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NVIDIA AI Operations

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NVIDIA AI Operations Questions and Answers

Questions 1

You are managing a Kubernetes cluster running AI training jobs using TensorFlow. The jobs require access to multiple GPUs across different nodes, but inter-node communication seems slow, impacting performance.

What is a potential networking configuration you would implement to optimize inter-node communication for distributed training?

Options:

A.  

Increase the number of replicas for each job to reduce the load on individual nodes.

B.  

Use standard Ethernet networking with jumbo frames enabled to reduce packet overhead during communication.

C.  

Configure a dedicated storage network to handle data transfer between nodes during training.

D.  

Use InfiniBand networking between nodes to reduce latency and increase throughput for distributed training jobs.