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| Topic | Details |
|---|
| Topic 1 | - Troubleshoot and Optimize: Covers identifying and replacing faulty hardware components such as GPUs, network cards, and power supplies, along with performance optimization for AMD
- Intel servers and storage.
|
| Topic 2 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
|
| Topic 3 | - Control Plane Installation and Configuration: Covers deploying the software stack including Base Command Manager, OS, Slurm
- Enroot
- Pyxis, NVIDIA GPU and DOCA drivers, container toolkit, and NGC CLI.
|
| Topic 4 | - Cluster Test and Verification: Covers full cluster validation through HPL and NCCL benchmarks, NVLink and fabric bandwidth tests, cable and firmware checks, and burn-in testing using HPL, NCCL, and NeMo.
|
| Topic 5 | - System and Server Bring-up: Covers end-to-end physical setup of GPU-based AI infrastructure, including BMC
- OOB
- TPM configuration, firmware upgrades, hardware installation, and power and cooling validation to ensure servers are workload-ready.
|
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NVIDIA AI Infrastructure Sample Questions (Q123-Q128):
NEW QUESTION # 123
During cluster validation, the Cable Validation Tool (CVT) reports "Underperforming (BER)" for an InfiniBand link. Which BER thresholds indicate a critical signal quality issue requiring cable replacement?
- A. Raw BER > 1e-6 or Effective BER> 1.5E-254 for ≤6hr measurements
- B. Rx power variance > 3dB between lanes
- C. Temperature > 85 °C on transceiver module
- D. Effective BER > 0 during the first 125 minutes of link operation
Answer: A
Explanation:
CVT marks a link as critically underperforming when the raw BER exceeds the acceptable physical-layer threshold or when the effective BER exceeds the defined long-window threshold.
These values indicate a signal integrity problem severe enough to require cable inspection and likely replacement.
NEW QUESTION # 124
A system administrator needs to install a GPU/DPU in a server. The server has a free PCI-e slot, there are enough free PCI-e lanes, and there is enough room for the card. Which procedure should be followed?
- A. Ensure the server has enough power. Make sure the server is down to remove cables safely.Wear an ESD bracelet.
- B. Ensure the server has enough power. Verify compatibility of cables with server's platform. Make sure the server is down to remove cables safely. Wear an ESD bracelet.
- C. Ensure the server has enough power. Verify compatibility of cables with server's platform. Make sure the server is down to remove cables safely. Do not wear an ESD bracelet.
- D. Ensure the server has enough power. Make sure the server is up and running with attached cables. Wear an ESD bracelet.
Answer: B
Explanation:
Installing a GPU or DPU requires confirming sufficient power, verifying that the required cables are compatible with the server platform, powering the server down before removing or connecting hardware, and wearing an ESD bracelet to prevent electrostatic damage to the card.
NEW QUESTION # 125
Which of the following statements regarding VXLAN (Virtual Extensible LAN) is MOST accurate in the context of data center networking for AI/ML workloads?
- A. VXLAN requires specialized hardware and cannot be implemented in software.
- B. VXLAN is only suitable for small-scale networks due to its limited scalability.
- C. VXLAN reduces network overhead compared to traditional VLANs.
- D. VXLAN provides Layer 2 connectivity across Layer 3 networks, enabling virtual machine mobility.
- E. VXLAN primarily improves network security by encrypting all traffic.
Answer: D
Explanation:
VXLAN allows Layer 2 segments to be extended across Layer 3 infrastructure by encapsulating Ethernet frames within UDP packets. This enables virtual machine mobility across different subnets. VXLAN adds overhead due to encapsulation. While VXLAN can enhance security, encryption is not its primary function. It is highly scalable and can be implemented in both hardware and software.
NEW QUESTION # 126
An administrator needs to verify HA functionality after configuring BCM (Bright Cluster Manager). Which command confirms the active head node and failover readiness?
- A. cmsh status to check HA status and active/standby roles.
- B. nvsm show health to validate GPU status on both head nodes.
- C. ping <secondary-head-node-ip> to test basic connectivity.
- D. systemctl restart cmdaemon to force a failover test.
Answer: A
Explanation:
NVIDIA Base Command Manager (powered by Bright) relies on a High Availability (HA) pair of head nodes to ensure the AI factory remains operational if the primary controller fails. The cmsh (Bright Shell) is the definitive management interface for this stack. Running the status command within cmsh provides a real-time summary of the cluster's health, specifically identifying which head node currently holds the "Active" role and which is in "Standby." It also monitors the status of the heartbeat and the synchronization of the database (MariaDB/MySQL). While nvsm (Option B) is essential for DGX hardware health, it does not manage the logic of the Bright Cluster Manager software. Checking connectivity via ping (Option D) only confirms network reachability but does not verify that the management services (CMDaemon) are actually ready to perform a stateful failover. Thus, cmsh status is the only verified way to confirm that the control plane's redundancy logic is active.
NEW QUESTION # 127
Which of the following is a primary benefit of using a CLOS network topology (e.g., Spine-Leaf) in a data center?
- A. Simplified network management
- B. Reduced capital expenditure (CAPEX)
- C. Enhanced security
- D. Increased network diameter
- E. Improved scalability and bandwidth utilization
Answer: E
Explanation:
CLOS networks like Spine-Leaf provide excellent scalability due to their non-blocking architecture, allowing for increased bandwidth utilization and easy expansion. CAPEX might be higher due to more switches. The network diameter can be larger compared to traditional topologies. While CLOS networks can be managed effectively, the management complexity can be higher. Security benefits are not a primary characteristic of the CLOS topology itself.
NEW QUESTION # 128
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