3 papers
cs.NI2019
Application-Agnostic Offloading of Packet Processing
Oliver Hohlfeld, Helge Reelfs, Jan Rüth +4
As network speed increases, servers struggle to serve all requests directed at them. This challenge is rooted in a partitioned data path where the split between the kernel space ne…
cs.DC2018
BrainSlug: Transparent Acceleration of Deep Learning Through Depth-First Parallelism
Nicolas Weber, Florian Schmidt, Mathias Niepert +1
Neural network frameworks such as PyTorch and TensorFlow are the workhorses of numerous machine learning applications ranging from object recognition to machine translation. While…
cs.DC2018
Representation Learning for Resource Usage Prediction
Florian Schmidt, Mathias Niepert, Felipe Huici
Creating a model of a computer system that can be used for tasks such as predicting future resource usage and detecting anomalies is a challenging problem. Most current systems rel…