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NVIDIA AI Infrastructure Sample Questions (Q53-Q58):

NEW QUESTION # 53
You are configuring a network for a distributed training job using multiple DGX servers connected via InfiniBand. After launching the training job, you observe that the inter-GPU communication is significantly slower than expected, even though 'ibstat' shows all links are up and active. What is the MOST likely cause of this performance bottleneck?

A. Incorrect placement of GPUs across NUMA nodes, leading to increased inter-node latency.
B. The CPU frequency scaling governor is set to 'powersave', limiting CPU performance.
C. The InfiniBand subnet manager (SM) is configured incorrectly or experiencing performance issues (e.g., path selection is suboptimal, congestion control is not enabled).
D. The default MTU size of 1500 is too small for efficient large data transfers.
E. The RDMA memory registration limit is too low, causing frequent memory registration and unregistration overhead.

Answer: C

Explanation:
While the other options could contribute to performance issues, the subnet manager (SM) is the MOST likely culprit. A poorly configured or malfunctioning SM can lead to suboptimal path selection (e.g., routing traffic through congested links or longer paths), which significantly increases latency and reduces bandwidth. Congestion control mechanisms, if not properly configured, can also fail to mitigate congestion, leading to packet loss and retransmissions, further degrading performance. Checking the SM logs and configuration is the first step in diagnosing this issue. Incorrect NIJMA placement, small MTIJ, powersave governor, and memory registration limits could also impact performance but are less likely to be the primary bottleneck if the links are up.

NEW QUESTION # 54
You are tasked with installing the NGC CLI on a host that does not have direct internet access. You have downloaded the NGC CLI package to a local repository. Which of the following steps are required to successfully install and configure the NGC CLI in this offline environment?

A. Configure the NGC CLI to point to your local package repository by setting the environment variable.
B. Run 'ngc config set' to configure the API key, pointing to a local configuration file.
C. Only copying the whl file is sufficient, NGC CLI dependencies are always local
D. Transfer the NGC CLI package to the host and install it using 'pip install .whl'.
E. Manually download and install all dependencies of the NGC CLI package using 'pip install --no-index --find-links=/path/to/dependencies .whl'.

Answer: A,B,D,E

Explanation:
In an offline environment, you need to install the package locally (A), configure the CLI to know where to find the package (B), manually install dependencies (C), and configure the API key (D). Option E is wrong because dependencies must be handled manually in the offline environment.

NEW QUESTION # 55
A server with four installed NVIDIA GPUs is experiencing intermittent crashes during heavy AI training workloads. You suspect a power issue. You have monitored the power consumption and found that the GPUs are briefly exceeding the rated power capacity of the PSU during peak loads. What are TWO effective mitigation strategies you can implement? (Select TWO)

A. Underclock the GPIJs to reduce their power consumption.
B. Re-seat the GPUs in their respective slots.
C. Increase the server room temperature.
D. Replace the PSU with a higher wattage PSU.
E. Disable one of the GPUs to reduce the total power draw.

Answer: A,D

Explanation:
Underclocking the GPUs reduces their power consumption directly. Replacing the PSU provides more headroom to handle the peak loads. Disabling a GPU reduces performance. Increasing server room temperature exacerbates the problem. Reseating GPUs addresses connection issues, not power limitations.

NEW QUESTION # 56
Given the following 'nvswitch-cli' output, what does the 'Link Speed' indicate, and what potential bottleneck might a low 'Link Speed' suggest?

A. It indicates the power consumption of the NVLink switch; a high value suggests overheating issues.
B. It indicates the effective bandwidth of the NVLink connection; a low value suggests a potential cable issue or misconfiguration.
C. It indicates the NVLink protocol version; a low value suggests firmware incompatibility.
D. It indicates the PCle generation supported by the GPIJ; a low value suggests an outdated GPU.
E. It indicates the clock speed of the GPU memory; a low value suggests a memory bottleneck.

Answer: B

Explanation:
The 'Link Speed' in 'nvswitch-cli' output refers to the effective bandwidth of the NVLink connection between the GPUs and the switch. A low value compared to the expected speed indicates a potential problem with the NVLink cables, their connections, or misconfiguration that's preventing the link from operating at its full potential. It is not related to memory clock, PCle, or NVLink protocol version but direct NVLink performance.

NEW QUESTION # 57
You are configuring a BlueField-2 DPU for link aggregation (bonding) with two 25GbE ports. After configuring the bond interface, you notice that traffic is not being distributed across both links. What are the two most likely causes of this issue? (Select TWO)

A. The physical interfaces are not configured with the same speed and duplex settings.
B. The bonding mode is set to 'balance-alb' and the ARP monitoring interval is too high.
C. The firewall on the DPU is blocking outgoing traffic on one of the interfaces.
D. The switch connected to the DPU does not support the bonding mode configured on the DPU.
E. The MTU size is different on the bond interface and the physical interfaces.

Answer: A,D

Explanation:
Bonding requires compatible configurations on both the server (DPU) and the switch. If the switch doesn't support the bonding mode, traffic won't be distributed correctly. Also, the speed and duplex settings must match on all interfaces in the bond for it to function properly. Mismatched MTU can cause packet fragmentation and performance issues but is less likely to prevent traffic distribution entirely. While ALB mode and ARP monitoring can impact load balancing, they're not the primary suspects. Firewalls might block traffic, but it is less related to the DPU setup.

NEW QUESTION # 58
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