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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
0.00024598661
Overall Rank
215 | 98.56%
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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9,684 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.1423628e-05
9,784 Memory Efficient Scheduling of Query Pipeline Execution 2022 CIDR 5.1285917e-05
9,906 High-Performance DBMSs with io_uring: When and How to Use It 2026 VLDB 5.1103839e-05
9,999 Selective Late Materialization in Modern Analytical Databases 2025 VLDB 5.0979044e-05
10,222 Towards Resource-adaptive Query Execution in Cloud Native Databases 2024 CIDR 5.0572221e-05
10,223 SQL Engines Excel at the Execution of Imperative Programs 2024 VLDB 5.0572221e-05
10,250 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.051964e-05
10,304 Data Chunk Compaction in Vectorized Execution 2025 SIGMOD 5.0400722e-05
10,318 Out-of-order Execution of Database Queries 2020 VLDB 5.0367346e-05
10,357 On the Vexing Difficulty of Evaluating IN Predicates 2026 CIDR 4.9793485e-05
10,541 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 4.9793485e-05
10,601 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.9793485e-05
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10,840 CrocSort: Resource-Efficient, Skew-Resilient Parallel External Merge Sort 2026 VLDB 4.9793485e-05
10,842 The Data World Is Not Flat: Efficient Factorized Execution for Relational Systems 2026 VLDB 4.9793485e-05
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10,867 Nav-Index: A High-Performance, Adaptive Index for Shortest Path Queries in RDBMS 2026 VLDB 4.9793485e-05
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10,911 Hermes at Scale: Powering Distributed Queries with a Unified Memory Fabric 2026 VLDB 4.9793485e-05
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11,035 HW-SW Co-Design for Databases in the Age of AI-for-Systems 2026 VLDB 4.9793485e-05
11,127 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.9793485e-05
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11,344 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.9793485e-05
11,381 Freely Moving Between the OLTP and OLAP Worlds: Hermes – an High-Performance OLAP Accelerator for MySQL 2025 VLDB 4.9793485e-05
11,395 Accordion: Balancing Performance and Cost in Cloud-Native Data Analysis with Intra-Query Runtime Elasticity 2025 VLDB 4.9793485e-05
11,499 Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB 2024 SIGMOD 4.9793485e-05
11,542 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 4.9793485e-05
11,675 Pipeline Group Optimization on Disaggregated Systems 2023 CIDR 4.9793485e-05
11,750 Cracking-Like Join for Trusted Execution Environments 2023 VLDB 4.9793485e-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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