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Latest NVIDIA NCP-AII Exam Questions | Test NCP-AII Engine Version
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NVIDIA AI Infrastructure Sample Questions (Q86-Q91):
NEW QUESTION # 86
You are configuring an NVIDIA BlueField-3 DPLJ to offload network processing. The DPIJ is connected to a server via PCle Gen5. Which cable type is essential for connecting the DPIJ to a 200GbE switch, ensuring optimal performance and signal integrity, and which describes its use?
- A. Direct Attach Copper (DAC) cable; Ideal for short-range, high-bandwidth connections between devices in close proximity.
- B. Passive Copper Cable; Cost-effective for very short reach connections within the same rack.
- C. Active Copper Cable (ACC); Suitable for mid-range connections with improved signal quality compared to passive copper.
- D. Single-mode fiber optic cable; Used for long-distance connections where electrical interference is a concern.
- E. Active Optical Cable (AOC); Best for long-distance connections exceeding 10 meters in data centers.
Answer: A
Explanation:
Direct Attach Copper (DAC) cables are the best choice for short-range, high-bandwidth connections like those between a DPIJ and a switch within the same rack. They offer a balance of cost and performance, while maintaining signal integrity. AOCs are for longer reach, while passive copper cables are for very short distances.
NEW QUESTION # 87
You are planning the network infrastructure for a DGX SuperPOD. You need to ensure that the network fabric can handle the high bandwidth and low latency requirements of A1 training workloads. Which network technology is the RECOMMENDED choice for interconnecting the DGX nodes within the SuperPOD, and why?
- A. Token Ring, because it's a reliable and deterministic networking protocol.
- B. 10 Gigabit Ethernet, for a balance between cost and performance.
- C. Gigabit Ethernet, because it's widely available and inexpensive.
- D. Wi-Fi 6, for wireless connectivity and flexibility.
- E. InfiniBand, due to its high bandwidth, low latency, and RDMA support.
Answer: E
Explanation:
InfiniBand is the recommended network technology for DGX SuperPODs due to its high bandwidth, low latency, and support for RDMA (Remote Direct Memory Access). RDMA allows GPIJs to directly access each other's memory without involving the CPU, significantly reducing latency and improving performance for distributed A1 training workloads. Ethernet, even at higher speeds, generally doesn't offer the same level of performance and RDMA capabilities as InfiniBand.
NEW QUESTION # 88
You are tasked with setting up network fabric ports to connect several servers, each with multiple NVIDIA GPUs, to an InfiniBand switch. Each server has two ConnectX-6 adapters. What is the best strategy to maximize bandwidth and redundancy between the servers and the InfiniBand fabric?
- A. Connect one adapter from each server to one switch, and the second adapter to a different switch, without link aggregation.
- B. Connect both adapters from each server to the same switch and configure link aggregation (LACP or static LAG) on both the server and the switch.
- C. Connect both adapters from each server to the same switch, but do not configure link aggregation.
- D. Connect one adapter from each server to one switch, and the second adapter to a different switch, and configure multi-pathing on the servers.
- E. Connect only one adapter from each server to the switch to minimize cable clutter.
Answer: D
Explanation:
Connecting each adapter to a different switch and configuring multi-pathing provides the highest level of bandwidth and redundancy. Link aggregation to the same switch improves bandwidth but doesn't provide redundancy if that switch fails. Connecting only one adapter obviously limits bandwidth. Multi-pathing allows the servers to use both adapters simultaneously, increasing bandwidth, and provides automatic failover if one of the switches or links fails.
NEW QUESTION # 89
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. Directly in the kernel image file itself using a hex editor.
- C. In the bootloader configuration file (e.g., extlinux.conf or grub.cfg) on the BlueFieId's flash memory.
- D. Passing it as an argument to bfboot during deployment.
- E. In the '/proc/cmdline' file. This allows immediate changes.
Answer: C
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 # 90
You are tasked with setting up a secure environment for running GPU-accelerated machine learning workloads in Docker containers.
The security requirements dictate that containers should have minimal privileges and access only the necessary resources. Which of the following security measures are most relevant when using NVIDIA GPUs with Docker?
- A. Grant the Docker containers direct access to the host's hardware devices, including the GPU, to maximize performance.
- B. Use AppArmor or SELinux profiles to restrict the capabilities of the Docker containers, limiting their access to system resources.
- C. Regularly scan Docker images for vulnerabilities using tools like Clair or Trivy and rebuild images with patched dependencies.
- D. Implement network segmentation and firewalls to isolate the Docker containers from other services and the internet.
- E. Run the Docker daemon in rootless mode to reduce the risk of privilege escalation.
Answer: B,C,D,E
Explanation:
Security is paramount, and minimizing privileges is key. Running Docker in rootless mode (A) reduces the attack surface. AppArmor/SELinux (B) confines container capabilities. Regular vulnerability scanning (C) helps prevent attacks based on known weaknesses. Network segmentation (E) limits the impact of a compromised container. Granting direct hardware access (D) increases the risk of privilege escalation and should be avoided in a secure environment. The NVIDIA Container Toolkit facilitates GPU access without requiring direct device passthrough, adhering to principle of least privilege.
NEW QUESTION # 91
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