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NEW QUESTION # 110
You are designing a storage solution for a cluster used for both training and inference. Training requires high throughput, while inference requires low latency. How should you architect the storage to meet both requirements efficiently ?
Answer: A
Explanation:
A tiered storage system with NVMe SSDs for inference ensures low latency for serving models. A separate high-throughput parallel file system optimizes training data access. This allows efficient utilization of resources for both workloads. Using a single tier optimized for one workload will compromise the other's performance. HDDs for training might be too slow for large datasets.
NEW QUESTION # 111
Consider an AMD EPYC-based server with 8 NVIDIAAIOO GPUs connected via PCle Gen4. You're running a distributed training job using Horovod. You've noticed that communication between GPUs is a bottleneck. Which of the following NCCL configuration options would be MOST beneficial in this scenario? (Assume all options are syntactically correct for NCCL).
Answer: A
Explanation:
Since the GPUs are connected via PCle, enabling peer-to-peer (P2P) transfers between GPUs is crucial for improving communication. enables this. specifies the network interface, which is relevant for network- based communication but less so when PCle is the primary interconnect. Disabling InfiniBand CNCCL 1B DISABLE=I s) would be detrimental if InfiniBand were available. specifies the InfiniBand host channel adapter, also irrelevant if not using InfiniBand. NCCL NET PLUGIN=none' disables network based communication which is incorrect.
NEW QUESTION # 112
You are setting up a BlueField-2 SmartNIC and want to offload network functions. Which of the following are valid methods for enabling hardware offload capabilities?
Answer: B,D
Explanation:
The 'ethtoor command is used to configure various network interface settings, including enabling/disabling hardware offload features. Installing the correct Mellanox OFED drivers is crucial, as they provide the necessary modules and tools to utilize the hardware offload capabilities. While device tree modification can influence hardware behavior, it's less common and typically handled by driver configuration. A custom script directly programming the hardware is unlikely and driver recompilation may be required, but often isn't necessary with default settings.
NEW QUESTION # 113
A system administrator notices a DGX A100 has lost a power supply, but the system is still operating at full performance. What is the minimum number of power supplies needed for the system to operate at full redundancy?
Answer: D
Explanation:
DGX A100 systems require a minimum of four functioning power supplies to maintain full redundancy and full-performance operation. This allows the system to continue operating reliably even if a power supply failure occurs.
NEW QUESTION # 114
What command sequence is used to identify the exact name of the server that runs as the master SM in a multi-node fabric?
Answer: B
Explanation:
In an InfiniBand fabric, the Subnet Manager (SM) is the "brain" of the network, responsible for discovering the topology, assigning Local Identifiers (LIDs), and calculating routing tables. In a multi-node fabric, there is typically one Master SM and several Standby SMs for high availability. To identify the master, the sminfo command is first used; it queries the fabric and returns the LID of the current Master SM. Once the LID is obtained, the engineer must map that numerical LID to a physical server name or Node Description. The smpquery ND (Node Description) command is then executed, targeting that specific LID. This sequence is vital for troubleshooting fabric-wide issues, as logs on the Master SM server provide the definitive record of sweeps, traps, and topology changes. Using smpquery NI (Node Info) would provide hardware-level details like the GUID and device ID, but it does not return the human-readable string (server name) defined in the Node Description, which is necessary for rapid identification in a crowded data center.
NEW QUESTION # 115
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