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Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort

Summary: Bandwidth-oblivious SIMD sort for CPU/GPU; competitive analysis across SIMD, radix, and merge approaches. Proposes CPU radix sort and GPU merge sort ~2× faster than prior work; radix dominates on current HW, GPU advantage narrows; merge sort favors large-key cardinalities. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h7228fa3674e94a70
Venue
SIGMOD
Year
2010
Pagerank
0.00014997516
Overall Rank
663 | 95.55%
DOI
10.1145/1807167.1807207

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{satish_sigmod10,
        title = {{Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort}},
        author = {Satish, Nadathur and Kim, Changkyu and Chhugani, Jatin and Nguyen, Anthony D. and Lee, Victor W. and Kim, Daehyun and Dubey, Pradeep},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807207},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807207},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 38 of 38 citing papers.

Rank Citing Paper Year Venue Pagerank
251 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023136934
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
1,116 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011957053
1,267 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011265987
1,269 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011254742
1,857 PALM: Parallel Architecture-Friendly Latch-Free Modifications to B+ Trees on Many-Core Processors 2011 VLDB 9.4935317e-05
1,997 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.2126022e-05
2,363 Streaming Similarity Search over one Billion Tweets using Parallel Locality-Sensitive Hashing 2013 VLDB 8.572554e-05
2,466 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.4182778e-05
2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3939994e-05
2,818 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9703078e-05
3,393 CloudRAMSort: Fast and Efficient Large-Scale Distributed RAM Sort on Shared-Nothing Cluster 2012 SIGMOD 7.343863e-05
3,458 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.2815031e-05
3,491 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 7.2586387e-05
3,628 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 7.1490678e-05
3,708 The Case for a Learned Sorting Algorithm 2020 SIGMOD 7.0781032e-05
4,012 Deployment of Query Plans on Multicores 2015 VLDB 6.8540959e-05
4,065 PARADIS: An Efficient Parallel Algorithm for In-place Radix Sort 2015 VLDB 6.8199976e-05
4,225 SIMD- and Cache-Friendly Algorithm for Sorting an Array of Structures 2015 VLDB 6.7180565e-05
4,932 FPGA-based Data Partitioning 2017 SIGMOD 6.3455411e-05
5,180 On the Surprising Difficulty of Simple Things: the Case of Radix Partitioning 2015 VLDB 6.2379001e-05
5,376 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.1555648e-05
5,400 Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration 2016 SIGMOD 6.1468677e-05
5,772 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.9964298e-05
6,216 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR 5.8451996e-05
6,417 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 5.7900099e-05
6,419 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.7886634e-05
7,473 Fast Multi-Column Sorting in Main-Memory Column-Stores 2016 SIGMOD 5.5162245e-05
8,635 Inferray: fast in-memory RDF inference 2016 VLDB 5.2970305e-05
8,681 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.288863e-05
8,760 Zero-sided RDMA: Network-driven Data Shuffling for Disaggregated Heterogeneous Cloud DBMSs 2024 SIGMOD 5.2822161e-05
9,438 Efficiently Joining Large Relations on Multi-GPU Systems 2025 VLDB 5.1761941e-05
10,178 Thriving in the No Man’s Land between Compilers and Databases 2019 CIDR 5.0657907e-05
10,795 MGI: A Communication Framework for Data Processing in Massive GPU Infrastructures 2026 VLDB 4.9769913e-05
11,893 Origami: A High-Performance Mergesort Framework 2022 VLDB 4.9769913e-05
12,592 Permuting Data on Random-Access Block Storage 2013 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
210 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024844328
304 GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management 2006 SIGMOD 0.00021598803
723 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.00014507399
910 Dictionary-based Order-preserving String Compression for Main Memory Column Stores 2009 SIGMOD 0.00013122392
1,839 Main-Memory Index Structures with Fixed-Size Partial Keys 2001 SIGMOD 9.5284548e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 9,438 Efficiently Joining Large Relations on Multi-GPU Systems 2025 VLDB
2 425 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB
3 210 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB
4 251 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB
5 6,417 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD
6 304 GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management 2006 SIGMOD
7 1,116 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD
8 4,225 SIMD- and Cache-Friendly Algorithm for Sorting an Array of Structures 2015 VLDB
9 723 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB
10 2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD