71 citations · 104 across the 10 of their papers we have counts for
4 papers · 1 filter
It's the People, Not the Placement: Rethinking Allocations in Post-Moore Clouds
Tejas Harith, Antoine Kaufmann
The Cambrian explosion of new accelerators, driven by the slowdown of Moore's Law, has created significant resource management challenges for modern IaaS clouds. Unlike the homogen…
SimBricks: End-to-End Network System Evaluation with Modular Simulation
Hejing Li, Jialin Li, Antoine Kaufmann
Full system "end-to-end" measurements in physical testbeds are the gold standard for network systems evaluation but are often not feasible. When physical testbeds are not available…
Serving DNNs like Clockwork: Performance Predictability from the Bottom Up
Arpan Gujarati, Reza Karimi, Safya Alzayat +4
Machine learning inference is becoming a core building block for interactive web applications. As a result, the underlying model serving systems on which these applications depend…
No DNN Left Behind: Improving Inference in the Cloud with Multi-Tenancy
Amit Samanta, Suhas Shrinivasan, Antoine Kaufmann +1
With the rise of machine learning, inference on deep neural networks (DNNs) has become a core building block on the critical path for many cloud applications. Applications today re…