Job Scheduling

Cuckoo: Deadline-Aware Job Packing on Heterogeneous GPUs for DL Model Training featured image

Cuckoo: Deadline-Aware Job Packing on Heterogeneous GPUs for DL Model Training

A deadline-aware job packing system for heterogeneous GPU clusters that builds a runtime-interference-aware estimation model and solves an optimization problem to co-locate DL …

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Rudai Liang
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Resource Heterogeneity-Aware and Utilization-Enhanced Scheduling for Deep Learning Clusters featured image

Resource Heterogeneity-Aware and Utilization-Enhanced Scheduling for Deep Learning Clusters

An enhanced heterogeneity-aware scheduler for GPU-based deep learning clusters that forks training jobs across multiple nodes via DP-based online allocation, improving cluster …

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Rudai Liang
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UNISCHED: A Unified Scheduler for Deep Learning Training Jobs With Different User Demands featured image

UNISCHED: A Unified Scheduler for Deep Learning Training Jobs With Different User Demands

A unified GPU cluster scheduler that handles heterogeneous scheduling latency demands (strict/soft SLO and best-effort) and different stopping criteria (iteration-based or …

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Rudai Liang
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