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October 24-28
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Thursday, October 27 • 3:25pm - 4:00pm
Kubernetes For GPU Powered Machine Learning Workloads In Academia - Camille Rodriguez, Canonical & John-Paul Robinson, University of Alabama at Birmingham

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This talk aims to inform the architects and users of Kubernetes, as well as teams planning to transition for Kubernetes for research purposes, how we designed a high-performing Kubernetes cluster specifically geared towards machine learning and AI workloads. On the architectural side, the use of NVIDIA DGX A100 machines provides unprecedented compute density and performance for those workloads. Those nodes are integrated to the cluster with open-source software. We will also cover our challenges & successes in integrating to other components, such as external CEPH storage, gitlab registry and runners, and SAML authentication. The University of Alabama at Birmingham team will cover how they leverage container-enabled GPUs for their research and development workloads. Research workloads increasingly demand access to ad hoc, GPU-enable compute capacity, with complex software environments to power cloud-native workflows. K8s helps address needs ranging from regular ML training runs to supporting software development via CI pipelines.
Speakers
avatar for John-Paul Robinson

John-Paul Robinson

HPC Architect, Manager, University of Alabama at Birmingham
John-Paul Robinson has been developing distributed systems and helping organizations adopt them for more than a decade. A long term proponent of open solutions and their ability to empower users, he is working to enhance the functionality of campus high performance computing environments... Read More →
avatar for Camille Rodriguez

Camille Rodriguez

Field Engineer Manager, Canonical
Camille works as a Field Engineering Manager at Canonical, where she designs and deploys private clouds, with technologies such as Kubernetes and Openstack, Juju Charms, MAAS, and other open-source integrations. She also leads the Women’s Resource Group at Canonical and is a hiring... Read More →

Kubernetes for GPU Powered Machine Learning Workloads in Academia (2) pdf
Thursday October 27, 2022 3:25pm - 4:00pm EDT
140 ABC
  Research + Academia