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| Section | Weight | Objectives |
|---|---|---|
| Workload Management | 20% | - Data pipeline and storage integration - Framework and runtime configuration - AI workload deployment and scaling - Job scheduling and queue management |
| Installation and Deployment | 32% | - Container orchestration and resource management - Driver and firmware installation - NVIDIA software stack deployment - AI cluster setup and configuration |
| Management | 28% | - Software and container lifecycle management - Resource allocation and scheduling - GPU cluster and compute node management - Access control and security policies |
| Troubleshooting and Optimization | 20% | - Performance monitoring and analysis - System health and reliability maintenance - Fault diagnosis and resolution - Throughput and latency optimization |
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NEW QUESTION # 61
You are managing a deep learning workload on a Slurm cluster with multiple GPU nodes, but you notice that jobs requesting multiple GPUs are waiting for long periods even though there are available resources on some nodes.
How would you optimize job scheduling for multi-GPU workloads?
Answer: C
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
To optimize scheduling of multi-GPU jobs in Slurm, it is essential to correctly specify GPU requests in job scripts using--gres=gpu:<number>and enable/configureSlurm's backfill scheduler. Backfill allows smaller jobs to run opportunistically in gaps without delaying larger multi-GPU jobs, improving cluster utilization and reducing wait times for multi-GPU jobs. Proper configuration ensures efficient packing and priority handling of GPU resources.
NEW QUESTION # 62
An AI company is planning to expand its AI infrastructure to support larger and more complex models. They currently use a storage solution based on HDDs connected directly to the compute servers. The AI engineers have complained that the performance is a bottleneck for training. The CTO suggest to use a disaggregated storage model with NVMe-oF connecting a shared storage system. What are the main aspects of this approach that need to be carefully considered before its implementation?
Answer: A,C,D
Explanation:
With a disaggregated model, A, B, and C are the most important considerations. If the NVMe-oF is not sized correctly and do not have sufficient performance, the centralized storage becomes the bottleneck, invalidating the purpose of the exercise. Option D is not valid, as this is the current state of the infrastructure. Option E is irrelevant in the decision process.
NEW QUESTION # 63
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?
Answer: B
Explanation:
To restrict users' access strictly to the GPUs allocated to their jobs, Slurm uses cgroups (control groups) for resource isolation. Enabling device cgroup enforcement by setting ConstrainDevices=yes in cgroup.conf enforces device access restrictions, ensuring jobs cannot access GPUs beyond those assigned.
NEW QUESTION # 64
You're using Kubernetes with persistent volumes (PVs) backed by a network file system (NFS) to store your AI model checkpoints. You've noticed that checkpoint saving operations are slow and intermittently fail. After investigation, you suspect that the issue might be related to NFS locking. How can you diagnose and potentially resolve this issue?
Answer: B,C,D,E
Explanation:
NFS locking issues often manifest as errors in server/client logs. Disabling locking can be a workaround, but with risk. Ensuring NFSv4 support and using alternative storage backends address the root cause.
NEW QUESTION # 65
After installing BCM, you notice that it's not displaying any GPU metrics. You've verified that the NVIDIA GPU Operator is installed and functioning correctly. What is the MOST likely cause of this issue?
Answer: B
Explanation:
BCM relies on DCGM to collect GPU metrics. If DCGM is not properly configured or running, BCM will not be able to retrieve the necessary data to display GPU metrics. While the other options could potentially cause issues, a misconfigured DCGM is the most common reason for this specific symptom.
NEW QUESTION # 66
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