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Accelerating Deep Learning Workloads Through Efficient Multi-Model Execution

D. Narayanan,Keshav Santhanam,Amar Phanishayee,M. Zaharia

2018
41 Citations

TLDR

HiveMind, a system designed specifically to optimize multi-model deep learning workloads, is proposed, which can accelerate simple hyperparameter tuning and multi- model inference workloads by up to 10× on NVIDIA P100 and V100 GPUs compared to sequential model execution.