AI/ML Workload Optimization

AI/ML Workload Optimization An architecture diagram generated by Archify. GPU Optimization · precision / memory / sharing constraints · AI/ML workload optimization areas GPU Optimization precision / memory / sharing constraints Training Optimization · Node affinity · Topology-aware scheduling · Placement groups · AI/ML workload optimization areas Training Optimization Node affinity · Topology-aware scheduling · Placement groups Storage Optimization · FSx for Lustre configuration · Data caching · S3 integration · AI/ML workload optimization areas Storage Optimization FSx for Lustre configuration · Data caching · S3 integration Cost Optimization · Spot / scaling / mixed node groups · AI/ML workload optimization areas Cost Optimization Spot / scaling / mixed node groups Performance Improvement · goal verified through measurement · Architecture component Performance Improvement goal verified through measurement Cost Reduction · total cost including performance/recovery · Architecture component Cost Reduction total cost including performance/recovery AI/ML workload optimization areas Legend Compute / Scheduling Storage Optimization Cost Optimization Outcome