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

USENIX via YouTube Direct link

Imbalanced Scheduling

10 of 11

10 of 11

Imbalanced Scheduling

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

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

Automatically move to the next video in the Classroom when playback concludes

  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

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.