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)
Incoming Non-self Citations Over Time
Authors
- 1. Sebastian Breß
- 2. Bastian Köcher
- 3. Max Heimel
- 4. Volker Markl
- 5. Michael Saecker
- 6. Gunter Saake
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,305 | Robust Query Processing in Co-Processor-accelerated Databases | 2016 | SIGMOD | 7.2460965e-05 |
| 4,002 | MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures | 2021 | SIGMOD | 6.545665e-05 |
| 4,498 | GaccO - A GPU-accelerated OLTP DBMS | 2022 | SIGMOD | 6.138538e-05 |
| 5,019 | Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS | 2022 | VLDB | 5.7559197e-05 |
| 5,814 | Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration | 2016 | SIGMOD | 5.3167137e-05 |
| 6,453 | Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics | 2025 | VLDB | 5.0571108e-05 |
| 6,964 | A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores | 2019 | VLDB | 4.8815971e-05 |
| 9,731 | Workload Placement on Heterogeneous CPU-GPU Systems | 2024 | VLDB | 4.2942813e-05 |
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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 |
|---|---|---|---|---|
| 950 | Data Processing on FPGAs | 2009 | VLDB | 0.00015108484 |
| 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 |
| 3,696 | Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS | 2013 | VLDB | 6.834483e-05 |
| 4,678 | OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures | 2013 | VLDB | 6.0046271e-05 |
| 7,038 | Demonstrating Efficient Query Processing in Heterogeneous Environments | 2014 | SIGMOD | 4.8546906e-05 |
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