Code Monkey home page Code Monkey logo

wage's Introduction

Training and Inference with Integers in Deep Neural Networks

Code example for the ICLR 2018 oral paper

Prerequisites

  • NVIDIA GPU + CUDA + CuDNN
  • Tensorflow (GPU version)
  • python2.7
  • tqdm

Data

Download and generate CIFAR10 dataset:

cd dataSet/
python CIFAR10.py

Config

Change your configurations in the file

gedit source/Option.py

Train

Start training:

cd source/
python Top.py

Citation

If you find this paper or this repository helpful, please cite it:

@inproceedings{
wu2018training,
title={Training and Inference with Integers in Deep Neural Networks},
author={Shuang Wu and Guoqi Li and Feng Chen and Luping Shi},
booktitle={International Conference on Learning Representations},
year={2018},
url={https://openreview.net/forum?id=HJGXzmspb},
} 

wage's People

Contributors

boluoweifenda avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.