Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem

Summary: TQP compiles relational operators into tensor programs and runs on tensor runtimes like PyTorch. End-to-end acceleration of mixed relational-ML workloads across CPU, GPU, and browser backends, with TPC-H support and strong performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12840
Venue: VLDB
Year: 2022
Pagerank: 4.3025567e-05
Overall Rank: 9,695 | 32.56%
DOI: 10.14778/3554821.3554853

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05
6,066	GPU Database Systems Characterization and Optimization	2024	VLDB	5.2290447e-05
6,327	The Tensor Data Platform: Towards an AI-centric Database System	2023	CIDR	5.1083405e-05
7,916	Terabyte-Scale Analytics in the Blink of an Eye	2026	VLDB	4.6173899e-05
7,920	JoinBoost: Grow Trees Over Normalized Data Using Only SQL	2023	VLDB	4.6163888e-05
8,279	Galley: Modern Query Optimization for Sparse Tensor Programs	2025	SIGMOD	4.5435639e-05
10,281	GPU Acceleration of SQL Analytics on Compressed Data	2026	VLDB	4.1945683e-05
10,749	Scaling GPU-Accelerated Databases beyond GPU Memory Size	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05
3,407	End-to-end Optimization of Machine Learning Prediction Queries	2022	SIGMOD	7.1295646e-05
3,875	Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML	2020	CIDR	6.675257e-05
4,701	Tensors: An abstraction for general data processing	2021	VLDB	5.9866564e-05

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4,363	Hardware-conscious Query Processing in GPU-accelerated Analytical Engines	2019	CIDR	6.2552614e-05
5,821	Tensor Relational Algebra for Distributed Machine Learning System Design	2021	VLDB	5.3134851e-05
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5,088	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	5.7072189e-05
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10,121	TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap	2026	SIGMOD	4.1945683e-05
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05