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Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age

Summary: Introduces morsel-driven parallelism: NUMA-aware, fine-grained tasks that schedule small data morsels to run complete operator pipelines, bypassing plan-driven load balance. Dispatcher maps morsels to NUMA-local workers, enabling elastic parallelism and achieving >30x speedup on 32 cores for TPC-H/SSB. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4940
Venue
SIGMOD
Year
2014
Pagerank
0.00023654664
Overall Rank
241 | 98.35%
DOI
10.1145/2588555.2610507

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{leis_sigmod14,
        title = {{Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age}},
        author = {Leis, Viktor and Boncz, Peter and Kemper, Alfons and Neumann, Thomas},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2610507},
        url = {https://dl.acm.org/doi/10.1145/2588555.2610507},
        year = {2014}
}

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10,997 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.093636e-05
11,015 Freely Moving Between the OLTP and OLAP Worlds: Hermes – an High-Performance OLAP Accelerator for MySQL 2025 VLDB 5.093636e-05
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11,151 Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB 2024 SIGMOD 5.093636e-05
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11,437 Cracking-Like Join for Trusted Execution Environments 2023 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

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