Intelligent CIO LATAM Issue 46 | Page 31

EDITOR’ S QUESTION
Kubernetes is considered the best option for cloud-based AI and ML workloads and works as a container orchestration platform. If a GPU server crashes, it is self-healing and automatically moves workloads to available GPUs, minimizing disruption and delays.
Slurm can help businesses efficiently distribute workloads across thousands of GPUs, schedule jobs to ensure fair resource distribution, save costs and energy efficiency during off-peak hours and ensure reliability in simulations and large-scale experiments such as those found in scientific research and supercomputing.
On the other hand, Slurm( Simple Linux Utility for Resource Management) can manage raw GPU power for companies needing high performance without virtualization overhead – bare metal cloud.
By choosing the right orchestration tool and deployment model, businesses can optimize performance, cost and scalability for their GPU workloads while controlling costs. p
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