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| Section | Objectives |
|---|
| Topic 1: Data Center AI Infrastructure Fundamentals | - AI/ML workload requirements in data centers
- 1. Compute, GPU, and acceleration concepts
- 2. Data pipeline and workload characteristics
|
| Topic 2: Data Center Networking for AI Workloads | - High-performance fabric design
- 1. Leaf-spine architecture in AI environments
- 2. Low-latency switching and routing considerations
- Cisco Data Center networking technologies
- 1. Cisco ACI integration concepts
- 2. Cisco Nexus platform concepts
|
| Topic 3: AI Infrastructure Deployment and Operations | - Deployment models
- 1. On-premises AI clusters
- 2. Hybrid AI infrastructure integration
- Operations and lifecycle management
- 1. Performance tuning and optimization
- 2. Monitoring and observability
|
| Topic 4: Compute and Storage for AI Infrastructure | - Compute architecture
- 1. HPC-style scaling considerations
- 2. GPU-based compute nodes
- Storage systems
- 1. Distributed storage concepts
- 2. High-throughput storage for AI training data
|
| Topic 5: Security and Governance in AI Data Centers | - Infrastructure security
- 1. Network segmentation and policy enforcement
- 2. Secure access to AI workloads
|
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Cisco Implementing Cisco Data Center AI Infrastructure Sample Questions (Q59-Q64):
NEW QUESTION # 59
A network administrator configures RDMA over Converged Ethernet version 2 (RoCEv2). Which transport protocol does RoCEv2 use at Layer 4?
- A. TCP
- B. SCTP
- C. UDP
- D. ICMP
Answer: C
Explanation:
RoCEv2 encapsulates RDMA traffic over UDP/IP, enabling routable RDMA communication across Layer 3 networks. TCP introduces retransmission and latency overhead unsuitable for high-performance GPU communication. SCTP and ICMP are not used for RoCEv2 transport.
NEW QUESTION # 60
An engineer deploys an AI fabric on Cisco Nexus 9000 Series Switches connected to Cisco UCS nodes with NVIDIA GPUs. The requirements call for optimal network performance for training workloads. Adaptive routing is enabled on the NICs, and per-packet load balancing is enabled on the switches. Which other configuration must be implemented for this integration to be fully operational?
- A. Include switch configuration "hardware profile spectrum-x" in global configuration mode.
- B. Add the "adaptive-routing" keyword under the switch load balancing configuration.
- C. Set the cisco_dlb=1 option in the NIC configuration so the NIC knows it can use adaptive routing.
- D. Include matching statements in your QoS policy so the switch knows which incoming packets to load balance.
Answer: C
Explanation:
The NIC must be explicitly configured with the Cisco dynamic load-balancing setting so it recognizes that the connected Cisco Nexus fabric supports adaptive routing. This completes the integration between NIC-side adaptive routing and switch-side per-packet load balancing for optimized AI training traffic.
NEW QUESTION # 61
A bank is planning to deploy an AI inference solution at its branch locations. The solution must support workloads that require a balance of compute, memory, and potential GPU acceleration, and it must be suitable for installation by nontechnical onsite resources. The requirements are:
- high availability of the chassis management plane.
- support for up to 768 GB of memory for in-memory model storage and
processing
- remote server launch requiring no on-site IT staff
- use of Cisco Intersight for SaaS-based infrastructure lifecycle
management
Which solution meets the requirements?
- A. Cisco UCS C845A M8 Server
- B. Cisco UCS C240 Servers
- C. Cisco Unified Edge
- D. Cisco UCS X-Series Direct
Answer: C
NEW QUESTION # 62
A network team is configuring quality of service (QoS) for RoCEv2 traffic on a VXLAN fabric. The team must ensure that congestion notification packets (CNP) generated by storage targets are never dropped in the network, as these packets are critical for congestion control feedback. How must CNP packets be handled in the QoS configuration to ensure reliable delivery?
- A. Enable Priority Flow Control specifically for CNP packets on a dedicated CoS value.
- B. Configure CNP packets to use the same queue as regular RoCEv2 data traffic.
- C. Classify CNP packets to a high-priority queue using their DSCP marking.
- D. Apply traffic shaping to CNP packets to prevent them from causing additional congestion.
Answer: C
Explanation:
CNP packets provide congestion feedback for RoCEv2 traffic and must be delivered reliably so senders can reduce their transmission rate when congestion is detected. Classifying CNP packets into a high-priority queue based on their DSCP marking ensures that these control packets receive preferential treatment and are not dropped during congestion.
NEW QUESTION # 63
A customer uses Cisco AI Products within Intersight and observes packet drops for RoCEv2 traffic. Which System QoS policy configuration must be deployed to ensure that RoCEv2 traffic is classified as lossless?
- A. Disable Gold system class.
- B. Enable Platinum class and uncheck Allow Packet Drops.
- C. Enable all QoS system classes.
- D. Disable Platinum system class.
Answer: B
Explanation:
RoCEv2 traffic must be mapped to a lossless system class. Enabling the Platinum class and clearing Allow Packet Drops configures that class as lossless, preventing packet drops for RoCEv2 traffic and supporting reliable RDMA communication for AI workloads.
NEW QUESTION # 64
......
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