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QuTiBench: Benchmarking Neural Networks on Heterogeneous Hardware [article]

Michaela Blott, Lisa Halder, Miriam Leeser, Linda Doyle
<span title="2019-11-17">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We propose a novel benchmark suite, QuTiBench, that addresses this need.  ...  While there are many benchmarking efforts in this field, they cover only subsections of the embedded design space.  ...  BenchIP [79] is a benchmarking suite which has a broad set of machine learning tasks. Similar to TiBench, BenchIP adopts a multi-tiered approach with micro-and macro-benchmarks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.05009v2">arXiv:1909.05009v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hkd53al5k5ecbinf7pqbw4afcq">fatcat:hkd53al5k5ecbinf7pqbw4afcq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200822052428/https://arxiv.org/pdf/1909.05009v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d3/18/d318ab94345bf69abcb787ad448657ea2a579f0a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.05009v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

HPC AI500: The Methodology, Tools, Roofline Performance Models, and Metrics for Benchmarking HPC AI Systems [article]

Zihan Jiang, Lei Wang, Xingwang Xiong, Wanling Gao, Chunjie Luo, Fei Tang, Chuanxin Lan, Hongxiao Li, Jianfeng Zhan
<span title="2020-07-01">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The HPC AI benchmarks accelerate the process. Unfortunately, benchmarking HPC AI systems at scale raises serious challenges.  ...  On the basis of AIBench -- by far the most comprehensive AI benchmarks suite, we present and build two HPC AI benchmarks from both business and scientific computing: Image Classification, and Extreme Weather  ...  The BenchCouncil AI benchmark suites are open source and publicly available from http://www.benchcouncil.org/benchmarks.html. BenchIP (2018) [84] focuses on benchmarking intelligent processors.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2007.00279v1">arXiv:2007.00279v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mweupqwxffapxfid3kkdnvnroy">fatcat:mweupqwxffapxfid3kkdnvnroy</a> </span>
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