Tag: GPUs
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Optimizing AI Workloads with NVIDA GPUs, Time Slicing, and Karpenter (Half 2)
[ad_1] Introduction: Overcoming GPU Administration Challenges In Half 1 of this weblog collection, we explored the challenges of internet hosting giant language fashions (LLMs) on CPU-based workloads inside an EKS cluster. We mentioned the inefficiencies related to utilizing CPUs for such duties, primarily as a result of giant mannequin sizes and slower inference speeds. The…
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Optimizing AI Workloads with NVIDIA GPUs, Time Slicing, and Karpenter
[ad_1] Maximizing GPU effectivity in your Kubernetes setting On this article, we are going to discover the way to deploy GPU-based workloads in an EKS cluster utilizing the Nvidia Machine Plugin, and making certain environment friendly GPU utilization by options like Time Slicing. We can even focus on establishing node-level autoscaling to optimize GPU sources…