… In this paper, the authors aim to bridge the gap between data motifs and proxy benchmarks,
… Big Data and AI Workloads [6]. The proposed solution was a data motif-based benchmark …

… range from simple computational kernels, mini-apps, and proxy-… of BD and AI workloads. So
instead of applying a separate … suggest using data motif-based workloads, which is why they …

… In this paper, we use big data benchmarks as samples to illustrate the validity of our …
Data motif-based proxy benchmarks for big data and AI workloads. In: Proceedings of the …

… We analyze the performance profiles of multiple variants of our proxy application, developed
using … Data motif-based proxy benchmarks for big data and AI workloads. In 2018 IEEE …

… The proxies in this section as well as section 4.2 both compress the original … Data motifbased
proxy benchmarks for big data and AI workloads. “In 2018 IEEE International Symposium …

… We evaluate UniRedl with representative deep learning and big data workloads. The
experimental results demonstrate that on average UniRedl improves application performance by …

… The lightweight benchmarks aim at emulating the proxy … individual benchmarks with
various input data sizes that … We classify the operations of neural network workloads into five …

… For instance, the workload of mask labeling is about 15 times … are reliable proxies for the
performance of inspection models. … , “Performance evaluation for motif-based patterned texture …

… Wing and Tip decomposition are motif-based analytics for … as a proxy to estimate
peeling workload in representative … We also note that the performance of PBNG is robust (within …

… that offload the NAS workloads as well as the device data to the … NAS benchmark tasks widely
used to assess the performance … In the cell motif-based architecture of On-NAS, a total of 𝑛 …