Aibench scenario: Scenario-distilling ai benchmarking

W Gao, F Tang, J Zhan, X Wen, L Wang… - 2021 30th …, 2021 - ieeexplore.ieee.org
Modern real-world application scenarios like Internet services consist of a diversity of AI and
non-AI modules with huge code sizes and long and complicated execution paths, which …

A structured approach towards big data identification

H Ahmed, MA Ismail - IEEE Transactions on Big Data, 2021 - ieeexplore.ieee.org
Big data is a” relative” concept. It is the combination of data, application, and platform
properties. The term big data has been used with almost every problem involving large size …

Towards a novel framework for automatic big data detection

H Ahmed, MA Ismail - IEEE Access, 2020 - ieeexplore.ieee.org
Big data is a” relative” concept. It is the combination of data, application, and platform
properties. Recently, big data specific technologies have emerged, including software …

Profiling gem5 Simulator

J Umeike, N Patel, A Manley… - … Analysis of Systems …, 2023 - ieeexplore.ieee.org
In this work, we set out to find the answers to the following questions:(1) Where are the
bottlenecks in a state-of-theart architectural simulator?(2) How much faster can architectural …

Data motif-based proxy benchmarks for big data and AI workloads

W Gao, J Zhan, L Wang, C Luo, Z Jia… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
For the architecture community, reasonable simulation time is a strong requirement in
addition to performance data accuracy. However, emerging big data and AI workloads are …

Toward a novel engine for compiler optimization space exploration of big data workloads

H Ahmed, MA Ismail - Software: Practice and Experience, 2022 - Wiley Online Library
Recently, big data specific technologies have been emerging, including domain‐specific
languages, software frameworks, databases, third‐party libraries, and so forth. These …

[HTML][HTML] 论中国如何发展自主可控和开放的科技产业

詹剑锋 - 中国科学院院刊, 2019 - old2022.bulletin.cas.cn
在竞争日益激烈的国际环境下, 自主可控和开放合作是发展科技产业的双翼, 同等重要.
自主可控让我们无后顾之忧; 开放合作则允许我们充分开展全球分工与合作, 获得竞争优势 …

[HTML][HTML] Open-source computer systems initiative: The motivation, essence, challenges, and methodology

J Zhan - BenchCouncil Transactions on Benchmarks, Standards …, 2022 - Elsevier
The global community faces many pressing and uncertain challenges like pandemics and
global climate change. Information technology (IT) infrastructure has become the enabler to …

Benchcouncil's view on benchmarking ai and other emerging workloads

J Zhan, L Wang, W Gao, R Ren - arXiv preprint arXiv:1912.00572, 2019 - arxiv.org
This paper outlines BenchCouncil's view on the challenges, rules, and vision of
benchmarking modern workloads like Big Data, AI or machine learning, and Internet …

A Linear Combination-Based Method to Construct Proxy Benchmarks for Big Data Workloads

Y Yang, L Wang, J Zhan - International Symposium on Benchmarking …, 2023 - Springer
During the early stages of CPU design, benchmarks can only run on simulators to evaluate
CPU performance. However, most big data component benchmarks are unable to finish …