapore)
- 6. Weng-Fai Wong (National University of Singapore)
- 7. Deming Chen (University of Illinois Urbana-Champaign)
BibTeX Citation
@inproceedings{chen_cidr20,
address = {Amsterdam, Netherlands},
series = {{CIDR} '20},
title = {{Is FPGA Useful for Hash Joins? Exploring Hash Joins on Coupled CPU-FPGA Architecture}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Chen, Xinyu and Chen, Yao and Bajaj, Ronak and He, Jiong and He, Bingsheng and Wong, Weng-Fai and Chen, Deming},
year = {2020}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,234 | The Case for Learned In-Memory Joins | 2023 | VLDB | 5.460955e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 360 | Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs | 2011 | SIGMOD | 0.00020182846 |
| 1,265 | An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory | 2016 | SIGMOD | 0.00011415709 |
| 4,840 | FPGA-based Data Partitioning | 2017 | SIGMOD | 6.483442e-05 |
| 5,515 | FPGA-based Multithreading for In-Memory Hash Joins | 2015 | CIDR | 6.189963e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,652 | On Parallel Execution Of Multiple Pipelined Hash Joins | 1994 | SIGMOD |
| 2 | 3,011 | Design and Evaluation of Parallel Pipelined Join Algorithms | 1987 | SIGMOD |
| 3 | 10,115 | Hash Joins Meet CXL: A Fresh Look | 2026 | CIDR |
| 4 | 2,470 | Hash-Based Join Algorithms for Multiprocessor Computers with Shared Memory | 1990 | VLDB |
| 5 | 3,435 | Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach | 2015 | VLDB |
| 6 | 209 | Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs | 2009 | VLDB |
| 7 | 360 | Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs | 2011 | SIGMOD |
| 8 | 4,840 | FPGA-based Data Partitioning | 2017 | SIGMOD |
| 9 | 2,140 | Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture | 2013 | VLDB |
| 10 | 5,515 | FPGA-based Multithreading for In-Memory Hash Joins | 2015 | CIDR |