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Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects

Summary: Triton Join scales large joins on GPUs by using fast interconnects (NVLink 2.0) to spill state to main memory. Delivers >100x GPU hash-join gains over non-partitioned approaches, and up to 2.5x vs CPU radix-join, enabling GPU DBMSs to exceed GPU memory. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6364
Venue
SIGMOD
Year
2022
Pagerank
5.6003972e-05
Overall Rank
5,251 | 63.51%
DOI
10.1145/3514221.3517911

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Showing 41 of 41 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Implementation Techniques For Main Memory Database Systems 1984 SIGMOD 0.001426258
81 Cache Conscious Algorithms for Relational Query Processing 1994 VLDB 0.00055253195
350 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00026368305
403 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00024176677
771 Relational Joins on Graphics Processors 2008 SIGMOD 0.00016813054
932 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00015227954
959 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015034808
1,016 Memory-Efficient Hash Joins 2015 VLDB 0.00014630024
1,196 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013378379
1,271 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00012900735
1,285 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00012809552
1,692 A Seven-Dimensional Analysis of Hashing Methods and its Implications on Query Processing 2016 VLDB 0.00010887129
1,800 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00010494121
2,044 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 9.6963999e-05
2,292 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0884645e-05
2,523 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.599693e-05
2,659 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3615158e-05
3,161 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 7.4648665e-05
3,307 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 7.2391191e-05
3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05
3,428 Distributed Join Algorithms on Thousands of Cores 2017 VLDB 7.1002401e-05
3,471 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0628019e-05
3,719 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 6.8141176e-05
3,723 Cache-Conscious Radix-Decluster Projections 2004 VLDB 6.8132331e-05
3,899 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 6.6513982e-05
3,994 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 6.5476357e-05
4,000 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 6.5419402e-05
4,040 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 6.5052227e-05
4,089 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 6.4559891e-05
4,359 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 6.2493951e-05
5,129 The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 5.6724875e-05
5,179 FPGA-based Data Partitioning 2017 SIGMOD 5.6384436e-05
5,664 On the Surprising Difficulty of Simple Things: the Case of Radix Partitioning 2015 VLDB 5.3838575e-05
5,677 Joins on Encoded and Partitioned Data 2014 VLDB 5.376511e-05
5,711 EMOGI: Efficient Memory-access for Out-of-memory Graph-traversal in GPUs 2021 VLDB 5.3603407e-05
5,723 MCJoin: A Memory-Constrained Join for Column-Store Main-Memory Databases. 2012 SIGMOD 5.3530385e-05
5,732 FPGA-based Multithreading for In-Memory Hash Joins 2015 CIDR 5.3473621e-05
6,538 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR 5.0173391e-05
7,155 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 4.810361e-05
7,209 GPU-accelerated data management under the test of time 2020 CIDR 4.7949787e-05
9,842 A four-dimensional Analysis of Partitioned Approximate Filters 2021 VLDB 4.2681507e-05
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