NVIDIA-Certified Professional: AI Operations Practice Test
Gana confianza para NVIDIA-Certified Professional: AI Operations. Practica los conceptos, comprende las respuestas y refuerza tus conocimientos pregunta a pregunta.
Probar una preguntaDescripción y detalles del examen
El examen NVIDIA-Certified Professional: AI Operations valida las habilidades necesarias para implementar, gestionar y optimizar cargas de trabajo de IA en infraestructuras NVIDIA en entornos de producción. Este examen evalúa la capacidad del candidato para configurar y mantener pilas de software NVIDIA AI Enterprise, incluyendo el uso de NVIDIA GPU Operator, particionamiento MIG (Multi-Instance GPU) y Triton Inference Server para la entrega escalable de modelos. Cubre la monitorización y observabilidad con herramientas como DCGM (Data Center GPU Manager) y Prometheus, así como la orquestación de clústeres utilizando Kubernetes para pipelines de IA.
Preguntas de Muestra
Elige una respuesta y consulta la explicación para ver cómo funciona la práctica.
A team wants to run both a latency-sensitive real-time inference service (SLO 40 ms P99) and a high-throughput batch embedding job on the same H100 without the batch job starving the real-time service. The platform uses Kubernetes and the GPU Operator. Which resource configuration satisfies the isolation requirement with minimal waste?
A Slurm cluster managed by BCM has two partitions: "ai-training" (8 H100 nodes, QOS "high") and "ai-inference" (4 H100 nodes, QOS "normal"). A user submits a job with `#SBATCH --partition=ai-training --qos=normal --gres=gpu:4`. The job remains pending with reason "QOSGrpCpuLimit". What is the most probable cause?
An engineer notices in Base View that a node category "h100-training" has 12 nodes but only 9 are currently "Ready" in Slurm. BCM shows the 3 missing nodes as "Managed" and "Healthy". The Slurm controller log contains repeated "Node unexpectedly rebooted" messages for those three nodes. Which BCM feature should be used to prevent the nodes from being returned to the partition until they have passed a configurable post-boot health check?
A new BCM user is granted access to Base View. When they attempt to view the "Workload" tab for the "ai-training" category they receive "Access denied". They can see the "Nodes" and "Reports" sections. The senior admin confirms the user was added to the correct AD group. Which BCM construct is the most likely missing piece?
A Slurm job that requests `--gres=gpu:8 --nodes=1` on a node with two H100 80GB GPUs (each capable of 7g.79gb MIG) is pending with "Resources temporarily unavailable". The node is idle according to sinfo. `scontrol show node` shows the node has GRES "gpu:8". What is the most likely misconfiguration?
Qué temas cubre este examen
Usa las ponderaciones publicadas de los dominios para planificar tu estudio. Los resultados de práctica no predicen tu puntuación en el examen de certificación.