NCP-AIO Exam Question 1

When deploying a VMI container that utilizes CUDA, what is the primary purpose of the NVIDIA Container Toolkit?
  • NCP-AIO Exam Question 2

    You are tasked with integrating BCM's monitoring data with an existing enterprise monitoring system (e.g., Splunk, ELK stack). What is the MOST efficient way to export BCM's metrics and logs for ingestion into these systems?
  • NCP-AIO Exam Question 3

    You're deploying a multi-GPU VMI container using PyTorch's 'torch.distributed' library for distributed training. You're using 'torch.distributed.launch' to start the training processes. However, you encounter the following error: 'RuntimeError: Address already in use'. What's the MOST likely cause and how can you resolve it?
  • NCP-AIO Exam Question 4

    You have configured MIG instances for different users in a multi-tenant environment. One user complains that their application is running slower than expected, despite having a dedicated MIG instance. You suspect resource contention on the host system. Which of the following could be causing the slowdown, even with MIG in place?
  • NCP-AIO Exam Question 5

    You are managing a large Slurm cluster used for AI research. You notice that some users are submitting jobs that request excessive amounts of memory, even though their applications don't actually need it, leading to inefficient resource utilization. What steps can you take to address this issue and encourage users to request more appropriate memory resources?