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NVIDIA AI Operations Sample Questions (Q40-Q45):

NEW QUESTION # 40
You are configuring BCM for cluster provisioning. You want to automate the installation of specific software packages on each newly provisioned node. How can you achieve this?

A. Use a BCM post-provisioning script to install the packages.
B. Leverage a configuration management tool like Ansible or Chef within a BCM post-provisioning script.
C. Include the package installation commands directly in the OS image.
D. Create a Kubernetes Job that runs on each node to install the packages.
E. Specify the packages in the 'cluster.yamr file under the 'packages' section.

Answer: A,B,C

Explanation:
Including packages in the OS image is a direct approach. Post-provisioning scripts allow customization after the base OS is installed. Configuration management tools offer more sophisticated automation. Kubernetes Jobs are designed for workload execution, not system-level package management. BCM does not have a 'packages' section in 'cluster.yamr for direct package specification.

NEW QUESTION # 41
You're deploying an AI inference application using NVIDIA Triton Inference Server in a Kubernetes cluster. Which of the following storage options is MOST suitable for storing the trained models, considering scalability and access speed?

A. Network File System (NFS) share mounted directly to each pod.
B. Local SSD drives directly attached to the Kubernetes nodes.
C. HostPath volume on each node.
D. Kubernetes PersistentVolume backed by a cloud object storage service (e.g., AWS S3, Google Cloud Storage).
E. Kubernetes EmptyDir volume.

Answer: D

Explanation:
Using a cloud object storage service via PersistentVolume provides scalability, durability, and accessibility across the Kubernetes cluster. NFS can be a bottleneck, HostPath isn't portable, and EmptyDir is ephemeral. Local SSDs can be fast, but more difficult to manage and scale within Kubernetes for a shared model repository.

NEW QUESTION # 42
A user reports that they are unable to submit jobs to a specific partition. You've verified that the partition exists and is enabled. What are the possible reasons for this?

A. The user has exceeded their QOS limit.
B. All of the above
C. The user's account is not associated with the partition.
D. The partition's state is set to INACTIVE.
E. The 'MaxNodes' parameter for the partition is set to 0.

Answer: B

Explanation:
All the options are reasons for the user to be unable to submit jobs to a specific partition. All must be checked to solve the root problem.

NEW QUESTION # 43
Consider the following Python code snippet used for reading data from a storage system for AI training:

This code is used in an AI training loop. What storage considerations are most critical to optimize the performance of this code?

A. Using a storage system with high sequential read throughput.
B. Using a high-capacity HDD to store the data.
C. Using a storage system with low latency random access.
D. Data compression for reducing storage space
E. Using a storage system that supports direct GPU memory access (e.g., GPUDirect Storage).

Answer: A,E

Explanation:
NumPy's 'np.load' function typically reads the entire file sequentially into memory. Therefore, high sequential read throughput is crucial. GPUDirect Storage further optimizes performance by enabling direct memory access between the storage and the GPU, bypassing the CPU and system memory bottlenecks. Using a HDD will drastically reduce performance due to its low throughput and high latency.

NEW QUESTION # 44
You are setting up BCM with LDAP authentication. After configuring the LDAP settings in , users are still unable to log in. You've verified that the LDAP server is reachable. Which of the following is the MOST likely reason for the authentication failure?

A. The LDAP bind user credentials in are incorrect or lack sufficient privileges.
B. The LDAP server is not configured to allow anonymous binds.
C. The BCM service account does not have permission to query the LDAP directory.
D. The LDAP schema is not compatible with BCM.
E. The BCM server's clock is not synchronized with the LDAP server's clock.

Answer: A

Explanation:
The most likely reason for LDAP authentication failure is incorrect or insufficient privileges for the LDAP bind user. The bind user is used by BCM to authenticate with the LDAP server and search for user information. If the credentials are wrong or the bind user lacks the necessary permissions, authentication will fail. Verifying the bind user credentials and permissions is the most crucial troubleshooting step. The BCM service account is typically not involved in LDAP authentication. LDAP server usually not require anonymouse binds.

NEW QUESTION # 45
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