dpKernels: Harvesting DPU Compute Resources for Data-path Efficiency in Cloud Data Processing
Summary: Introduces dpKernels, portable primitives that expose heterogeneous DPU accelerators and SoC cores to cloud data systems. dpManager optimizes and schedules constrained offloads across DPU generations/vendors, improving datapath throughput while reducing host CPU use. (summarized by gpt-5.6-luna on Aug 28 2026)
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Authors
- 1. Jiasheng Hu (University of Toronto)
- 2. Kaiwen Zheng (University of Toronto)
- 3. Anna Li (University of Toronto)
- 4. Sidharth Sankhe (University of Toronto)
- 5. Philip A. Bernstein (Microsoft)
- 6. Qizhen Zhang (University of Toronto)
BibTeX Citation
@article{hu_vldb26,
title = {{dpKernels: Harvesting DPU Compute Resources for Data-path Efficiency in Cloud Data Processing}},
author = {Hu, Jiasheng and Zheng, Kaiwen and Li, Anna and Sankhe, Sidharth and Bernstein, Philip A. and Zhang, Qizhen},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {10},
pages = {2563--2576},
doi = {10.14778/3828612.3828615},
url = {https://doi.org/10.14778/3828612.3828615},
year = {2026}
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