AIBench training: Balanced industry-standard AI training benchmarking

F Tang, W Gao, J Zhan, C Lan, X Wen… - … Analysis of Systems …, 2021 - ieeexplore.ieee.org
… After performing an exhaustive survey on Internet service AI domains, we identify and
implement nineteen … We contribute by far the most comprehensive AI training benchmark suite. …

AIBench: An Agile Domain-specific Benchmarking Methodology and an AI Benchmark Suite

W Gao, F Tang, J Zhan, C Lan, C Luo, L Wang… - arXiv preprint arXiv …, 2020 - arxiv.org
… characterizing the AI and Internet services application domains. First, in cooperation with
seventeen industry partners, we investigate their domain-specific benchmarking requirements, …

Aibench scenario: Scenario-distilling ai benchmarking

W Gao, F Tang, J Zhan, X Wen, L Wang… - 2021 30th …, 2021 - ieeexplore.ieee.org
… We implement two Internet service AI scenario benchmarks based on the framework as …
Several AI benchmark suites only provide component benchmarks, which may lead to error-…

Mlperf mobile inference benchmark: An industry-standard open-source machine learning benchmark for on-device ai

V Janapa Reddi, D Kanter, P Mattson… - Proceedings of …, 2022 - proceedings.mlsys.org
… We discuss and present our plans to extend the benchmark suite tasks over time in … Ai
benchmark: All about deep learning on smartphones in 2019. In 2019 International Conference on …

Comparison and benchmarking of ai models and frameworks on mobile devices

C Luo, X He, J Zhan, L Wang, W Gao, J Dai - arXiv preprint arXiv …, 2020 - arxiv.org
… Considering the model diversity and framework diversity, we propose a benchmark suite, …
used in other AI benchmarks, and becomes a de facto standard to evaluate AI system. MLPerf …

Scenario-based AI benchmark evaluation of distributed cloud/edge computing systems

T Hao, K Hwang, J Zhan, Y Li… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… In summary, our Edge AIBench differs from the other four benchmark suites. The AIPerf is
mainly designed for HPC platforms. MLMark appeals more to measure embedded …

AIPerf: Automated machine learning as an AI-HPC benchmark

Z Ren, Y Liu, T Shi, L Xie, Y Zhou, J Zhai… - Big Data Mining and …, 2021 - ieeexplore.ieee.org
… and AI benchmarks and point out their downsides for AI-HPC … Therefore, we choose to build
our own benchmark suite on … , AIBench: An industry standard internet service AI benchmark

Flbench: A benchmark suite for federated learning

Y Liang, Y Guo, Y Gong, C Luo, J Zhan… - Intelligent Computing and …, 2021 - Springer
… These benchmarks have provided various metrics and results for machine learning … ,
AIBench is a comprehensive AI benchmark suite, distilling real-world application scenarios into AI

Dataperf: Benchmarks for data-centric ai development

M Mazumder, C Banbury, X Yao… - Advances in …, 2024 - proceedings.neurips.cc
benchmark suite for evaluating ML datasets and data-centric algorithms. We aim to foster
innovation in data-centric AI … , and we provide an open, online platform with multiple rounds of …

[HTML][HTML] Edge AIBench 2.0: A scalable autonomous vehicle benchmark for IoT–Edge–Cloud systems

T Hao, W Gao, C Lan, F Tang, Z Jiang… - … on Benchmarks, Standards …, 2022 - Elsevier
… KITTI [12] is a vision benchmark suite for autonomous driving. It proposes stereo and …
benchmark suite for edge computing systems. It summarizes four scenarios and implements six AI