DBScholar

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
12954
Venue
VLDB
Year
2022
Pagerank
8.0893814e-05
Overall Rank
2,823 | 80.64%
DOI
10.14778/3551793.3551833

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 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
5,422 GPU Database Systems Characterization and Optimization 2024 VLDB 6.2245373e-05
5,953 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 6.0309873e-05
6,065 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 5.9895288e-05
6,614 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.8216658e-05
7,432 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.6199783e-05
7,591 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 5.5900315e-05
7,684 Deep Lake: a Lakehouse for Deep Learning 2023 CIDR 5.5679986e-05
7,847 Biathlon: Harnessing Model Resilience for Accelerating ML Inference Pipelines 2024 VLDB 5.5330423e-05
7,959 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 5.5181056e-05
7,964 Scaling Package Queries to a Billion Tuples via Hierarchical Partitioning and Customized Optimization 2024 VLDB 5.5177726e-05
8,513 Galley: Modern Query Optimization for Sparse Tensor Programs 2025 SIGMOD 5.4119882e-05
8,808 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3661351e-05
8,873 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 5.3539725e-05
9,835 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 5.2112879e-05
10,060 TenGraph: A Tensor-Based Graph Query Engine 2024 VLDB 5.166346e-05
10,130 Does A Fish Need a Bicycle? The Case for On-Chip NPUs in DBMS 2026 CIDR 5.093636e-05
10,219 DFLOP: A Data-driven Framework for Multimodal LLM Training Pipeline Optimization 2026 SIGMOD 5.093636e-05
10,409 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 5.093636e-05
10,425 Accelerating Triangle-Connected Truss Community Search Across Heterogeneous Hardware 2026 SIGMOD 5.093636e-05
10,541 Scalable GPU Acceleration of Scalar Functions in Analytical Databases: Compilation, Benchmarking, and Optimization 2026 VLDB 5.093636e-05
10,580 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 5.093636e-05
10,588 RayDB: Building Databases with Ray Tracing Cores 2026 VLDB 5.093636e-05
10,836 Quantum Data Management in the NISQ Era 2025 VLDB 5.093636e-05
10,957 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 5.093636e-05
10,971 No Cap, This Memory Slaps: Breaking Through the Memory Wall of Transactional Database Systems with Processing-in-Memory 2025 VLDB 5.093636e-05
10,985 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 5.093636e-05
Previous Page 1 / 1 Next

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 0.00069513174
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.0006312782
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
209 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024932174
239 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00023674329
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
293 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00022259273
415 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.0001888524
422 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00018732744
445 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00018336751
518 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017167492
521 PyTorch Distributed: Experiences on Accelerating Data Parallel Training 2020 VLDB 0.0001713368
634 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015533814
649 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015320656
823 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00013792901
912 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013269804
1,250 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011485301
1,379 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010970894
1,431 Towards Scalable Dataframe Systems 2020 VLDB 0.00010807221
1,466 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.0001068941
1,469 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010678751
1,574 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010321274
1,756 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.8172465e-05
1,797 How to Architect a Query Compiler 2016 SIGMOD 9.7368925e-05
1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.3641101e-05
2,000 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.3336258e-05
2,293 Extending Relational Query Processing with ML Inference 2020 CIDR 8.7949378e-05
2,370 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.6795925e-05
2,566 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.4116562e-05
2,848 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 8.0538815e-05
3,195 Micro Adaptivity in Vectorwise 2013 SIGMOD 7.6481177e-05
3,874 Tensors: An abstraction for general data processing 2021 VLDB 7.0561161e-05
4,089 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.9096857e-05
4,603 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.6105578e-05
4,728 PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes 2021 VLDB 6.5360246e-05
4,976 SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra 2020 VLDB 6.4168322e-05
5,195 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.3232105e-05
5,584 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.1604087e-05
5,807 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 6.0805143e-05
6,263 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.936052e-05
6,923 Integration of Data Mining and Relational Databases 2000 VLDB 5.7387134e-05
7,160 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6855887e-05
7,899 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5195553e-05
9,215 Deep Query Optimization 2019 SIGMOD 5.3055088e-05
9,649 Transforming ML Predictive Pipelines into SQL with MASQ 2021 SIGMOD 5.2430158e-05
9,835 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 5.2112879e-05
9,991 Photon: A High-Performance Query Engine for the Lakehouse 2022 CIDR 5.181564e-05
Previous Page 1 / 1 Next

Semantically Similar Papers