Themis - Fair and Efficient GPU Cluster Scheduling

Themis - Fair and Efficient GPU Cluster Scheduling

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Conclusion

18 of 18

18 of 18

Conclusion

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Themis - Fair and Efficient GPU Cluster Scheduling

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  1. 1 Intro
  2. 2 Deep Learning at a Large Enterprise
  3. 3 GPU Cluster Scheduler: Goal
  4. 4 Existing GPU Cluster Schedulers
  5. 5 GPU Cluster Scheduler: Drawback 2
  6. 6 GPU Cluster Scheduler: Requirement 2
  7. 7 Towards a new GPU Cluster Scheduler
  8. 8 Themis: Metric
  9. 9 Themis: Finish-Time Fairness Metric
  10. 10 Themis: Interface
  11. 11 Strawman Mechanism: Issues
  12. 12 Themis: Mechanism: Partial Allocation Auction
  13. 13 Themis: Overall Design
  14. 14 Themis: Implementation
  15. 15 Themis: Evaluation
  16. 16 Macrobenchmark: Sharing Incentive
  17. 17 Macrobenchmark: Efficiency
  18. 18 Conclusion

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