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MGI: A Communication Framework for Data Processing in Massive GPU Infrastructures

Summary: MGI abstracts recurring inter-GPU communication optimizations behind a unified interface. A resource-annotated graph controller plans transfers, while a scalable device/link-aware data plane executes them efficiently across heterogeneous GPU infrastructures. (summarized by gpt-5.6-luna on Aug 17 2026)

Paper ID
hbe83f8908f52e159
Venue
VLDB
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,795 | 27.45%
DOI
10.14778/3819518.3819549
PDF
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Authors

BibTeX Citation

@article{wu_vldb26,
        title = {{MGI: A Communication Framework for Data Processing in Massive GPU Infrastructures}},
        author = {Wu, Di and Tan, Hongshi and Yang, Hanzhang and He, Bingsheng and Zhang, Qizhen},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {9},
        pages = {2262--2275},
        doi = {10.14778/3819518.3819549},
        url = {https://doi.org/10.14778/3819518.3819549},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
49 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004314366
106 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.00033518428
663 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00014997516
775 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.0001407924
1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7289385e-05
2,287 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.691301e-05
2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3939994e-05
3,055 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 7.6983202e-05
3,609 DFI: The Data Flow Interface for High-Speed Networks 2021 SIGMOD 7.1617145e-05
3,628 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 7.1490678e-05
4,138 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.782996e-05
5,376 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.1555648e-05
5,543 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 6.0873423e-05
5,991 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 5.9219616e-05
6,417 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 5.7900099e-05
6,671 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.7125893e-05
6,927 HongTu: Scalable Full-Graph GNN Training on Multiple GPUs 2023 SIGMOD 5.6399587e-05
7,527 NeutronTask: Scalable and Efficient Multi-GPU GNN Training with Task Parallelism 2025 VLDB 5.499936e-05
7,831 FusionFlow: Accelerating Data Preprocessing for Machine Learning with CPU-GPU Cooperation 2024 VLDB 5.4416736e-05
8,158 NeutronTP: Load-Balanced Distributed Full-Graph GNN Training with Tensor Parallelism 2025 VLDB 5.3870998e-05
8,242 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3684987e-05
8,280 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 5.3616863e-05
8,766 DDS: DPU-optimized Disaggregated Storage 2024 VLDB 5.2812955e-05
9,467 HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs 2025 VLDB 5.1709969e-05
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