In-RDBMS Hardware Acceleration of Advanced Analytics

Summary: In-database analytics via FPGA; DAnA auto-maps high-level analytics queries (Python-DSL UDFs) to hardware. Striders attach to the DB buffer pool; end-to-end FPGA analytics on PostgreSQL yields ~8x avg speedup (up to 28x), beating MADLib, with 30–60 lines of Python. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h96cd987426d5fa6c
Venue: VLDB
Year: 2018
Pagerank: 7.0595382e-05
Overall Rank: 3,739 | 74.88%
DOI: 10.14778/3236187.3236188

Incoming Non-self Citations Over Time

Authors

1. Divya Mahajan (Georgia Institute of Technology)
2. Joon Kyung Kim (Georgia Institute of Technology)
3. Jacob Sacks (Georgia Institute of Technology)
4. Adel Ardalan (University of Wisconsin)
5. Arun Kumar (University of California San Diego)
6. Hadi Esmaeilzadeh (University of California San Diego)

BibTeX Citation

@article{mahajan_vldb18,
        title = {{In-RDBMS Hardware Acceleration of Advanced Analytics}},
        author = {Mahajan, Divya and Kim, Joon Kyung and Sacks, Jacob and Ardalan, Adel and Kumar, Arun and Esmaeilzadeh, Hadi},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {11},
        pages = {1317--1331},
        doi = {10.14778/3236187.3236188},
        url = {https://doi.org/10.14778/3236187.3236188},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,287	Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects	2020	SIGMOD	8.691301e-05
2,682	Accelerating Recommendation System Training by Leveraging Popular Choices	2022	VLDB	8.1384948e-05
2,908	AI Meets Database: AI4DB and DB4AI	2021	SIGMOD	7.8716173e-05
3,242	Towards Demystifying Serverless Machine Learning Training	2021	SIGMOD	7.4967268e-05
3,628	Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects	2022	SIGMOD	7.1490678e-05
3,974	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	6.8848857e-05
4,575	Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture	2019	VLDB	6.5234168e-05
4,881	Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning	2019	VLDB	6.368585e-05
6,249	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.8343283e-05
6,867	Accelerating String-key Learned Index Structures via Memoization-based Incremental Training	2024	VLDB	5.6581046e-05
7,285	Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration	2020	VLDB	5.5639701e-05
12,177	doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases	2019	VLDB	4.9769913e-05

Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
105	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00033633007
154	MAD Skills: New Analysis Practices for Big Data	2009	VLDB	0.00028568843
432	Shark: SQL and Rich Analytics at Scale	2013	SIGMOD	0.00018331051
503	Towards a Unified Architecture for in-RDBMS Analytics	2012	SIGMOD	0.00017195428
731	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00014400356
941	Data Processing on FPGAs	2009	VLDB	0.00012951355
1,167	DimmWitted: A Study of Main-Memory Statistical Analytics	2014	VLDB	0.0001172597
1,193	Weld: A Common Runtime for High Performance Data Analytics	2017	CIDR	0.00011582619
1,223	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011468426
1,445	An Architecture for Compiling UDF-centric Workflows	2015	VLDB	0.00010628379
1,542	HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics	2016	VLDB	0.0001030858
2,021	Scalable Probabilistic Databases with Factor Graphs and MCMC	2010	VLDB	9.171164e-05
4,582	SVM in Oracle Database 10g: Removing the Barriers to Widespread Adoption of Support Vector Machines	2005	VLDB	6.5190788e-05
4,932	FPGA-based Data Partitioning	2017	SIGMOD	6.3455411e-05
5,002	GLADE: Big Data Analytics Made Easy	2012	SIGMOD	6.3183539e-05
5,024	Querying Probabilistic Information Extraction	2010	VLDB	6.3081571e-05
5,809	Incrementally Maintaining Classification using an RDBMS	2011	VLDB	5.9848544e-05
8,605	doppioDB: A Hardware Accelerated Database	2017	SIGMOD	5.3031224e-05

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3	5,400	Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration	2016	SIGMOD
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