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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
h5047b5c4b03f2963
Venue
VLDB
Year
2022
Pagerank
8.4308406e-05
Overall Rank
2,460 | 83.47%
DOI
10.14778/3551793.3551833
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{he_vldb22,
        title = {{Query Processing on Tensor Computation Runtimes}},
        author = {He, Dong and Nakandala, Supun C and Banda, Dalitso and Sen, Rathijit and Saur, Karla and Park, Kwanghyun and Curino, Carlo and Camacho-Rodríguez, Jesús and Karanasos, Konstantinos and Interlandi, Matteo},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {11},
        pages = {2811--2825},
        doi = {10.14778/3551793.3551833},
        url = {https://doi.org/10.14778/3551793.3551833},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
4,484 GPU Database Systems Characterization and Optimization 2024 VLDB 6.5776765e-05
5,543 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 6.0873423e-05
5,778 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 5.9953658e-05
5,991 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 5.9219616e-05
6,153 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 5.8669913e-05
6,583 Deep Lake: a Lakehouse for Deep Learning 2023 CIDR 5.7418672e-05
6,671 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.7125893e-05
6,747 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6883491e-05
7,983 Biathlon: Harnessing Model Resilience for Accelerating ML Inference Pipelines 2024 VLDB 5.4111208e-05
8,135 Scaling Package Queries to a Billion Tuples via Hierarchical Partitioning and Customized Optimization 2024 VLDB 5.3914151e-05
8,242 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3684987e-05
8,280 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 5.3616863e-05
8,690 Galley: Modern Query Optimization for Sparse Tensor Programs 2025 SIGMOD 5.2880532e-05
9,040 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 5.2313661e-05
9,870 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 5.115241e-05
10,025 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 5.091949e-05
10,147 Does A Fish Need a Bicycle? The Case for On-Chip NPUs in DBMS 2026 CIDR 5.0691578e-05
10,258 TenGraph: A Tensor-Based Graph Query Engine 2024 VLDB 5.0489964e-05
10,447 DFLOP: A Data-driven Framework for Multimodal LLM Training Pipeline Optimization 2026 SIGMOD 4.9769913e-05
10,612 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.9769913e-05
10,625 Accelerating Triangle-Connected Truss Community Search Across Heterogeneous Hardware 2026 SIGMOD 4.9769913e-05
10,733 Scalable GPU Acceleration of Scalar Functions in Analytical Databases: Compilation, Benchmarking, and Optimization 2026 VLDB 4.9769913e-05
10,811 PystachIO: Efficient Distributed GPU Query Processing with PyTorch over Fast Networks & Fast Storage 2026 VLDB 4.9769913e-05
10,840 Bridging the Indexing Gap in Fused GPU Query Engines 2026 VLDB 4.9769913e-05
10,914 ZipFlow: a Compiler-based Framework to Unleash Compressed Data Movement for Modern GPUs 2026 VLDB 4.9769913e-05
10,915 RayBooster: A Ray Tracing Engine to Accelerate SedonaDB 2026 VLDB 4.9769913e-05
10,932 TQP++: Bridging ML Compilers and Analytical Query Processing on GPUs 2026 VLDB 4.9769913e-05
10,946 RayDB: Building Databases with Ray Tracing Cores 2026 VLDB 4.9769913e-05
11,046 Future-Proof Data Systems 2026 VLDB 4.9769913e-05
11,251 Quantum Data Management in the NISQ Era 2025 VLDB 4.9769913e-05
11,351 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.9769913e-05
11,364 No Cap, This Memory Slaps: Breaking Through the Memory Wall of Transactional Database Systems with Processing-in-Memory 2025 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 49 of 49 cited papers.

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

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.0006897844
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064013679
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033633007
163 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027480091
210 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024844328
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024589307
248 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00023179865
287 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00022001327
373 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019705706
379 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00019507406
416 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00018650998
503 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017195428
523 PyTorch Distributed: Experiences on Accelerating Data Parallel Training 2020 VLDB 0.000169044
605 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015640305
627 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015454197
775 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.0001407924
857 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013422539
1,223 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011468426
1,269 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011254742
1,341 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010963427
1,370 Towards Scalable Dataframe Systems 2020 VLDB 0.00010895207
1,473 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010552993
1,534 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010327147
1,669 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.9324573e-05
1,744 How to Architect a Query Compiler 2016 SIGMOD 9.7332903e-05
1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7289385e-05
1,825 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.5558093e-05
2,184 Extending Relational Query Processing with ML Inference 2020 CIDR 8.8953085e-05
2,287 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.691301e-05
2,401 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.517457e-05
2,816 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.9740083e-05
3,102 Micro Adaptivity in Vectorwise 2013 SIGMOD 7.6469535e-05
3,955 Tensors: An abstraction for general data processing 2021 VLDB 6.8994712e-05
3,974 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.8848857e-05
4,138 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.782996e-05
4,647 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 6.4850635e-05
4,817 PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes 2021 VLDB 6.3962636e-05
4,975 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 6.3289021e-05
5,292 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.1911633e-05
5,698 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.0300581e-05
5,772 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.9964298e-05
6,883 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6552024e-05
6,999 Integration of Data Mining and Relational Databases 2000 VLDB 5.6227023e-05
7,455 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5210654e-05
9,342 Deep Query Optimization 2019 SIGMOD 5.1897812e-05
9,835 Transforming ML Predictive Pipelines into SQL with MASQ 2021 SIGMOD 5.1225987e-05
10,025 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 5.091949e-05
10,159 Photon: A High-Performance Query Engine for the Lakehouse 2022 CIDR 5.0686309e-05
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