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A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory

Summary: Design-space exploration and empirical evaluation of main-memory partitioned (PHJ) and non-partitioned (NPHJ) hash joins on real storage-class memory (SCM), identifying SCM-sensitive implementation factors. Extensive workload-driven experiments show no universal winner but PHJ generally outperforms NPHJ in realistic SCM setups and yield practical guidelines for SCM-friendly join design. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13179
Venue
VLDB
Year
2023
Pagerank
5.3483178e-05
Overall Rank
8,904 | 38.92%
DOI
10.14778/3583140.3583144

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{huang_vldb23,
        title = {{A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory}},
        author = {Huang, Wentao and Ji, Yunhong and Zhou, Xuan and He, Bingsheng and Tan, Kian-Lee},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {6},
        pages = {1249--1263},
        doi = {10.14778/3583140.3583144},
        url = {https://doi.org/10.14778/3583140.3583144},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
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
209 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024932174
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
360 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020182846
959 Memory-Efficient Hash Joins 2015 VLDB 0.00012953588
987 What happens during a Join? Dissecting CPU and Memory Optimization Effects 2000 VLDB 0.00012814017
1,265 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011415709
1,368 Dash: Scalable Hashing on Persistent Memory 2020 VLDB 0.00011003184
1,480 Write-Behind Logging 2017 VLDB 0.00010649376
1,996 Write-limited sorts and joins for persistent memory 2014 VLDB 9.3396464e-05
2,707 Evaluating Persistent Memory Range Indexes 2020 VLDB 8.2279594e-05
2,910 APEX: A High-Performance Learned Index on Persistent Memory 2022 VLDB 7.9700885e-05
2,962 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9170451e-05
3,526 Understanding the Idiosyncrasies of Real Persistent Memory 2021 VLDB 7.3429293e-05
3,647 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.2271935e-05
4,276 DINOMO: An Elastic, Scalable, High-Performance Key-Value Store for Disaggregated Persistent Memory 2022 VLDB 6.7877967e-05
4,682 Persistent Memory Hash Indexes: An Experimental Evaluation 2021 VLDB 6.5651164e-05
5,094 On the Surprising Difficulty of Simple Things: the Case of Radix Partitioning 2015 VLDB 6.3657592e-05
6,086 Plush: A Write-Optimized Persistent Log-Structured Hash-Table 2022 VLDB 5.9817424e-05
6,161 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR 5.9537202e-05
6,397 Halo: A Hybrid PMem-DRAM Persistent Hash Index with Fast Recovery 2022 SIGMOD 5.8869998e-05
6,733 Evaluating Persistent Memory Range Indexes: Part Two 2022 VLDB 5.7880281e-05
7,967 Thrifty Query Execution via Incrementability 2020 SIGMOD 5.5169373e-05
8,374 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.4399097e-05
8,579 Cost Modelling for Optimal Data Placement in Heterogeneous Main Memory 2022 VLDB 5.4087323e-05
8,963 The Past, Present and Future of Indexing on Persistent Memory 2022 VLDB 5.3435901e-05
9,150 PerMA-Bench: Benchmarking Persistent Memory Access 2022 VLDB 5.3133586e-05
9,151 Tair-PMem: A Fully Durable Non-Volatile Memory Database 2022 VLDB 5.3133586e-05
10,011 Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs 2020 VLDB 5.1772034e-05
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