CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor

P Cui, H Liu, B Tang, Y Yuan - Proceedings of the VLDB Endowment, 2024 - dl.acm.org
In recent years, many CPU-GPU heterogeneous graph processing systems have been
developed in both academic and industrial to facilitate large-scale graph processing in …

Skadi: Building a distributed runtime for data systems in disaggregated data centers

C Hu, C Wang, S Wang, N Sun, Y Bao, J Zhao… - Proceedings of the 19th …, 2023 - dl.acm.org
Data-intensive systems are the backbone of today's computing and are responsible for
shaping data centers. Over the years, cloud providers have relied on three principles to …

QEVIS: Multi-grained Visualization of Distributed Query Execution

Q Shen, Z You, X Yan, C Zhang, K Xu… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Distributed query processing systems such as Apache Hive and Spark are widely-used in
many organizations for large-scale data analytics. Analyzing and understanding the query …

nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems

Y Yuan, B Tang, T Zhou, Z Zhang, J Qin - Proceedings of the VLDB …, 2024 - dl.acm.org
In this paper, we propose nsDB, a novel neuro-symbolic database system that integrates
neural and symbolic system architectures natively to address the weaknesses of each …

A comparative study of the performance of real time databases and big data analytics frameworks

SMN Mustafa, MU Farooq, SS Zehra… - 2023 7th International …, 2023 - ieeexplore.ieee.org
The amelioration of information technology and the infiltration of it almost all the sectors of
world have resulted in massive efflux of data. The rampant increase in the generation of data …

[PDF][PDF] ML-based Dynamic Operator-Level Query Mapping for Stream Processing Systems in Heterogeneous Computing Environments

S Oh, GE Moon, S Park - discos.sogang.ac.kr
Mapping queries to optimal computing devices at the operator-level presents a significant
challenge in stream processing systems (SPS) with heterogeneous computing resources …

[引用][C] CPU-GPU 이종환경을활용한스트리밍상태기반질의성능평가및분석

정경환, 오세정, 정연우, 박성용 - 한국정보과학회학술발표논문집, 2023 - dbpia.co.kr
요 약최근 스트리밍 시스템에서 CPU/GPU 이종 환경을 활용하여 상태 기반 질의 성능
가속화하는 연구가 활발히 제안되고 있다. 대부분의 연구는 데이터 크기에 따라 질의 …