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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Troubleshooting and Optimization | 20% | - Performance monitoring and analysis - Throughput and latency optimization - System health and reliability maintenance - Fault diagnosis and resolution |
| Topic 2: Workload Management | 20% | - AI workload deployment and scaling - Job scheduling and queue management - Data pipeline and storage integration - Framework and runtime configuration |
| Topic 3: Management | 28% | - GPU cluster and compute node management - Resource allocation and scheduling - Software and container lifecycle management - Access control and security policies |
| Topic 4: Installation and Deployment | 32% | - AI cluster setup and configuration - Container orchestration and resource management - Driver and firmware installation - NVIDIA software stack deployment |
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NEW QUESTION # 80
You are managing a high-performance computing environment. Users have reported storage performance degradation, particularly during peak usage hours when both small metadata- intensive operations and large sequential I/O operations are being performed simultaneously.
You suspect that the mixed workload is causing contention on the storage system.
Which of the following actions is most likely to improve overall storage performance in this mixed workload environment?
Answer: B
Explanation:
Separating metadata-intensive workloads and large sequential I/O operations onto different storage pools isolates contention points and optimizes performance for each workload type.
Metadata operations benefit from dedicated resources optimized for small, random access, while large sequential I/O requires high-throughput storage. This separation minimizes conflicts and improves overall system responsiveness.
NEW QUESTION # 81
A Slurm user needs to submit a batch job script for execution tomorrow.
Which command should be used to complete this task?
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
In Slurm cluster administration, the command to submit a batch job script is sbatch. This command schedules the job to be executed by the Slurm workload manager. The option -begin=tomorrow (or --begin=tomorrow) specifies the start time for the job execution, which in this case is set for tomorrow. The other commands have different purposes:
* submit is not a valid Slurm command.
* salloc is used to allocate resources interactively but does not submit batch jobs for scheduled execution.
* srun runs jobs immediately on allocated resources but is typically used to launch tasks in an active job or interactively, not for batch job submission.
Therefore, the correct command to submit a batch job script for future execution is sbatch -begin=tomorrow.
NEW QUESTION # 82
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?
Answer: B
NEW QUESTION # 83
You are deploying a VMI container on a cloud platform that supports both NVIDIA vGPU and passthrough GPU access. Your workload requires maximum GPU performance and is not shared with other users. Which GPU access method is generally recommended for this scenario?
Answer: A
Explanation:
GPU passthrough provides direct access to the physical GPU, resulting in the highest possible performance and minimal overhead. vGPU introduces a virtualization layer, potentially reducing performance slightly. CUDA MPS allows for shared GPU access, which is not required in this scenario.
NEW QUESTION # 84
You are managing a cluster with multiple nodes connected via NVLink and NVSwitch. After a network outage, some of the NVLink connections are showing as 'degraded' in 'nvsm show links'. What steps should you take to attempt to restore the connections to their optimal state? (Select TWO correct answers)
Answer: B,E
Explanation:
Restarting the 'nvsm' service can help re-establish the connections. Checking the physical cable connections is crucial to ensure they are secure and undamaged. 'nvsm repair links' is not a valid command. Rebooting the entire cluster may be necessary in some situations, but it's a more disruptive step to take initially. A BIOS update is unlikely to solve the problem if it arose after a network outage.
NEW QUESTION # 85
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