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MLaaS in the Wild - Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters

MLaaS in the Wild - Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters

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Imbalanced Scheduling

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Imbalanced Scheduling

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MLaaS in the Wild - Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters

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  1. 1 Intro
  2. 2 Production ML Workloads
  3. 3 Trace Overview
  4. 4 Run-time and Queueing delays
  5. 5 Resource Requests & Usage
  6. 6 Machine Resource Utilization
  7. 7 GPU Sharing
  8. 8 Duration Predict for Recurring Tasks
  9. 9 CPU can be the bottleneck
  10. 10 Imbalanced Scheduling
  11. 11 Takeaways

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