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NVIDIA AI Infrastructure Sample Questions:

1. You are evaluating different parallel file systems for an AI training cluster. You need a file system that supports POSIX compliance and offers high bandwidth and low latency. Which of the following options are viable candidates?

A) NFS
B) GiusterFS
C) BeeGFS
D) Lustre
E) Ceph


2. When setting up a multi-server, multi-GPU environment using NVLink switches, what is the primary consideration when planning the network topology for optimal performance?

A) Ensuring all servers are on the same subnet for ease of configuration.
B) Using a star topology for simplified management.
C) Minimizing the number of hops between GPUs that need to communicate frequently.
D) Maximizing the distance between servers to improve cooling.
E) Placing servers near the network's edge to reduce latency.


3. You're experiencing unexpected memory errors during the execution of a large-scale deep learning training job. Suspecting faulty memory modules, which diagnostic tool is best suited to perform a comprehensive memory test on the server's RAM?

A) memtest86+
B) nvidia-smi
C) Ishw
D) nvprof
E) DCGM


4. Consider the following simplified CUDA code snippet intended to perform a vector addition:
What are critical steps to validate that this code is correctly utilizing the GPU hardware and producing accurate results?

A) Run the code with 'cuda-memchecK to detect memory access errors or race conditions.
B) All of the above
C) Ensure that 'blocksPerGrid' and 'threadsPerBlock' are appropriately chosen to maximize GPU occupancy, potentially using the NVIDIA CUDA Occupancy Calculator.
D) After the 'cudaMemcpy' from device to host, compare the 'c' array to a CPU-based vector addition result to verify correctness.
E) Use 'cudaDeviceSynchronize()' after launching the kernel to ensure the GPU computations are complete before copying data back to the host.


5. You are tasked with updating the NVIDIA drivers on a cluster of servers running a critical A1 training workload. To minimize downtime and ensure a smooth transition, what is the best approach for performing the driver update?

A) Update the drivers only on the head node of the cluster, as the compute nodes will automatically inherit the new drivers.
B) Utilize a containerized approach with driver containers and orchestrate a rolling redeployment.
C) Simultaneously update the drivers on all servers in the cluster during a maintenance window.
D) Perform a rolling update, updating one server at a time while migrating workloads to the remaining servers.
E) Create a new cluster with the updated drivers and migrate the workload after thorough testing.


Solutions:

Question # 1
Answer: C,D
Question # 2
Answer: C
Question # 3
Answer: A
Question # 4
Answer: B
Question # 5
Answer: B,D,E

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