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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.
A. fuse_client_max_background
B. mds cache size
C. client quota
D. client cache size
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 # 47
After deploying BlueField OS, you notice that the network interfaces are not automatically configured with IP addresses. Which of the following actions would be the MOST appropriate first step to troubleshoot this issue?
A. Re-flash the Bluefield OS image
B. Manually assign static IP addresses to the interfaces using the 'ifconfig' command.
C. Reinstall the Mellanox OFED drivers. A corrupted driver installation could cause network configuration issues.
D. Check the DHCP client configuration to ensure it is enabled and properly configured to request IP addresses. Examine the logs for any errors.
E. Restart the networking service using 'systemctl restart networking'.
Answer: D
Explanation:
In most modern systems, network interfaces are automatically configured using DHCP. Therefore, the first step is to check if the DHCP client is enabled and configured correctly. If DHCP fails, then other troubleshooting steps, such as static IP assignment or driver reinstallation, can be considered.
NEW QUESTION # 48
You are experiencing link flapping (frequent up/down transitions) on several InfiniBand links in your AI infrastructure. This is causing intermittent connectivity issues and performance degradation. What are the MOST likely causes of this issue, and what steps should you take to troubleshoot and resolve it? (Select TWO)
A. Excessive broadcast traffic causing congestion.
B. Software bugs in the operating system or InfiniBand drivers.
C. Faulty or damaged cables, connectors, or transceivers.
D. Incorrect MTU (Maximum Transmission Unit) configuration on the affected interfaces.
E. Mismatched link speeds or duplex settings between connected devices.
Answer: C,E
Explanation:
Link flapping is most commonly caused by physical layer issues (faulty cables, connectors, or transceivers) or configuration mismatches (link speeds or duplex settings). Troubleshooting should focus on inspecting the physical connections and verifying that the link speed and duplex settings are correctly configured on both ends of the link. While MTIJ issues and software bugs can cause network problems, they are less likely to directly cause link flapping. Excessive broadcast traffic can cause performance issues but is less likely to result in frequent link up/down transitions.
NEW QUESTION # 49
An Ai infrastructure relies on a liquid cooling system to dissipate heat from multiple NVIDIA GPUs. After a recent software update, users report intermittent performance degradation and system crashes. You suspect a cooling issue. Which TWO of the following checks are the MOST critical in diagnosing the root cause?
A. Analyze the system logs for GPU-related errors, specifically those indicating thermal throttling or power capping.
B. Verify the pump speed and coolant flow rate within the liquid cooling system.
C. Check the CPU temperature using 'sensors' command.
D. Run a memory test on the host system.
E. Examine the ambient temperature in the data center.
Answer: A,B
Explanation:
Verifying pump speed and flow rate (A) is crucial for liquid cooling systems. Reduced flow can lead to inadequate cooling and thermal issues. Analyzing system logs for GPU-related errors (C) will directly indicate whether thermal throttling or power capping are occurring, which are common symptoms of cooling problems.
NEW QUESTION # 50
You are configuring an NVIDIA BlueField-3 DPLJ to offload network processing. The DPIJ is connected to a server via PCle Gen5. Which cable type is essential for connecting the DPIJ to a 200GbE switch, ensuring optimal performance and signal integrity, and which describes its use?
A. Single-mode fiber optic cable; Used for long-distance connections where electrical interference is a concern.
B. Active Copper Cable (ACC); Suitable for mid-range connections with improved signal quality compared to passive copper.
C. Active Optical Cable (AOC); Best for long-distance connections exceeding 10 meters in data centers.
D. Passive Copper Cable; Cost-effective for very short reach connections within the same rack.
E. Direct Attach Copper (DAC) cable; Ideal for short-range, high-bandwidth connections between devices in close proximity.
Answer: E
Explanation:
Direct Attach Copper (DAC) cables are the best choice for short-range, high-bandwidth connections like those between a DPIJ and a switch within the same rack. They offer a balance of cost and performance, while maintaining signal integrity. AOCs are for longer reach, while passive copper cables are for very short distances.
NEW QUESTION # 51
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