NN-Stretch: Automatic Neural Network Branching for Parallel Inference on Heterogeneous Multi-Processors

Author:

Wei Jianyu12ORCID,Cao Ting2ORCID,Cao Shijie2ORCID,Jiang Shiqi2ORCID,Fu Shaowei1ORCID,Yang Mao2ORCID,Zhang Yanyong1ORCID,Liu Yunxin34ORCID

Affiliation:

1. University of Science and Technology of China, Hefei, China

2. Microsoft Research, Beijing, China

3. Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China

4. Shanghai Artificial Intelligence Laboratory, Shanghai, China

Publisher

ACM

Reference52 articles.

1. Deep Versus Wide Convolutional Neural Networks for Object Recognition on Neuromorphic System

2. Suyog Gupta Andrew Howard. 2019. Introducing the Next Generation of On-Device Vision Models: MobileNetV3 and MobileNetEdgeTPU. https://ai.googleblog.com/2019/11/introducing-next-generation-on-device.html Suyog Gupta Andrew Howard. 2019. Introducing the Next Generation of On-Device Vision Models: MobileNetV3 and MobileNetEdgeTPU. https://ai.googleblog.com/2019/11/introducing-next-generation-on-device.html

3. Han Cai , Jiacheng Yang , Weinan Zhang , Song Han , and Yong Yu . 2018 . Path-Level Network Transformation for Efficient Architecture Search . In Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stock-holmsmässan , Stockholm, Sweden, July 10--15 , 2018 (Proceedings of Machine Learning Research, Vol. 80), Jennifer G. Dy and Andreas Krause (Eds.). PMLR, 677--686. http://proceedings.mlr.press/v80/cai18a.html Han Cai, Jiacheng Yang, Weinan Zhang, Song Han, and Yong Yu. 2018. Path-Level Network Transformation for Efficient Architecture Search. In Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stock-holmsmässan, Stockholm, Sweden, July 10--15, 2018 (Proceedings of Machine Learning Research, Vol. 80), Jennifer G. Dy and Andreas Krause (Eds.). PMLR, 677--686. http://proceedings.mlr.press/v80/cai18a.html

4. Deep Learning with Low Precision by Half-Wave Gaussian Quantization

5. Hexagon DSP: An Architecture Optimized for Mobile Multimedia and Communications

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