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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
h0de26f3a75aa1e54
Venue
SIGMOD
Year
2014
Pagerank
0.00024554257
Overall Rank
215 | 98.57%
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}
}

Incoming Citations (Sorted by Pagerank)

Showing 33 of 133 citing papers.

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9,599 Saving Private Hash Join 2025 VLDB 5.1376962e-05
9,719 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.1229327e-05
9,822 Memory Efficient Scheduling of Query Pipeline Execution 2022 CIDR 5.1092136e-05
9,948 High-Performance DBMSs with io_uring: When and How to Use It 2026 VLDB 5.0910746e-05
10,039 Selective Late Materialization in Modern Analytical Databases 2025 VLDB 5.0786422e-05
10,259 Towards Resource-adaptive Query Execution in Cloud Native Databases 2024 CIDR 5.0381136e-05
10,260 SQL Engines Excel at the Execution of Imperative Programs 2024 VLDB 5.0381136e-05
10,287 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.0328754e-05
10,329 Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB 2024 SIGMOD 5.0241309e-05
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10,436 On the Vexing Difficulty of Evaluating IN Predicates 2026 CIDR 4.9605343e-05
10,617 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 4.9605343e-05
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10,911 CrocSort: Resource-Efficient, Skew-Resilient Parallel External Merge Sort 2026 VLDB 4.9605343e-05
10,913 The Data World Is Not Flat: Efficient Factorized Execution for Relational Systems 2026 VLDB 4.9605343e-05
10,928 Sema: A High-performance System for LLM-based Semantic Query Processing 2026 VLDB 4.9605343e-05
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11,002 IMLane: Composable Framework for Efficient AI Function Execution in Database Engine 2026 VLDB 4.9605343e-05
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11,196 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.9605343e-05
11,206 anagodb: Offering Massive Parallelism for Database Engine 2025 SIGMOD 4.9605343e-05
11,404 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.9605343e-05
11,440 Freely Moving Between the OLTP and OLAP Worlds: Hermes – an High-Performance OLAP Accelerator for MySQL 2025 VLDB 4.9605343e-05
11,454 Accordion: Balancing Performance and Cost in Cloud-Native Data Analysis with Intra-Query Runtime Elasticity 2025 VLDB 4.9605343e-05
11,597 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 4.9605343e-05
11,727 Pipeline Group Optimization on Disaggregated Systems 2023 CIDR 4.9605343e-05
11,800 Cracking-Like Join for Trusted Execution Environments 2023 VLDB 4.9605343e-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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