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A Deep Dive on Supporting Multi-Instance GPUs in Containers and Kubernetes
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- 1 Intro
- 2 GPUS AND KUBERNETES Seamlessly scale up training and inference to a cluster of GPU machines
- 3 WHAT ARE MULTI-INSTANCE GPUs? Slices of a full GPU with dedicated memory and compute resources
- 4 OUTLINE
- 5 MULTI-INSTANCE GPUs (MIG)
- 6 GPUS AND CONTAINERS The NVIDIA Container Toolkit
- 7 GPUS AND KUBERNETES Allocate GPUs to pods in a Kubernetes Cluster
- 8 MIG IN CONTAINERS AND KUBERNETES
- 9 SYSTEM LEVEL INTERFACE FOR MIG
- 10 CHALLENGES WITH MIG PARTITIONING How do I create a MG Device in the first place?
- 11 MIG PARTITION EDITOR
- 12 SUMMARY AND CONCLUSION
