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| Topic | Details |
|---|
| Topic 1 | - 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 2 | - 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 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 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
|
| Topic 5 | - 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.
|
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Updated NVIDIA NCP-AII Exam Questions And Answer
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NVIDIA AI Infrastructure Sample Questions (Q121-Q126):
NEW QUESTION # 121
A customer is designing an AI Factory for enterprise-scale deployments and wants to ensure redundancy and load balancing for the management and storage networks. Which feature should be implemented on the Ethernet switches?
- A. Implement redundant switches with spanning tree protocol.
- B. Use only one switch for all management and storage traffic.
- C. MLAG for bonded interfaces across redundant switches.
- D. Disable VLANs and use unmanaged switches.
Answer: C
Explanation:
For the "North-South" and "Management/Storage" Ethernet fabrics in an NVIDIA AI Factory, high availability is paramount. Unlike the InfiniBand compute fabric, which uses its own routing logic, the Ethernet side relies on standard data center protocols. To provide true hardware redundancy and double the available bandwidth (Load Balancing), NVIDIA recommendsMLAG (Multi-Chassis Link Aggregation).
MLAG allows two physical switches to appear as a single logical unit to the DGX nodes. The DGX can then bond its two Ethernet NICs (e.g., in an 802.3ad LACP bond) and connect one cable to each switch. This configuration provides several benefits: if one switch fails, the traffic seamlessly stays on the other link without the slow convergence times associated with Spanning Tree Protocol (Option A). Furthermore, it allows the cluster to utilize the combined bandwidth of both links for heavy storage traffic (like NFS or S3 ingestion). Using a single switch (Option C) or unmanaged hardware (Option D) creates single points of failure and lacks the traffic isolation (VLANs) required for secure AI infrastructure.
NEW QUESTION # 122
Consider a scenario where you need to isolate GPU workloads in a multi-tenant Kubernetes cluster. Which of the following Kubernetes constructs would be MOST suitable for achieving strong isolation at both the resource and network level?
- A. Using node affinity only.
- B. Using namespaces with resource quotas and network policies.
- C. Using taints and tolerations to dedicate GPU nodes to specific workloads.
- D. Using pod affinity and anti-affinity rules to control pod placement.
- E. Using labels and selectors to schedule workloads on specific GPU nodes.
Answer: B
Explanation:
Namespaces provide logical isolation within a Kubernetes cluster. Resource quotas limit the resources (including GPIJs) that a namespace can consume, while network policies control network traffic between namespaces, ensuring strong isolation. Options B, C, D, and E provide some level of control over pod placement but do not offer the same level of resource and network isolation as namespaces with resource quotas and network policies.
NEW QUESTION # 123
An AI infrastructure utilizes NVIDIA ConnectX-7 NICs for inter-node communication. The requirement is to achieve a bandwidth of 400GbE with low latency over a distance of 100 meters. Which transceiver and cable type combination is MOST suitable for this scenario?
- A. QSFP-DD DR4 transceiver with single-mode fiber cable.
- B. QSFP-DD FR4 transceiver with single-mode fiber cable.
- C. QSFP-DD SR4 transceiver with OM4 multi-mode fiber cable.
- D. QSFP-DD LR8 transceiver with OM4 multi-mode fiber cable.
- E. QSFP-DD SR8 transceiver with OM3 multi-mode fiber cable.
Answer: C
Explanation:
QSFP-DD SR4 with OM4 provides 400GbE over short distances (up to 100m) using multi-mode fiber. DR4 and FR4 require single- mode fiber and are typically used for longer distances. LR8 typically requires single mode fibre for specified distances. Using SR8 with OM3 is unlikely to achieve 400GbE as SR8 works best with OM4/OM5.
NEW QUESTION # 124
You're deploying BlueField OS to multiple SmartNICs with varying hardware revisions. How can you ensure that the correct device tree is loaded for each specific SmartNIC during the boot process?
- A. Use a bootloader (e.g., U-Boot) that can detect the hardware revision and load the appropriate device tree based on a predefined mapping.
- B. Relocate the device tree after the OS is running, but before services are started using a custom script.
- C. Create a single device tree that is compatible with all SmartNIC revisions. The kernel will automatically handle compatibility.
- D. Embed the device tree within the kernel image. The kernel will automatically select the correct one during boot.
- E. Manually specify the device tree file in the bootloader configuration for each SmartNI
Answer: E
Explanation:
A bootloader like U-Boot is designed to handle hardware detection and conditional loading of resources like device trees. It can identify the SmartNIC revision and load the corresponding DTB file. Creating a single compatible DTB is difficult and may not fully utilize hardware capabilities. Manually specifying the DTB for each NIC is not scalable. Embedding the DTB in the kernel is uncommon. Attempting to modify the device tree at runtime could lead to instability.
NEW QUESTION # 125
A system engineer needs to set the vGPU scheduling behavior for all GPUs to share the scheduling equally with the default time slice length. What command should be used?
- A. esxcli system module parameters set -m nvidia -p "NVreg_RegistryDwords=FRL=@x01"
- B. esxcli system module parameters set -m nvidia -p "NVreg_RegistryDwords=RmPVMRL=0x00"
- C. esxcli system module parameters set -m nvidia -p "NVreg_RegistryDwords=RmPVMRL=0x@1"
- D. esxcli graphics module parameters set -m nvidia -p "NVreg_RegistryDwords=RmPVMRL=0x01"
Answer: B
Explanation:
The RmPVMRL=0x00 setting configures the NVIDIA vGPU scheduler to use equal-share scheduling with the default time slice length. The esxcli system module parameters set -m nvidia command is the correct ESXi command format for setting NVIDIA kernel module parameters globally for the GPUs.
NEW QUESTION # 126
......
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