Virtual Event
August 17–August 20, 2020
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Tuesday, August 18 • 13:45 - 14:20
Is Sharing GPU to Multiple Containers Feasible? - Samed Güner, SAP

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Provisioning GPUs for ML workloads in data center can be very costly and more costly if they are not fully utilized. Thus, maximizing the GPU utilization is a must for ML workloads.

This session will show how a single GPU can be used to run multiple ML workloads, especially ML inference, in parallel and will deep dive into the understanding of how GPUs are provisioned and attached using K8s device plugins. It will show how the nvidia device plugin can be extended to schedule multiple ML workloads to a single GPU and collect desired GPU information with Prometheus.

This session will highlight and deep dive into native GPU sharing using K8s device plugin without additional technologies such as vGPUs from VMware.

avatar for Samed Güner

Samed Güner

Senior DevOps Engineer, SAP
Samed Güner is currently working as a software engineer at SAP Artificial Intelligence embedding large scale AI into enterprise applications. He mainly works on infrastructure and K8s with a strong focus on leveraging DevOps principles. He previously worked on projects such as distributed... Read More →

Tuesday August 18, 2020 13:45 - 14:20 CEST
InXpo https://onlinexperiences.com/Launch/Event.htm?ShowKey99259