Roy H. Campbell

· Abbasi Professor EmeritusVerified

University of Illinois Urbana-Champaign · Computer Science

Active 1939–2024

h-index68

Citations20.2k

Papers59031 last 5y

Funding$549k

Research topics

Towards an application objective-aware network interface
2020 · 4 citations
- Computer Science
- Computer Science
- Computer network
HAL: Computer System for Scalable Deep Learning
Practice and Experience in Advanced Research Computing · 2020 · 65 citations
- Computer Science
- Artificial Intelligence
- Computer Science
We describe the design, deployment and operation of a computer system built to efficiently run deep learning frameworks. The system consists of 16 IBM POWER9 servers with 4 NVIDIA V100 GPUs each, interconnected with Mellanox EDR InfiniBand fabric, and a DDN all-flash storage array. The system is tailored towards efficient execution of the IBM Watson Machine Learning enterprise software stack that combines popular open-source deep learning frameworks. We build a custom management software stack to enable an efficient use of the system by a diverse community of users and provide guides and recipes for running deep learning workloads at scale utilizing all available GPUs. We demonstrate scaling of a PyTorch and TensorFlow based deep neural networks to produce state-of-the-art performance results.
DOI

David Padua
108 shared
JackB Dennis
102 shared
Paul Feautrier
Laboratoire de l'Informatique du Parallélisme
66 shared
Jesús Esteban‐Pérez
Istituti di Ricovero e Cura a Carattere Scientifico
64 shared
Faraz Faghri
National Institute on Aging
60 shared
Robert L. Bocchino
Jet Propulsion Laboratory
52 shared
Bernard Philippe
Institut national de recherche en informatique et en automatique
52 shared
Joel Emer
Nvidia (United States)
51 shared

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