41 citations · 80 across the 7 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
cs.DC2018★ 1 cited
Data Motif-based Proxy Benchmarks for Big Data and AI Workloads
Wanling Gao, Jianfeng Zhan, Lei Wang +8
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 too hug…
cs.DC2018★ 28 cited
BigDataBench: A Scalable and Unified Big Data and AI Benchmark Suite
Wanling Gao, Jianfeng Zhan, Lei Wang +11
Several fundamental changes in technology indicate domain-specific hardware and software co-design is the only path left. In this context, architecture, system, data management, an…
cs.PF2018★ 5 cited
BOPS, Not FLOPS! A New Metric and Roofline Performance Model For Datacenter Computing
Lei Wang, Jianfeng Zhan, Wanling Gao +5
For emerging datacenter (in short, DC) workloads, such as online Internet services or offline data analytics, how to evaluate the upper bound performance and provide apple-to-apple…