NCP-AIO 무료 덤프문제 온라인 액세스

What two (2) platforms should be used with Fabric Manager? (Choose two.)

• A.DGX
• B.GeForce Series
• C.L40S Certified
• D.HGX

You need to do maintenance on a node. What should you do first?

• A.Set the node state to down in Slurm before completing maintenance.
• B.Set the node state to down in Slurm before completing maintenance.
• C.Drain the compute node using scontrol update.
• D.Disable job scheduling on all compute nodes in Slurm before completing maintenance.

You have noticed that users can access all GPUs on a node even when they request only one GPU in their job script using --gres=gpu:1. This is causing resource contention and inefficient GPU usage.
What configuration change would you make to restrict users' access to only their allocated GPUs?

• A.Modify the job script to include additional resource requests for CPU cores alongside GPUs.
• B.Enable cgroup enforcement in cgroup.conf by setting ConstrainDevices=yes.
• C.Set a higher priority for Jobs requesting fewer GPUs, so they finish faster and free up resources sooner.
• D.Increase the memory allocation per job to limit access to other resources on the node.

Which practice ensures that changes to machine learning models, datasets, and configuration files are tracked, reproducible, and auditable across development, testing, and production environments in an AI operations lifecycle?

• A.Data labeling
• B.Load balancing
• C.Version control
• D.Containerization

What is the primary goal of observability in AI operations when monitoring machine learning systems deployed in production environments?

• A.Increase training speed
• B.Provide system transparency
• C.Reduce model size
• D.Improve data labeling