AIBench: an industry standard internet service AI benchmark suite

W Gao, F Tang, L Wang, J Zhan, C Lan, C Luo… - arXiv preprint arXiv …, 2019 - arxiv.org
benchmark suite with respect to the previous documented performance models and insights
without the publicly available ensemble of Internet service data … ], and big data benchmarks […

Benchmarking large-scale data management for Internet of Things

A Hendawi, J Gupta, J Liu, A Teredesai… - The Journal of …, 2019 - Springer
… , IoT big data become the most common type of big data [40]. It … There have been various
research efforts on benchmarking … , BigDataBench [53] and Bigbench [24] are benchmark suites

A survey of big data, high performance computing, and machine learning benchmarks

N Ihde, P Marten, A Eleliemy, G Poerwawinata… - … and Benchmarking …, 2022 - Springer
… amount of existing benchmarks/benchmark suites reflects their … Furthermore, BigDataBench
offers 44 BD and AI benchmarks … (online services, offline analytics, graph analytics, AI, data

Tutorial on Benchmarking Big Data Analytics Systems

T Ivanov, R Singhal - Companion of the ACM/SPEC International …, 2020 - dl.acm.org
… BigBench [6, 15] is an end-to-end application-level big data benchmark that represents a
data … We don’t know enough to make a big data benchmark suite-an academia-industry view. …

Big data benchmarks of high-performance storage systems on commercial bare metal clouds

H Lee, G Fox - 2019 IEEE 12th International Conference on …, 2019 - ieeexplore.ieee.org
… There are several Hadoop benchmark suites available including HiBench and BigDataBench
[10], [11] supported by Intel and Institute of Computing Technology, Chinese Academy of …

Babel: a generic benchmarking platform for Big Data architectures

L Sfaxi, MMB Aissa - Big Data Research, 2021 - Elsevier
… We cite in this category BigBench [8], an application-level Big Data analytics benchmarking
suite … processing; BigDataBench [21], an open source benchmarking solution coupled with a …

Dspbench: A suite of benchmark applications for distributed data stream processing systems

MV Bordin, D Griebler, G Mencagli, CFR Geyer… - … Access, 2020 - ieeexplore.ieee.org
… The goal of this paper is to present a new benchmark suite … of the usefulness of our
benchmark suite to compare real DSPSs by … BigDataBench [18] is a more recent suite of big data

Midbench: Multimodel industrial big data benchmark

Y Cheng, M Cheng, H Ge, Y Guo, Y Hao, X Sun… - Benchmarking …, 2019 - Springer
… application domains in our benchmark suite and we generate synthetic data by scaling the
sample … Internet Services oriented BigDataBench [29] covers both structured and unstructured …

An open-source benchmark suite for microservices and their hardware-software implications for cloud & edge systems

Y Gan, Y Zhang, D Cheng, A Shetty, P Rathi… - Proceedings of the …, 2019 - dl.acm.org
… the Social Network service to study the tail at scale effects of microservices, ie, effects that
occur because of the large-scale of systems and applications [28]. We The Social Network has …

Benchmarking apache spark and hadoop mapreduce on big data classification

T Tekdogan, A Cakmak - … Conference on Cloud and Big Data …, 2021 - dl.acm.org
… choosing the right data management framework based on … benchmark for two widely used
Big Data analytics tools, namely Apache Spark and Hadoop MapReduce, on a common data