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NVIDIA AI Infrastructure Sample Questions (Q52-Q57):

NEW QUESTION # 52
Your deep learning training job that utilizes NCCL (NVIDIA Collective Communications Library) for multi-GPU communication is failing with "NCCL internal error, unhandled system error" after a recent CUDA update. The error occurs during the 'all reduce' operation.
What is the most likely root cause and how would you address it?

A. Firewall rules blocking inter-GPU communication. Configure the firewall to allow communication on the NCCL-defined ports (typically 8000-8010).
B. Faulty network cables used for inter-node communication (if the training job spans multiple servers). Replace the network cables with certified high-speed cables.
C. GPU Direct RDMA is not properly configured. Check 'dmesg' for errors and ensure RDMA is enabled.
D. Incompatible NCCL version with the new CUDA version. Update NCCL to a version compatible with the installed CUDA version.
E. Insufficient shared memory allocated to the CUDA context. Increase the shared memory limit using 'cudaDeviceSetLimit(cudaLimitSharedMemory, new_limity.

Answer: D

Explanation:
NCCL relies on specific CUDA versions. An incompatibility after a CUDA update is the most probable cause. Insufficient shared memory is less likely to cause a system error within NCCL. Firewall rules usually manifest as connection refused errors. Faulty network cables affect inter-node communication, not intra-node. While RDMA issues can cause problems, they typically don't present as 'unhandled system error' immediately after a CUDA update, and are more likely if RDMA was working previously.

NEW QUESTION # 53
An AI infrastructure utilizes NVIDIA ConnectX-7 NICs for inter-node communication. The requirement is to achieve a bandwidth of 400GbE with low latency over a distance of 100 meters. Which transceiver and cable type combination is MOST suitable for this scenario?

A. QSFP-DD FR4 transceiver with single-mode fiber cable.
B. QSFP-DD LR8 transceiver with OM4 multi-mode fiber cable.
C. QSFP-DD SR8 transceiver with OM3 multi-mode fiber cable.
D. QSFP-DD DR4 transceiver with single-mode fiber cable.
E. QSFP-DD SR4 transceiver with OM4 multi-mode fiber cable.

Answer: E

Explanation:
QSFP-DD SR4 with OM4 provides 400GbE over short distances (up to 100m) using multi-mode fiber. DR4 and FR4 require single- mode fiber and are typically used for longer distances. LR8 typically requires single mode fibre for specified distances. Using SR8 with OM3 is unlikely to achieve 400GbE as SR8 works best with OM4/OM5.

NEW QUESTION # 54
You've installed a DGX A100 server During the initial hardware validation, you observe that one of the GPUs is consistently reporting lower performance compared to the others. Which troubleshooting steps should you take, in the CORRECT order, to diagnose the problem?

A. 1. Check the power supply connections. 2. Check GPU temperature. 3. Reseat the GPIJ. 4. Run GPU diagnostics.
B. 1. Run GPU diagnostics. 2. Reseat the GPIJ. 3. Check GPU temperature. 4. Update the GPU driver.
C. 1. Update the GPU driver. 2. Run GPU diagnostics. 3. Check GPU temperature. 4. Reseat the GPIJ.
D. 1. Reseat the GPU. 2. Check GPU temperature. 3. Update the GPU driver. 4. Run GPU diagnostics.
E. 1. Check GPU temperature. 2. Reseat the GPU. 3. Run GPU diagnostics. 4. Update the GPU driver.

Answer: E

Explanation:
Checking temperature is crucial first to avoid damaging the GPU if it's overheating. Reseating addresses potential connectivity issues. Running diagnostics identifies hardware faults. Updating the driver should be done after hardware checks to ensure the card isn't faulty.

NEW QUESTION # 55
You are troubleshooting a performance issue with NVMe-oF traffic being accelerated by a BlueField-2 DPU. You suspect a problem with the RDMA configuration. Which of the following 'perfquery" commands would provide the MOST relevant information to diagnose potential RDMA issues such as packet loss or congestion?

A. 'perfquery -P (port counters including packet loss and congestion)
B. 'perfquery -s;' (switch statistics)
C. 'perfquery -G' (global counters)
D. 'perfquery -x' (general link statistics)
E. 'perfquery (QOS statistics)

Answer: A

Explanation:
'perfquery -P' provides port counters, including critical information about packet loss, congestion, and other RDMA-related metrics atthe port level. This is the MOST relevant command for diagnosing performance problems related to RDMA within an NVMe-oF setup. Other options provide less specific or relevant information.

NEW QUESTION # 56
An AI server utilizes a QSFP28 transceiver with MPO connector. During troubleshooting, you suspect a faulty transceiver. Which steps are most important to perform when physically inspecting and testing the transceiver?

A. Verify the transceiver's DOM (Digital Optical Monitoring) information, clean the connector end-face with a dry cloth, and perform a ping test.
B. Visually inspect the connector for damage, clean the connector end-face with an appropriate fiber optic cleaning tool, and verify the transceiver's DOM (Digital Optical Monitoring) information, particularly TX power, RX power, and temperature.
C. Visually inspect the connector for damage, clean the connector end-face with an appropriate fiber optic cleaning tool, and perform an Optical Time Domain Reflectometer (OTDR) test.
D. Check the transceiver's firmware version, measure the transceiver's temperature using an infrared thermometer, and perform a bit error rate test (BERT).
E. Examine the transceiver's EEPROM data, measure the supply voltage with a multimeter, and perform a link speed auto-negotiation test.

Answer: B

Explanation:
The MOST important steps involve visual inspection for damage, cleaning the connector to ensure a good optical connection, and verifying DOM information to assess the transceivers health and signal levels. OTDR is more suited for cable diagnosis. While firmware and voltage are relevant, the DOM provides immediate health indicators.

NEW QUESTION # 57
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Vce NCP-AII Free, NCP-AII Reliable Test Review

Quiz NCP-AII - High-quality Vce NVIDIA AI Infrastructure Free

NVIDIA AI Infrastructure Sample Questions (Q52-Q57):

NVIDIA High-quality Vce NCP-AII Free – Pass NCP-AII First Attempt

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