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NEW QUESTION # 125
An AI training cluster with NVIDIA GPUs experiences prolonged data loading times during checkpoint reloading, causing GPUs to idle frequently, CPU utilization during data transfers remains high. Which solution most effectively optimizes storage-to-GPU throughput while reducing CPU overhead?
Answer: A
Explanation:
GPUDirect Storage enables data to move more directly between storage and GPU memory, bypassing much of the CPU-mediated data path. This reduces CPU overhead during checkpoint reloads and improves storage-to-GPU throughput, helping keep GPUs fed instead of idle.
NEW QUESTION # 126
You have a large dataset stored on a BeeGFS file system. The training job is single node and uses data augmentation to generate more data on the fly. The data augmentation process is CPU-bound, but you notice that the GPU is underutilized due to the training data not being fed to the GPU fast enough. How can you reduce the load on the CPU and improve the overall training throughput?
Answer: A
Explanation:
Using NVIDIA DALI (option C) allows you to offload data augmentation and preprocessing tasks from the CPU to the GPU, freeing up CPU resources for other tasks and enabling faster data loading. Moving to a local NVMe drive (A) bypasses BeeGFS but doesn't address the CPU bottleneck. Increasing MDSs (B) improves metadata performance but doesn't directly help with the CPU-bound data augmentation. Decreasing the batch size (D) reduces the workload but doesn't solve the underlying CPU bottleneck. Data compression (E) can increase CPU load due to the decompression process.
NEW QUESTION # 127
Which protocol is commonly used in Spine-Leaf architectures for dynamic routing and load balancing across multiple paths?
Answer: D
Explanation:
ECMP (Equal-Cost Multi-Path) is crucial for efficiently utilizing the multiple paths available in a Spine-Leaf architecture. It allows traffic to be distributed across these paths, improving throughput and reducing congestion. OSPF and BGP can be used for routing but do not inherently provide per-packet load balancing. STP is used to prevent loops, and VRRP provides router redundancy, neither of which directly address load balancing across multiple equal-cost paths.
NEW QUESTION # 128
You are developing a CI/CD pipeline for deploying A1 models to a Kubernetes cluster with NVIDIA GPUs. Your pipeline includes steps to build, test, and deploy the model as a containerized application. What is the recommended approach for ensuring that the application container image includes the correct NVIDIA drivers and libraries?
Answer: A
Explanation:
Using a base image provided by NVIDIA (such as those from NGC) is the recommended approach because it ensures that the container image includes the correct and compatible drivers and libraries, simplifying the build process and reducing potential compatibility issues. The NVIDIA Container Toolkit requires host drivers and handles the injection of the library into the container and not the building of the image.
NEW QUESTION # 129
A system administrator lost SSH connectivity to a cluster management node. It has been identified that a network is broken. Which network is it?
Answer: B
Explanation:
SSH access to a cluster management node normally uses the in-band management network.
Losing SSH connectivity because of a broken network indicates a failure in the management path used for administrative login and cluster management access.
NEW QUESTION # 130
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