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NEW QUESTION # 122
After Spectrum-X fabric deployment, NCCL tests show intermittent latency spikes. Which network condition most severely impacts East-West bandwidth?
Answer: C
Explanation:
Packet loss is especially damaging to East-West AI fabric performance because NCCL collective operations depend on reliable, high-throughput GPU-to-GPU communication. Even small packet- loss rates can trigger retries and pipeline stalls, causing latency spikes and reducing effective bandwidth across the fabric.
NEW QUESTION # 123
A cluster administrator needs to validate transceiver firmware versions across 200 ports using UFM. Which GUI-based method provides a consolidated view?
Answer: B
Explanation:
UFM provides a consolidated GUI view of cable and transceiver information from the switch device page. The Cables tab shows per-port cable details, including firmware-related information such as ASIC firmware and transceiver versions, allowing validation across many ports without checking each port manually.
NEW QUESTION # 124
A data scientist reports slow data loading times when training a large language model. The data is stored in a Ceph cluster. You suspect the client-side caching is not properly configured. Which Ceph configuration parameter(s) should you investigate and potentially adjust to improve data loading performance? Select all that apply.
Answer: A,D
Explanation:
Client-side caching in Ceph is primarily controlled by 'client cache size' which determines the amount of memory the Ceph client uses for caching data. 'mds cache size' controls the metadata server cache size, impacting metadata operations. controls the maximum number of background requests a FUSE client can make, influencing concurrency. affects the number of threads used by the OSDs, not the client-side caching, and 'client quota' limits storage usage, not caching.
NEW QUESTION # 125
A system administrator has upgraded the firmware of the DPU. What will be the state of the firmware after the upgrade?
Answer: A
Explanation:
The correct answer is that the firmware is waiting on reboot to become active. For NVIDIA networking devices and DPUs, a firmware upgrade generally writes the new firmware image to the device flash, but the currently running firmware may remain active until the device is reset, rebooted, or power-cycled. NVIDIA MFT documentation notes that loading new firmware may require mlxfwreset, reboot, or power cycle, depending on the device and situation. This distinction is important during server bring-up because administrators must verify both the flashed firmware version and the running firmware version before declaring the update complete. Assuming the firmware is immediately active can lead to version drift across nodes, inconsistent behavior, or failed validation. The firmware is not deleted, and saying it is merely copied but not installed is incomplete because the update process has written it to the device. The operational issue is activation. In production clusters, firmware upgrades should be followed by the required reset procedure and post-update validation using appropriate NVIDIA tools before returning the node to service.
NEW QUESTION # 126
A single-node stress test fails during the PCle bandwidth validation phase. Which troubleshooting step is recommended first?
Answer: B
Explanation:
A PCIe bandwidth validation failure commonly points to a physical seating, link-training, or connection issue between the GPU and the server PCIe slot. Reseating the GPU and rerunning the test is the recommended first step because it directly addresses the most likely hardware/connection cause before changing BIOS settings or reinstalling software.
NEW QUESTION # 127
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