Database Paper Browser

Back to papers

Query Processing on Tensor Computation Runtimes

Summary: SQL-to-tensor programs via Tensor Query Processor (TQP) on tensor computation runtimes (TCRs). Relational operators mapped to tensor primitives enable full TPC-H execution across hardware; up to 10x faster than CPU/GPU baselines, and 9x for ML-augmented queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12766
Venue
VLDB
Year
2022
Pagerank
7.3161051e-05
Overall Rank
3,254 | 77.37%
DOI
10.14778/3551793.3551833

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
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
6,378 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.0909804e-05
6,453 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 5.0571108e-05
7,568 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 4.7084322e-05
7,751 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 4.6603427e-05
7,814 Deep Lake: a Lakehouse for Deep Learning 2023 CIDR 4.6439001e-05
7,916 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 4.6173899e-05
8,021 Scaling Package Queries to a Billion Tuples via Hierarchical Partitioning and Customized Optimization 2024 VLDB 4.6039546e-05
8,080 Biathlon: Harnessing Model Resilience for Accelerating ML Inference Pipelines 2024 VLDB 4.5911668e-05
8,279 Galley: Modern Query Optimization for Sparse Tensor Programs 2025 SIGMOD 4.5435639e-05
8,846 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 4.4372012e-05
9,472 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 4.3341665e-05
9,695 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 4.3025567e-05
9,916 TenGraph: A Tensor-Based Graph Query Engine 2024 VLDB 4.2561557e-05
9,983 Does A Fish Need a Bicycle? The Case for On-Chip NPUs in DBMS 2026 CIDR 4.1945683e-05
10,121 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.1945683e-05
10,136 Accelerating Triangle-Connected Truss Community Search Across Heterogeneous Hardware 2026 SIGMOD 4.1945683e-05
10,253 Scalable GPU Acceleration of Scalar Functions in Analytical Databases: Compilation, Benchmarking, and Optimization 2026 VLDB 4.1945683e-05
10,281 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 4.1945683e-05
10,290 RayDB: Building Databases with Ray Tracing Cores 2026 VLDB 4.1945683e-05
10,571 Quantum Data Management in the NISQ Era 2025 VLDB 4.1945683e-05
10,714 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.1945683e-05
10,730 No Cap, This Memory Slaps: Breaking Through the Memory Wall of Transactional Database Systems with Processing-in-Memory 2025 VLDB 4.1945683e-05
10,749 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 48 of 48 cited papers.

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

Rank Cited Paper Year Venue Pagerank
21 C-Store: A Column-oriented DBMS 2005 VLDB 0.00086087497
35 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00076197749
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
140 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042270404
241 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00031420034
318 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00027795661
343 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00026768139
351 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.0002636504
411 PyTorch Distributed: Experiences on Accelerating Data Parallel Training 2020 VLDB 0.00023906921
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
544 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00020521965
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020197988
658 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018506577
735 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017452467
853 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015940507
958 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015045316
1,273 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00012912938
1,287 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00012820443
1,427 Towards Scalable Dataframe Systems 2020 VLDB 0.0001204248
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
1,864 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010280966
2,014 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 9.7904029e-05
2,040 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 9.7057698e-05
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4989076e-05
2,287 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0972606e-05
2,383 How to Architect a Query Compiler 2016 SIGMOD 8.9294108e-05
2,443 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 8.8078476e-05
2,651 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3694317e-05
2,804 Extending Relational Query Processing with ML Inference 2020 CIDR 8.0935487e-05
3,327 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2205738e-05
3,465 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0695873e-05
3,882 Micro Adaptivity in Vectorwise 2013 SIGMOD 6.6690423e-05
4,701 Tensors: An abstraction for general data processing 2021 VLDB 5.9866564e-05
4,773 PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes 2021 VLDB 5.9320139e-05
5,088 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 5.7072189e-05
5,125 The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 5.679423e-05
5,395 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 5.5318806e-05
5,487 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 5.4791501e-05
5,821 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 5.3134851e-05
6,369 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 5.0936663e-05
6,525 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.027205e-05
6,982 Integration of Data Mining and Relational Databases 2000 VLDB 4.8734424e-05
7,306 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 4.7678574e-05
8,094 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 4.5867812e-05
9,120 Deep Query Optimization 2019 SIGMOD 4.392741e-05
9,436 Transforming ML Predictive Pipelines into SQL with MASQ 2021 SIGMOD 4.3430376e-05
9,695 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 4.3025567e-05
9,808 Photon: A High-Performance Query Engine for the Lakehouse 2022 CIDR 4.2794025e-05
Previous Page 1 / 1 Next

Semantically Similar Papers