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