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SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units

Summary: SIMD-Scan accelerates compressed column-store scans using on-chip SIMD units in commodity CPUs, avoiding GPUs/FPGAs, hardware changes, and data copies. An SSE implementation in SAP BW demonstrates substantial speedups and analyzes multicore scaling. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
10066
Venue
VLDB
Year
2009
Pagerank
0.00024498128
Overall Rank
216 | 98.52%
DOI
10.14778/1687627.1687671

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{willhalm_vldb09,
        title = {{SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units}},
        author = {Willhalm, Thomas and Popovici, Nicolae and Boshmaf, Yazan and Plattner, Hasso and Zeier, Alexander and Schaffner, Jan},
        journal = {PVLDB},
        series = {{VLDB} '09},
        doi = {10.14778/1687627.1687671},
        url = {https://doi.org/10.14778/1687627.1687671},
        year = {2009}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 59 citing papers.

Rank Citing Paper Year Venue Pagerank
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
233 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023815642
278 FAST: Fast Architecture Sensitive Tree Search on Modern CPUs and GPUs 2010 SIGMOD 0.00022476841
330 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.0002104801
575 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.00016257033
634 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015533814
649 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015320656
870 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.0001350293
941 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013078348
1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011808761
1,315 Fast Updates on Read-Optimized Databases Using Multi-Core CPUs 2012 VLDB 0.00011181796
1,761 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.8154969e-05
1,903 Instant Loading for Main Memory Databases 2013 VLDB 9.5049156e-05
1,974 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.3658402e-05
2,023 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2950046e-05
2,112 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.1514258e-05
2,156 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 9.0635624e-05
2,232 Database Compression on Graphics Processors 2010 VLDB 8.8970926e-05
2,599 WideTable: An Accelerator for Analytical Data Processing 2014 VLDB 8.3583572e-05
2,788 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.1205155e-05
2,937 Column Sketches: A Scan Accelerator for Rapid and Robust Predicate Evaluation 2018 SIGMOD 7.9435581e-05
2,951 Instant Recovery for Main-Memory Databases 2015 CIDR 7.9260674e-05
3,082 Analytics in Motion: High Performance Event-Processing AND Real-Time Analytics in the Same Database 2015 SIGMOD 7.7725834e-05
3,368 CloudRAMSort: Fast and Efficient Large-Scale Distributed RAM Sort on Shared-Nothing Cluster 2012 SIGMOD 7.4713287e-05
3,592 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.2774889e-05
3,598 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.2718988e-05
3,902 The Impact of Columnar In-Memory Databases on Enterprise Systems: Implications of Eliminating Transaction-Maintained Aggregates 2014 VLDB 7.0313122e-05
4,001 Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015 VLDB 6.9663191e-05
4,058 Fast Scans on Key-Value Stores 2017 VLDB 6.9335663e-05
4,144 Tile-based Lightweight Integer Compression in GPU 2022 SIGMOD 6.8744592e-05
4,988 UpBit: Scalable In-Memory Updatable Bitmap Indexing 2016 SIGMOD 6.4107392e-05
5,122 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.3573169e-05
5,357 Joins on Encoded and Partitioned Data 2014 VLDB 6.2497031e-05
5,512 BinDex: A Two-Layered Index for Fast and Robust Scans 2020 SIGMOD 6.1913331e-05
5,622 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.1461066e-05
5,686 OLTPShare: The Case for Sharing in OLTP Workloads 2018 VLDB 6.1220514e-05
5,778 GOLAP: A GPU-in-Data-Path Architecture for High-Speed OLAP 2024 SIGMOD 6.0918646e-05
5,921 Page As You Go: Piecewise Columnar Access In SAP HANA 2016 SIGMOD 6.0417538e-05
6,349 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.9049304e-05
6,665 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.8089595e-05
6,774 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 5.7778738e-05
7,036 On-Off Sketch: A Fast and Accurate Sketch on Persistence 2021 VLDB 5.7212447e-05
7,139 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.6932481e-05
7,458 AHEAD: Adaptable Data Hardening for On-the-Fly Hardware Error Detection during Database Query Processing 2018 SIGMOD 5.6121707e-05
7,960 CUBIT: Concurrent Updatable Bitmap Indexing 2025 VLDB 5.5181056e-05
8,072 Operational Analytics Data Management Systems 2016 VLDB 5.4933919e-05
8,410 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 5.4309397e-05
8,636 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.3954959e-05
8,794 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.370464e-05
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Outgoing Citations (Sorted by Pagerank)

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