Persistent Memory Hash Indexes: An Experimental Evaluation
Summary: Direct comparison of six persistent-hash-table designs (Level hashing, CCEH, Dash, PCLHT, Clevel, SOFT) on real persistent memory using a unified benchmark. Analyzes hardware sensitivity (PM bandwidth, NUMA, CPU instructions) and outlines design trade-offs plus optimization directions for PM-based hash indexes. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Daokun Hu (Hunan University)
- 2. Zhiwen Chen (Hunan University)
- 3. Jianbing Wu (Hunan University)
- 4. Jianhua Sun (Hunan University)
- 5. Hao Chen (Hunan University)
BibTeX Citation
@article{hu_vldb21,
title = {{Persistent Memory Hash Indexes: An Experimental Evaluation}},
author = {Hu, Daokun and Chen, Zhiwen and Wu, Jianbing and Sun, Jianhua and Chen, Hao},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {5},
pages = {785--798},
doi = {10.14778/3446095.3446101},
url = {https://doi.org/10.14778/3446095.3446101},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,510 | Viper: An Efficient Hybrid PMem-DRAM Key-Value Store | 2021 | VLDB | 8.3698208e-05 |
| 5,483 | Plush: A Write-Optimized Persistent Log-Structured Hash-Table | 2022 | VLDB | 6.1103271e-05 |
| 6,072 | Halo: A Hybrid PMem-DRAM Persistent Hash Index with Fast Recovery | 2022 | SIGMOD | 5.8954394e-05 |
| 6,877 | Evaluating Persistent Memory Range Indexes: Part Two | 2022 | VLDB | 5.6581603e-05 |
| 7,760 | IcebergHT: High Performance Hash Tables Through Stability and Low Associativity | 2023 | SIGMOD | 5.457277e-05 |
| 8,341 | DecLog: Decentralized Logging in Non-Volatile Memory for Time Series Database Systems | 2024 | VLDB | 5.3517356e-05 |
| 9,064 | A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory | 2023 | VLDB | 5.2283159e-05 |
| 9,690 | FluidKV: Seamlessly Bridging the Gap between Indexing Performance and Memory-Footprint on Ultra-Fast Storage | 2024 | VLDB | 5.1405104e-05 |
| 10,777 | Succinct and Fast Tiny Pointer Hash Tables | 2026 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 502 | FPTree: A Hybrid SCM-DRAM Persistent and Concurrent B-Tree for Storage Class Memory | 2016 | SIGMOD | 0.00017250534 |
| 614 | Scalable Logging through Emerging Non-Volatile Memory | 2014 | VLDB | 0.0001556755 |
| 631 | Persistent B+-Trees in Non-Volatile Main Memory | 2015 | VLDB | 0.0001541723 |
| 964 | BzTree: A High-Performance Latch-free Range Index for Non-Volatile Memory | 2018 | VLDB | 0.00012810196 |
| 1,359 | Dash: Scalable Hashing on Persistent Memory | 2020 | VLDB | 0.00010919021 |
| 2,274 | DPTree: Differential Indexing for Persistent Memory | 2020 | VLDB | 8.7108312e-05 |
| 2,369 | BlueCache: A Scalable Distributed Flash-based Key-value Store | 2017 | VLDB | 8.5618147e-05 |
| 2,742 | Evaluating Persistent Memory Range Indexes | 2020 | VLDB | 8.0681227e-05 |
| 4,048 | Fast Scans on Key-Value Stores | 2017 | VLDB | 6.8304396e-05 |
| 5,127 | Fast Database Restarts at Facebook | 2014 | SIGMOD | 6.2608485e-05 |
| 8,024 | PiBench Online: Interactive Benchmarking of Persistent Memory Indexes | 2020 | VLDB | 5.4051878e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,758 | SSDs Striking Back: The Storage Jungle and Its Implications on Persistent Indexes | 2022 | CIDR |
| 2 | 8,024 | PiBench Online: Interactive Benchmarking of Persistent Memory Indexes | 2020 | VLDB |
| 3 | 5,483 | Plush: A Write-Optimized Persistent Log-Structured Hash-Table | 2022 | VLDB |
| 4 | 6,072 | Halo: A Hybrid PMem-DRAM Persistent Hash Index with Fast Recovery | 2022 | SIGMOD |
| 5 | 6,077 | When Tree Meets Hash: Reducing Random Reads for Index Structures on Persistent Memories | 2023 | SIGMOD |
| 6 | 6,940 | The Past, Present and Future of Indexing on Persistent Memory | 2022 | VLDB |
| 7 | 2,742 | Evaluating Persistent Memory Range Indexes | 2020 | VLDB |
| 8 | 8,241 | Pea Hash: A Performant Extendible Adaptive Hashing Index | 2023 | SIGMOD |
| 9 | 6,877 | Evaluating Persistent Memory Range Indexes: Part Two | 2022 | VLDB |
| 10 | 1,359 | Dash: Scalable Hashing on Persistent Memory | 2020 | VLDB |