2 papers
cs.LG2026
AutoScout: Structured Optimization for Automating ML System Configuration
Jimmy Shong, Yuhan Ding, Yihan Jiang +5
Machine learning (ML) systems expose a rapidly expanding configuration space spanning model-parallelism strategies, communication optimizations, and low-level runtime parameters. E…
cs.LG2024
Towards a Flexible and High-Fidelity Approach to Distributed DNN Training Emulation
Banruo Liu, Mubarak Adetunji Ojewale, Yuhan Ding +1
We propose NeuronaBox, a flexible, user-friendly, and high-fidelity approach to emulate DNN training workloads. We argue that to accurately observe performance, it is possible to e…