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| Section | Weight | Objectives |
|---|
| Physical Layer Management | 5% | - Networking and GPU partitioning
- 1. MIG (Multi-Instance GPU) configuration
- 2. BlueField network platform configuration
|
| Troubleshoot and Optimize | 12% | - Performance optimization
- 1. Server performance tuning (Intel/AMD platforms)
- 2. Storage optimization
- Fault detection and remediation
- 1. Replacement of faulty hardware components
- 2. GPU, fan, network card fault identification
|
| System and Server Bring-up | 31% | - Physical infrastructure validation
- 1. Power and cooling validation
- 2. Storage parameter initialization
- 3. Cable and transceiver types validation
- Hardware initialization and configuration
- 1. GPU server installation and validation
- 2. Firmware upgrades including HGX and fault detection
- 3. Hardware validation for workloads
- 4. BMC, OOB, and TPM initial configuration
- Deployment and validation lifecycle
- 1. Sequence of deployment and validation events
- 2. Network topologies for AI factories
|
| Cluster Test and Verification | 33% | - Network and hardware validation
- 1. Cabling and signal verification
- 2. NVLink validation
- 3. Firmware validation (switches, transceivers, BlueField)
- Cluster diagnostics
- 1. ClusterKit multi-node assessment
- 2. Storage testing
- Performance and stress testing
- 1. HPL (High-Performance Linpack) benchmarking
- 2. Single-node stress testing
- 3. Cluster burn-in tests (HPL, NCCL, NeMo)
- 4. NCCL communication testing
|
| Control Plane Installation and Configuration | 19% | - GPU utilization in containers
- 1. Docker GPU usage validation
- Infrastructure software stack deployment
- 1. Operating system installation
- 2. Cluster setup (Slurm, Enroot, Pyxis)
- 3. Base Command Manager (BCM) installation and HA configuration
- Drivers and toolkits
- 1. NVIDIA GPU and DOCA drivers installation/update
- 2. NGC CLI deployment
- 3. NVIDIA container toolkit installation
|
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NVIDIA AI Infrastructure Sample Questions (Q71-Q76):
NEW QUESTION # 71
A security policy requires you to log all NGC CLI commands executed on a specific host. How can you achieve this without modifying the NGC CLI source code?
- A. Use the 'history' command in Linux to view the command history for the user account used to execute the NGC CLI commands.
- B. Configure the NGC CLI to send all commands to a remote syslog server.
- C. Implement system-level auditing using tools like 'auditd' (Linux) or Windows Event Logging to capture all executed commands, including NGC CLI commands.
- D. NGC CLI automatically logs all commands to a file in the '/var/log/ngc' directory.
- E. Create a wrapper script around the 'ngc' command that logs the command and its arguments before executing the actual NGC CLI command.
Answer: C,E
Explanation:
System-level auditing (B) provides a comprehensive way to log all executed commands. Creating a wrapper script (C) allows you to log the command before it's executed. The 'history' command (A) only captures commands executed in the current shell session. Option D is incorrect as NGC CLI does not log automatically to this directory, and option E is not a supported feature.
NEW QUESTION # 72
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. Passing it as an argument to bfboot during deployment.
- C. Directly in the kernel image file itself using a hex editor.
- D. In the bootloader configuration file (e.g., extlinux.conf or grub.cfg) on the BlueFieId's flash memory.
- E. In the '/proc/cmdline' file. This allows immediate changes.
Answer: D
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 # 73
An AI operations team enables Multi-Instance GPU (MIG) on several NVIDIA GPUs to improve resource utilization. Shortly afterward, one data science team reports that its distributed training job runs noticeably slower than before. The cluster administrator must determine the most likely reason for this behavior.
- A. MIG increases GPU memory bandwidth for every workload.
- B. MIG automatically enables NVLink aggregation across all GPU instances.
- C. MIG divides one physical GPU into isolated compute instances with dedicated resources.
- D. MIG combines multiple physical GPUs into one logical accelerator.
Answer: C
Explanation:
MIG partitions a single GPU into multiple isolated instances, each receiving dedicated compute cores, memory, cache, and bandwidth. Although this improves utilization and workload isolation, each partition has fewer resources than the full GPU. Large distributed training workloads typically perform better using complete GPUs instead of smaller MIG instances.
NEW QUESTION # 74
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 set enp225s0f1np1 network internalnet ; interfaces set enp97s0f1np1 network internalnet
- B. device use dgx001 ; interfaces delete enp225s0f1np1 ; interfaces delete enp97s0f1np1
- C. device use dgx001 ; interfaces add vlan vlan100 ; set parent bond0 ; set mode 1 ; set network internalnet
- 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 # 75
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: C
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 # 76
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