Cloud Native Computing Foundation (CNCF)’s Post

NIO is driving efficiency in autonomous driving workloads. By integrating HAMi (a CNCF Sandbox project), NIO has transformed its large-scale cloud infrastructure, achieving a 4x increase in GPU utilization for CI pipelines and reducing simulation time by 30%. NIO's team manages complex tasks including: * Model training & simulation * Online inference * GPU performance optimization Rather than a one-size-fits-all approach, they adopted a hybrid strategy combining NVIDIA MIG, time-slicing, and HAMi to balance isolation with resource sharing. Read the full case study to see how they scaled to 800+ GPUs: https://lnkd.in/gDWbT5Wr #CNCF #CloudNative #Kubernetes #AutonomousDriving #GPU #OpenSource #NIO

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