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FAST: Fast Architecture Sensitive Tree Search on Modern CPUs and GPUs

Summary: FAST is architecture-sensitive binary-tree index layout for CPUs/GPUs, aligned to cache lines, page size, and SIMD to reduce traversal latency. 50M CPU/GPU queries/sec (5x/1.7x faster); bulk rebuilds <0.1s for 64M keys; compression mitigates memory bandwidth. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4c198aad1e560d80
Venue
SIGMOD
Year
2010
Pagerank
0.00022320139
Overall Rank
277 | 98.14%
DOI
10.1145/1807167.1807206

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{kim_sigmod10,
        title = {{FAST: Fast Architecture Sensitive Tree Search on Modern CPUs and GPUs}},
        author = {Kim, Changkyu and Chhugani, Jatin and Satish, Nadathur and Sedlar, Eric and Nguyen, Anthony D. and Kaldewey, Tim and Lee, Victor W. and Brandt, Scott A. and Dubey, Pradeep},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807206},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807206},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 54 citing papers.

Rank Citing Paper Year Venue Pagerank
40 The Case for Learned Index Structures 2018 SIGMOD 0.00046363107
365 Hyder - A Transactional Record Manager for Shared Flash 2011 CIDR 0.00019935521
422 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00018488849
627 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015454197
768 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.00014107655
835 Benchmarking Learned Indexes 2021 VLDB 0.00013575971
904 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.00013170142
1,116 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011957053
1,212 A Seven-Dimensional Analysis of Hashing Methods and its Implications on Query Processing 2016 VLDB 0.00011521857
1,332 Fast Updates on Read-Optimized Databases Using Multi-Core CPUs 2012 VLDB 0.00010993664
1,525 Updatable Learned Index with Precise Positions 2021 VLDB 0.00010355133
1,606 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010091937
1,857 PALM: Parallel Architecture-Friendly Latch-Free Modifications to B+ Trees on Many-Core Processors 2011 VLDB 9.4935317e-05
2,187 Database Compression on Graphics Processors 2010 VLDB 8.891124e-05
2,270 FINEdex: A Fine-grained Learned Index Scheme for Scalable and Concurrent Memory Systems 2022 VLDB 8.7166469e-05
2,287 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.691301e-05
2,384 The Uncracked Pieces in Database Cracking 2014 VLDB 8.5401256e-05
2,674 Asynchronous Memory Access Chaining 2016 VLDB 8.1445101e-05
2,809 Exploiting Coroutines to Attack the "Killer Nanoseconds" 2018 VLDB 7.9788276e-05
2,889 High-Throughput Transaction Executions on Graphics Processors 2011 VLDB 7.9034864e-05
2,926 Interleaving with Coroutines: A Practical Approach for Robust Index Joins 2018 VLDB 7.8446029e-05
3,003 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.7631056e-05
3,202 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB 7.5401819e-05
3,358 RUMA has it: Rewired User-space Memory Access is Possible! 2016 VLDB 7.377868e-05
3,374 A Hybrid B+-tree as Solution for In-Memory Indexing on CPU-GPU Heterogeneous Computing Platforms 2016 SIGMOD 7.3606793e-05
3,393 CloudRAMSort: Fast and Efficient Large-Scale Distributed RAM Sort on Shared-Nothing Cluster 2012 SIGMOD 7.343863e-05
3,491 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 7.2586387e-05
3,597 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.1759026e-05
3,621 Learned Index: A Comprehensive Experimental Evaluation 2023 VLDB 7.1510804e-05
3,691 RTIndex: Exploiting Hardware-Accelerated GPU Raytracing for Database Indexing 2023 VLDB 7.0909492e-05
3,710 CARMI: A Cache-Aware Learned Index with a Cost-based Construction Algorithm 2022 VLDB 7.0775695e-05
4,540 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 6.5501234e-05
4,715 Hist-Tree: Those Who Ignore It Are Doomed to Learn 2021 CIDR 6.4537149e-05
5,034 Put an Elephant into a Fridge: Optimizing Cache Efficiency for In-memory Key-value Stores 2020 VLDB 6.3024123e-05
5,400 Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration 2016 SIGMOD 6.1468677e-05
5,472 GPU Rasterization for Real-Time Spatial Aggregation over Arbitrary Polygons 2018 VLDB 6.1168576e-05
5,779 Blockchains vs. Distributed Databases: Dichotomy and Fusion 2021 SIGMOD 5.9953144e-05
6,179 Catalyst: Optimizing Cache Management for Large In-memory Key-value Systems 2023 VLDB 5.8576036e-05
6,267 A Critical Analysis of Recursive Model Indexes 2022 VLDB 5.8283218e-05
6,787 SALI: A Scalable Adaptive Learned Index Framework based on Probability Models 2023 SIGMOD 5.6810904e-05
6,908 MILC: Inverted List Compression in Memory 2017 VLDB 5.6471881e-05
7,172 Automatic Synthesis of Out-of-Core Algorithms 2013 SIGMOD 5.5918806e-05
7,297 Hyper: A High-Performance and Memory-Efficient Learned Index via Hybrid Construction 2024 SIGMOD 5.5609237e-05
7,714 The next 50 Years in Database Indexing or: The Case for Automatically Generated Index Structures 2022 VLDB 5.4699237e-05
8,179 Hyperion: Building the Largest In-memory Search Tree 2019 SIGMOD 5.3816264e-05
8,385 Interleaved Multi-Vectorizing 2020 VLDB 5.3404356e-05
8,628 Accelerating Pathology Image Data Cross-Comparison on CPU-GPU Hybrid Systems 2012 VLDB 5.2991344e-05
8,882 Why Are Learned Indexes So Effective but Sometimes Ineffective? 2025 VLDB 5.255795e-05
9,210 An Application-Specific Instruction Set for Accelerating Set-Oriented Database Primitives 2014 SIGMOD 5.2059113e-05
9,295 Revisiting B-tree Compression: An Experimental Study 2024 SIGMOD 5.2003819e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039236924
68 Making B+-Trees Cache Conscious in Main Memory 2000 SIGMOD 0.00037957995
206 Cache Conscious Indexing for Decision-Support in Main Memory 1999 VLDB 0.00024981343
210 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024844328
219 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024367137
229 A Study of Index Structures for Main Memory Database Management Systems 1986 VLDB 0.00023915204
287 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00022001327
547 Improving Index Performance through Prefetching 2001 SIGMOD 0.00016575635
625 Adaptive Aggregation on Chip Multiprocessors 2007 VLDB 0.00015472161
723 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.00014507399
910 Dictionary-based Order-preserving String Compression for Main Memory Column Stores 2009 SIGMOD 0.00013122392
999 Data Compression Support in Databases 1994 VLDB 0.00012615754
1,105 Buffering Accesses to Memory-Resident Index Structures 2003 VLDB 0.00011991167
1,586 Fractal Prefetching B+-Trees: Optimizing Both Cache and Disk Performance 2002 SIGMOD 0.00010143882
1,839 Main-Memory Index Structures with Fixed-Size Partial Keys 2001 SIGMOD 9.5284548e-05
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