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| Topic | Details |
|---|
| Topic 1 | - 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.
|
| 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 | - 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 4 | - 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 5 | - 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.
|
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NVIDIA AI Infrastructure Sample Questions (Q134-Q139):
NEW QUESTION # 134
An InfiniBand fabric is experiencing intermittent packet loss between two high-performance compute nodes. You suspect a faulty cable or connector. Besides physically inspecting the cables, what software-based tools or techniques can you employ to diagnose potential link errors contributing to this packet loss?
- A. Disable port mirroring.
- B. Run 'ipeff or 'ibperf between the two compute nodes and analyze the reported packet loss rate. Correlate this with the error counters on the switches.
- C. All of the above
- D. Monitor the port counters on the InfiniBand switches connected to the compute nodes. Look for excessive CRC errors, symbol errors, or other link-related error counts.
- E. Use 'ibdiagnet' to perform a comprehensive fabric analysis, including link integrity checks and error detection.
Answer: C
Explanation:
All of the mentioned options are valid techniques for diagnosing link errors. 'ibdiagnet' performs a thorough fabric analysis. Monitoring switch port counters reveals link-level errors. 'iperf/ibperf identifies packet loss, which can be correlated with switch error counters. A comprehensive approach combining these methods is most effective.
NEW QUESTION # 135
During BCM cluster setup, an engineer must configure bonded network interfaces on DGX nodes for high availability. Which cmsh command sequence properly configures a bond0 interface with two physical NICs?
- A. device use dgx001 ; interfaces add vlan vlan100 ; set parent bond0 ; set mode 1 ; set network internalnet
- B. device use dgx001 ; interfaces set enp225s0f1np1 network internalnet ; interfaces set enp97s0f1np1 network internalnet
- C. device use dgx001 ; interfaces delete enp225s0f1np1 ; interfaces delete enp97s0f1np1
- D. device use dgx001 ; interfaces add bond bond0 ; append interfaces enp225s0f1np1 enp97s0f1np1 ; set mode 1 ; set network internalnet
Answer: D
Explanation:
In NVIDIA Base Command Manager (BCM), the management and storage traffic often requires redundancy via NIC bonding (Link Aggregation). The cmsh utility uses a hierarchical command structure to modify node configurations. To create a bond, the administrator must first navigate to the specific node's interface configuration (device use <node>). The correct sequence involves adding a new interface of type "bond" (interfaces add bond bond0). After the bond object is created, the physical slave interfaces must be associated with it using the append interfaces command. Finally, the bonding mode (e.g., Mode 1 for Active-Backup or Mode 4 for LACP) and the logical network assignment must be defined. Option B correctly follows this logic.
Assigning networks directly to physical ports (Option C) would prevent the use of a unified bond IP, and Option A incorrectly attempts to add a VLAN before the underlying bond is established. This configuration is essential for ensuring the control plane remains reachable even if a single management cable or switch port fails.
NEW QUESTION # 136
After running a 24-hour stress test on a DGX node, the administrator should verify which two key metrics to ensure system stability?
- A. Total energy consumption and NVLink bandwidth.
- B. Average CPU usage > 80% and Docker container uptime.
- C. No thermal throttling events and consistent GPU utilization > 95% throughout the test.
- D. SSD write endurance and RAM capacity.
Answer: C
Explanation:
A 24-hour stress test (using tools like HPL or NCCL) is designed to push the thermal and electrical limits of a DGX system. To verify a " Pass, " the administrator must ensure that the hardware maintained its performance targets without degradation. Consistent GPU utilization > 95% confirms that the workload successfully saturated the compute cores for the entire duration. Crucially, the absence of thermal throttling events (verified via nvidia-smi -q -d PERFORMANCE) ensures that the system ' s cooling solution (fans and heatsinks) is adequate for the environment; if throttling occurred, the GPUs would have slowed down to protect themselves, indicating a potential cooling failure or environmental heat issue. While power consumption (Option D) and CPU usage (Option A) are interesting, they are not the primary indicators of " Stability " under extreme AI training loads. System stability is defined by the ability to run at peak speeds indefinitely without hardware-level interventions or slowdowns.
NEW QUESTION # 137
You've flashed the BlueField OS to your SmartNlC, but you need to customize the kernel command line arguments (bootargs) to enable a specific feature. Where is the MOST appropriate place to modify these arguments for persistent changes that survive reboots?
- A. In the '/etc/default/grub' file on the BlueField OS, followed by updating the GRUB configuration.
- B. In the bootloader configuration file (e.g., extlinux.conf or grub.cfg) on the BlueFieId's flash memory.
- C. Directly in the kernel image file itself using a hex editor.
- D. In the '/proc/cmdline' file. This allows immediate changes.
- E. Passing it as an argument to bfboot during deployment.
Answer: B
Explanation:
The bootloader configuration file (extlinux.conf, grub.cfg, uEnv.txt depending on the system) is where boot arguments are persistently stored. Modifying the kernel image directly is highly discouraged and risky. 'letc/default/grub' is a common location on standard Linux systems, but not necessarily on the BlueField OS's boot environment. '/proc/cmdline' shows the currently used arguments, but modifying it doesn't persist changes across reboots. bfboot will only change the image during that flash, changes at the bootloader level persist after subsequent flashes.
NEW QUESTION # 138
A leaf switch shows "FW Version Mismatch" alerts for transceivers after cluster expansion. Which tool validates transceiver firmware against expected versions?
- A. ethtool
- B. flint
- C. mlxconfig
- D. iblinkinfo
Answer: B
Explanation:
flint is the NVIDIA/Mellanox firmware tool used to query and validate firmware images and versions for supported devices and components. It is the appropriate tool for checking transceiver firmware versions against expected levels after expansion.
NEW QUESTION # 139
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