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HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines

Summary: HetExchange extends the relational Exchange for heterogeneous CPU–GPU servers, combining CPU task-parallelism and GPU data-parallelism across non-coherent memory. JIT integration makes operators parallelism- and data-location-agnostic, delivering 2.8–6.4× gains over CPU- and GPU-only DBMSs. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h91e79e9e92d6c3bb
Venue
VLDB
Year
2019
Pagerank
9.7335416e-05
Overall Rank
1,747 | 88.26%
DOI
10.14778/3303753.3303760

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chrysogelos_vldb19,
        title = {{HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines}},
        author = {Chrysogelos, Periklis and Karpathiotakis, Manos and Appuswamy, Raja and Ailamaki, Anastasia},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {5},
        pages = {544--556},
        doi = {10.14778/3303753.3303760},
        url = {https://doi.org/10.14778/3303753.3303760},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 38 of 38 citing papers.

Rank Citing Paper Year Venue Pagerank
2,284 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.6954168e-05
2,460 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.4348335e-05
3,053 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 7.7019663e-05
3,626 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 7.1524537e-05
3,689 RTIndex: Exploiting Hardware-Accelerated GPU Raytracing for Database Indexing 2023 VLDB 7.0943075e-05
3,773 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0294475e-05
3,888 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 6.945725e-05
4,399 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.6152806e-05
4,480 GPU Database Systems Characterization and Optimization 2024 VLDB 6.5807917e-05
4,645 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 6.4881339e-05
5,541 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 6.0902254e-05
5,598 Database Processing-in-Memory: An Experimental Study 2020 VLDB 6.0713144e-05
5,615 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0652416e-05
5,991 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 5.9247663e-05
6,151 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 5.8697699e-05
6,296 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 5.8195258e-05
6,489 HetCache: Synergising NVMe Storage and GPU acceleration for Memory-Efficient Analytics 2023 CIDR 5.7676507e-05
6,516 GPU-accelerated data management under the test of time 2020 CIDR 5.7588588e-05
6,587 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 5.7429023e-05
6,667 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.7152948e-05
7,523 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.5025409e-05
8,236 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3710413e-05
8,274 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 5.3642256e-05
8,331 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 5.3532622e-05
8,822 Boosting Efficiency of External Pipelines by Blurring Application Boundaries 2022 CIDR 5.2690274e-05
9,047 Rethinking Analytical Processing in the GPU Era 2026 CIDR 5.2308307e-05
9,392 Themis: A GPU-accelerated Relational Query Execution Engine 2025 VLDB 5.1861628e-05
9,863 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 5.1176637e-05
10,318 Out-of-order Execution of Database Queries 2020 VLDB 5.0367346e-05
10,345 Data Movement-Aware GPU Sharing for Data-Intensive Systems 2026 CIDR 4.9793485e-05
10,601 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.9793485e-05
10,723 Scalable GPU Acceleration of Scalar Functions in Analytical Databases: Compilation, Benchmarking, and Optimization 2026 VLDB 4.9793485e-05
10,785 MGI: A Communication Framework for Data Processing in Massive GPU Infrastructures 2026 VLDB 4.9793485e-05
10,984 Into the CUDA Multiverse of Runtime Compilation: Exploring Kernel Fusion Strategies for GPU Database Systems 2026 VLDB 4.9793485e-05
11,127 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.9793485e-05
11,138 anagodb: Offering Massive Parallelism for Database Engine 2025 SIGMOD 4.9793485e-05
11,344 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.9793485e-05
11,567 Accelerating Merkle Patricia Trie with GPU 2024 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064031282
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056855599
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034622929
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024598661
379 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00019514689
605 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015647561
771 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00014085862
856 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013428547
1,341 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010968512
1,473 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010557973
1,533 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010332035
2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3979719e-05
2,600 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2363864e-05
2,815 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.9777435e-05
3,505 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2508161e-05
3,773 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0294475e-05
3,935 The Case For Heterogeneous HTAP 2017 CIDR 6.9166006e-05
4,199 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB 6.7410637e-05
6,288 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.8227911e-05
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