Awesome
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours
Requirements
- Access to Cloud TPUs (Official Cloud TPU Tutorial)
- Tensorflow 1.12
- Python 3.5+
Updates
- 04/05/19: Single-Path NAS search code released.
Contents
- NAS Search nas-search: Employ NAS search
- Runtime Modeling runtime-modeling: Generate ConvNets to profile
- Train ConvNet train-final: Fully train found ConvNet on ImageNet
Citation
Please cite the Single-Path paper (link) in your publications if this repo helps your research:
@inproceedings{stamoulis2019singlepath,
author = {Stamoulis, Dimitrios and Ding, Ruizhou and Wang, Di and Lymberopoulos, Dimitrios and Priyantha, Bodhi and Liu, Jie and Marculescu, Diana}
booktitle = {arXiv preprint arXiv:1904.02877},
title = {Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours},
year = {2019}
}