PipeEdge: Pipeline Parallelism for Large-Scale Model Inference on Heterogeneous Edge Devices

Author:

Hu Yang1,Imes Connor2,Zhao Xuanang3,Kundu Souvik1,Beerel Peter A.1,Crago Stephen P.2,Walters John Paul2

Affiliation:

1. Computer Engineering, University of Southern California,Ming Hsieh Department of Electrical,USA

2. Information Sciences Institute, University of Southern California,USA

3. Unaffiliated,China

Publisher

IEEE

Reference66 articles.

1. Fine-grained elastic partitioning for distributed dnn towards mobile web ar services in the 5g era;ren;IEEE Transactions on Services Computing,2021

2. DeepHome

3. Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding;han;ArXiv Preprint,2015

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Distributed Edge Machine Learning Pipeline Scheduling with Reverse Auctions;2023 Eighth International Conference on Fog and Mobile Edge Computing (FMEC);2023-09-18

2. Quantpipe: Applying Adaptive Post-Training Quantization For Distributed Transformer Pipelines In Dynamic Edge Environments;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

3. FactionFormer: Context-Driven Collaborative Vision Transformer Models for Edge Intelligence;2023 IEEE International Conference on Smart Computing (SMARTCOMP);2023-06

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