Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware

Summary: Proposes Ocelot/HyPE, a hardware-oblivious data processing engine paired with a learning-based optimizer for heterogeneous hardware. Demonstrates adaptive DBMS capable of automatic operator placement across accelerators, easing code maintenance while optimizing runtimes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10833
Venue: VLDB
Year: 2014
Pagerank: 5.4201842e-05
Overall Rank: 5,584 | 61.20%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,307	Robust Query Processing in Co-Processor-accelerated Databases	2016	SIGMOD	7.2391191e-05
4,000	MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures	2021	SIGMOD	6.5419402e-05
4,500	GaccO - A GPU-accelerated OLTP DBMS	2022	SIGMOD	6.1326735e-05
5,018	Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS	2022	VLDB	5.7503878e-05
5,826	Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration	2016	SIGMOD	5.3116062e-05
6,451	Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics	2025	VLDB	5.0522576e-05
6,963	A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores	2019	VLDB	4.8769125e-05
9,730	Workload Placement on Heterogeneous CPU-GPU Systems	2024	VLDB	4.2901665e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
948	Data Processing on FPGAs	2009	VLDB	0.0001510759
1,271	The Yin and Yang of Processing Data Warehousing Queries on GPU Devices	2013	VLDB	0.00012900735
1,285	Hardware-Oblivious Parallelism for In-Memory Column-Stores	2013	VLDB	0.00012809552
3,698	Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS	2013	VLDB	6.8278944e-05
4,678	OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures	2013	VLDB	5.9988623e-05
7,038	Demonstrating Efficient Query Processing in Heterogeneous Environments	2014	SIGMOD	4.8500241e-05

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7,239	hStorage-DB: Heterogeneity-aware Data Management to Exploit the Full Capability of Hybrid Storage Systems	2012	VLDB	4.7870862e-05
2,437	OLTP on Hardware Islands	2012	VLDB	8.8206221e-05
4,774	The Case For Heterogeneous HTAP	2017	CIDR	5.9279395e-05
2,505	HyPer-sonic Combined Transaction AND Query Processing	2011	VLDB	8.6299194e-05
3,307	Robust Query Processing in Co-Processor-accelerated Databases	2016	SIGMOD	7.2391191e-05
4,359	Hardware-conscious Query Processing in GPU-accelerated Analytical Engines	2019	CIDR	6.2493951e-05
4,996	Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources	2017	VLDB	5.7697228e-05
7,026	One DBMS for all: the Brawny Few and the Wimpy Crowd	2014	SIGMOD	4.8524257e-05
3,698	Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS	2013	VLDB	6.8278944e-05
7,038	Demonstrating Efficient Query Processing in Heterogeneous Environments	2014	SIGMOD	4.8500241e-05