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You have an AI model container hosted in Azure Container Registry. You want to ensure that every container image pushed to the registry is automatically scanned for known vulnerabilities before deployment. Which ACR feature should you enable?
Microsoft Defender for Cloud vulnerability scanning is correct because it provides integrated image vulnerability assessment for Azure Container Registry, automatically scanning images on push and continuously re-scanning for newly disclosed CVEs. Enabling the Defender for Contai…Read full explanation
You need to store custom AI container images in a private registry hosted within Azure. Which Azure service provides a managed Docker registry service?
Azure Container Registry (ACR) is a managed, private Docker registry service that allows you to store and manage container images and artifacts. It supports Docker and OCI images, and integrates with Azure services like AKS, App Service, and Azure Machine Learning. For AI workloa…Read full explanation
You are optimizing a large language model container inference deployment on AKS using GPU-enabled nodes (NC-series). The inference server experiences frequent out-of-memory errors on the GPU device itself during high context lengths. Which Kubernetes configuration metric should you monitor and alert on?
GPU out-of-memory errors on the device itself must be detected by monitoring GPU memory utilization, which is exposed by the NVIDIA DCGM Exporter as container_gpu_memory_used_bytes (and related DCGM metrics like DCGM_FI_DEV_FB_USED). This metric reflects actual framebuffer memory…Read full explanation
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